dynamo/deploy/operator/docs/footer.md

18 KiB
Raw Blame History

Operator Default Values Injection

The Dynamo operator automatically applies default values to various fields when they are not explicitly specified in your deployments. These defaults include:

  • Health Probes: Startup, liveness, and readiness probes are configured differently for frontend, worker, and planner components. For example, worker components receive a startup probe with a 2-hour timeout (720 failures × 10 seconds) to accommodate long model loading times.

  • Security Context: All components receive fsGroup: 1000 by default to ensure proper file permissions for mounted volumes. This can be overridden via the extraPodSpec.securityContext field.

  • Shared Memory: All components receive an 8Gi shared memory volume mounted at /dev/shm by default (can be disabled or resized via the sharedMemory field).

  • Environment Variables: Components automatically receive environment variables like DYN_NAMESPACE, DYN_PARENT_DGD_K8S_NAME, DYNAMO_PORT, and backend-specific variables.

  • Pod Configuration: Default terminationGracePeriodSeconds of 60 seconds and restartPolicy: Always.

  • Autoscaling: When enabled without explicit metrics, defaults to CPU-based autoscaling with 80% target utilization.

  • Backend-Specific Behavior: For multinode deployments, probes are automatically modified or removed for worker nodes depending on the backend framework (VLLM, SGLang, or TensorRT-LLM).

Pod Specification Defaults

All components receive the following pod-level defaults unless overridden:

  • terminationGracePeriodSeconds: 60 seconds
  • restartPolicy: Always

Security Context

The operator automatically applies default security context settings to all components to ensure proper file permissions, particularly for mounted volumes:

  • fsGroup: 1000 - Sets the group ownership of mounted volumes and any files created in those volumes

This default ensures that non-root containers can write to mounted volumes (like model caches or persistent storage) without permission issues. The fsGroup setting is particularly important for:

  • Model downloads and caching
  • Compilation cache directories
  • Persistent volume claims (PVCs)
  • SSH key generation in multinode deployments

Overriding Security Context

To override the default security context, specify your own securityContext in the extraPodSpec of your component:

services:
  YourWorker:
    extraPodSpec:
      securityContext:
        fsGroup: 2000  # Custom group ID
        runAsUser: 1000
        runAsGroup: 1000
        runAsNonRoot: true

Important: When you provide any securityContext object in extraPodSpec, the operator will not inject any defaults. This gives you complete control over the security context, including the ability to run as root (by omitting runAsNonRoot or setting it to false).

OpenShift and Security Context Constraints

In OpenShift environments with Security Context Constraints (SCCs), you may need to omit explicit UID/GID values to allow OpenShift's admission controllers to assign them dynamically:

services:
  YourWorker:
    extraPodSpec:
      securityContext:
        # Omit fsGroup to let OpenShift assign it based on SCC
        # OpenShift will inject the appropriate UID range

Alternatively, if you want to keep the default fsGroup: 1000 behavior and are certain your cluster allows it, you don't need to specify anything - the operator defaults will work.

Shared Memory Configuration

Shared memory is enabled by default for all components:

  • Enabled: true (unless explicitly disabled via sharedMemory.disabled)
  • Size: 8Gi
  • Mount Path: /dev/shm
  • Volume Type: emptyDir with memory medium

To disable shared memory or customize the size, use the sharedMemory field in your component specification.

Health Probes by Component Type

The operator applies different default health probes based on the component type.

Frontend Components

Frontend components receive the following probe configurations:

Liveness Probe:

  • Type: HTTP GET
  • Path: /health
  • Port: http (8000)
  • Initial Delay: 60 seconds
  • Period: 60 seconds
  • Timeout: 30 seconds
  • Failure Threshold: 10

Readiness Probe:

  • Type: Exec command
  • Command: curl -s http://localhost:${DYNAMO_PORT}/health | jq -e ".status == \"healthy\""
  • Initial Delay: 60 seconds
  • Period: 60 seconds
  • Timeout: 30 seconds
  • Failure Threshold: 10

Worker Components

Worker components receive the following probe configurations:

Liveness Probe:

  • Type: HTTP GET
  • Path: /live
  • Port: system (9090)
  • Period: 5 seconds
  • Timeout: 30 seconds
  • Failure Threshold: 1

Readiness Probe:

  • Type: HTTP GET
  • Path: /health
  • Port: system (9090)
  • Period: 10 seconds
  • Timeout: 30 seconds
  • Failure Threshold: 60

Startup Probe:

  • Type: HTTP GET
  • Path: /live
  • Port: system (9090)
  • Period: 10 seconds
  • Timeout: 5 seconds
  • Failure Threshold: 720 (allows up to 2 hours for startup: 10s × 720 = 7200s)

:::{note} For larger models (typically >70B parameters) or slower storage systems, you may need to increase the failureThreshold to allow more time for model loading. Calculate the required threshold based on your expected startup time: failureThreshold = (expected_startup_seconds / period). Override the startup probe in your component specification if the default 2-hour window is insufficient. :::

Multinode Deployment Probe Modifications

For multinode deployments, the operator modifies probes based on the backend framework and node role:

VLLM Backend

The operator automatically selects between two deployment modes based on parallelism configuration:

Tensor/Pipeline Parallel Mode (when world_size > GPUs_per_node):

  • Uses Ray for distributed execution (--distributed-executor-backend ray)
  • Leader nodes: Starts Ray head and runs vLLM; all probes remain active
  • Worker nodes: Run Ray agents only; all probes (liveness, readiness, startup) are removed

Data Parallel Mode (when world_size × data_parallel_size > GPUs_per_node):

  • Worker nodes: All probes (liveness, readiness, startup) are removed
  • Leader nodes: All probes remain active

SGLang Backend

  • Worker nodes: All probes (liveness, readiness, startup) are removed

TensorRT-LLM Backend

  • Leader nodes: All probes remain unchanged
  • Worker nodes:
    • Liveness and startup probes are removed
    • Readiness probe is replaced with a TCP socket check on SSH port (2222):
      • Initial Delay: 20 seconds
      • Period: 20 seconds
      • Timeout: 5 seconds
      • Failure Threshold: 10

Environment Variables

The operator automatically injects environment variables into component containers based on component type, backend framework, and operator configuration. User-provided envs values always take precedence over operator defaults.

All Components

These environment variables are injected into every component container regardless of type.

Variable Purpose Default Type Source
DYN_NAMESPACE Dynamo service namespace used for service discovery and routing Derived from DGD spec string Downward API annotation on checkpoint-restored pods
DYN_COMPONENT Identifies the component type for runtime behavior One of: frontend, worker, prefill, decode, planner, epp string Set from component spec
DYN_PARENT_DGD_K8S_NAME Kubernetes name of the parent DynamoGraphDeployment resource string Set from DGD metadata
DYN_PARENT_DGD_K8S_NAMESPACE Kubernetes namespace of the parent DynamoGraphDeployment resource string Set from DGD metadata
POD_NAME Current pod name string Downward API (metadata.name)
POD_NAMESPACE Current pod namespace string Downward API (metadata.namespace)
POD_UID Current pod UID string Downward API (metadata.uid)
DYN_DISCOVERY_BACKEND Service discovery backend for inter-component communication kubernetes string Options: kubernetes, etcd

Infrastructure (Conditional)

These are injected into all components when the corresponding infrastructure service is configured in the operator's OperatorConfiguration.

Variable Purpose Default Type Condition
NATS_SERVER NATS messaging server address string Set when infrastructure.natsAddress is configured
ETCD_ENDPOINTS etcd endpoint addresses for distributed state string Set when infrastructure.etcdAddress is configured
MODEL_EXPRESS_URL Model Express service URL for model management string Set when infrastructure.modelExpressURL is configured
PROMETHEUS_ENDPOINT Prometheus endpoint for metrics collection string Set when infrastructure.prometheusEndpoint is configured

Frontend Components

Variable Purpose Default Type
DYNAMO_PORT HTTP port the frontend listens on 8000 int
DYN_HTTP_PORT HTTP port for the frontend service (alias) 8000 int
DYN_NAMESPACE_PREFIX Namespace prefix used for frontend request routing Same as DYN_NAMESPACE string

Worker Components

Variable Purpose Default Type
DYN_SYSTEM_ENABLED Enables the system HTTP server for health checks and metrics true string (boolean)
DYN_SYSTEM_USE_ENDPOINT_HEALTH_STATUS Endpoints whose health status is used for readiness ["generate"] string (JSON array)
DYN_SYSTEM_PORT Port for the system HTTP server (health, metrics) 9090 int
DYN_HEALTH_CHECK_ENABLED Disables the legacy health check mechanism in favor of the system server false string (boolean)
NIXL_TELEMETRY_ENABLE Enables or disables NIXL telemetry collection n string
NIXL_TELEMETRY_EXPORTER Telemetry exporter format for NIXL metrics prometheus string
NIXL_TELEMETRY_PROMETHEUS_PORT Port for NIXL Prometheus metrics endpoint 19090 int
DYN_NAMESPACE_WORKER_SUFFIX Hash suffix appended to worker namespace for rolling updates string

Planner Components

Variable Purpose Default Type
PLANNER_PROMETHEUS_PORT Port for the planner's Prometheus metrics endpoint 9085 int

EPP (Endpoint Picker Plugin) Components

Variable Purpose Default Type
USE_STREAMING Enables streaming mode for inference request proxying true string (boolean)
RUST_LOG Rust log level and filter configuration debug,dynamo_llm::kv_router=trace string

VLLM Backend

Variable Purpose Default Type Condition
VLLM_CACHE_ROOT Directory for vLLM compilation cache artifacts string Set when a volume mount has useAsCompilationCache: true
VLLM_NIXL_SIDE_CHANNEL_HOST Host IP for the NIXL side channel in multiprocessing mode Pod IP string Multinode mp backend only (Downward API: status.podIP)

TensorRT-LLM Backend

Variable Purpose Default Type Condition
OMPI_MCA_orte_keep_fqdn_hostnames Instructs OpenMPI to preserve FQDN hostnames for inter-node communication 1 string Multinode deployments only

Checkpoint / Restore

These environment variables are injected when checkpoint/restore is enabled for a component.

Variable Purpose Default Type Condition
DYN_CHECKPOINT_PATH Base directory where checkpoint data is stored From operator checkpoint config storage.pvc.basePath string PVC storage type
DYN_CHECKPOINT_LOCATION Full checkpoint URI (for non-PVC backends) string S3 or OCI storage type
DYN_CHECKPOINT_HASH Identity hash that uniquely identifies the checkpoint string Always set when checkpoint is enabled
SKIP_WAIT_FOR_CHECKPOINT Skips the checkpoint readiness polling loop; checks once and proceeds string Set on restored and DGD pods

Service Accounts

The following component types automatically receive dedicated service accounts:

  • Planner: planner-serviceaccount
  • EPP: epp-serviceaccount

Image Pull Secrets

The operator automatically discovers and injects image pull secrets for container images. When a component specifies a container image, the operator:

  1. Scans all Kubernetes secrets of type kubernetes.io/dockerconfigjson in the component's namespace
  2. Extracts the docker registry server URLs from each secret's authentication configuration
  3. Matches the container image's registry host against the discovered registry URLs
  4. Automatically injects matching secrets as imagePullSecrets in the pod specification

This eliminates the need to manually specify image pull secrets for each component. The operator maintains an internal index of docker secrets and their associated registries, refreshing this index periodically.

To disable automatic image pull secret discovery for a specific component, add the following annotation:

annotations:
  nvidia.com/disable-image-pull-secret-discovery: "true"

Autoscaling Defaults

When autoscaling is enabled but no metrics are specified, the operator applies:

  • Default Metric: CPU utilization
  • Target Average Utilization: 80%

Port Configurations

Default container ports are configured based on component type:

Frontend Components

  • Port: 8000
  • Protocol: TCP
  • Name: http

Worker Components

  • Port: 9090 (system)
  • Protocol: TCP
  • Name: system
  • Port: 19090 (NIXL)
  • Protocol: TCP
  • Name: nixl

Planner Components

  • Port: 9085
  • Protocol: TCP
  • Name: metrics

EPP Components

  • Port: 9002 (gRPC)
  • Protocol: TCP
  • Name: grpc
  • Port: 9003 (gRPC health)
  • Protocol: TCP
  • Name: grpc-health
  • Port: 9090 (metrics)
  • Protocol: TCP
  • Name: metrics

Backend-Specific Configurations

VLLM

  • Ray Head Port: 6379 (for Ray cluster coordination in multinode TP/PP deployments)
  • Data Parallel RPC Port: 13445 (for data parallel multinode deployments)

SGLang

  • Distribution Init Port: 29500 (for multinode deployments)

TensorRT-LLM

  • SSH Port: 2222 (for multinode MPI communication)
  • OpenMPI Environment: OMPI_MCA_orte_keep_fqdn_hostnames=1

Implementation Reference

For users who want to understand the implementation details or contribute to the operator, the default values described in this document are set in the following source files:

Notes

  • All these defaults can be overridden by explicitly specifying values in your DynamoComponentDeployment or DynamoGraphDeployment resources
  • User-specified probes (via livenessProbe, readinessProbe, or startupProbe fields) take precedence over operator defaults
  • For security context, if you provide any securityContext in extraPodSpec, no defaults will be injected, giving you full control
  • For multinode deployments, some defaults are modified or removed as described above to accommodate distributed execution patterns
  • The extraPodSpec.mainContainer field can be used to override probe configurations set by the operator