18 KiB
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: 1000by default to ensure proper file permissions for mounted volumes. This can be overridden via theextraPodSpec.securityContextfield. -
Shared Memory: All components receive an 8Gi shared memory volume mounted at
/dev/shmby default (can be disabled or resized via thesharedMemoryfield). -
Environment Variables: Components automatically receive environment variables like
DYN_NAMESPACE,DYN_PARENT_DGD_K8S_NAME,DYNAMO_PORT, and backend-specific variables. -
Pod Configuration: Default
terminationGracePeriodSecondsof 60 seconds andrestartPolicy: 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:60secondsrestartPolicy: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 viasharedMemory.disabled) - Size:
8Gi - Mount Path:
/dev/shm - Volume Type:
emptyDirwithmemorymedium
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:
- Scans all Kubernetes secrets of type
kubernetes.io/dockerconfigjsonin the component's namespace - Extracts the docker registry server URLs from each secret's authentication configuration
- Matches the container image's registry host against the discovered registry URLs
- Automatically injects matching secrets as
imagePullSecretsin 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:
- Health Probes, Security Context & Pod Specifications:
internal/dynamo/graph.go- Contains the main logic for applying default probes, security context, environment variables, shared memory, and pod configurations - Component-Specific Defaults:
internal/dynamo/component_common.go- Base container and pod spec shared by all component typesinternal/dynamo/component_frontend.gointernal/dynamo/component_worker.gointernal/dynamo/component_planner.gointernal/dynamo/component_epp.go
- Image Pull Secrets:
internal/secrets/docker.go- Implements the docker secret indexer and automatic discovery - Backend-Specific Behavior:
- Checkpoint / Restore:
internal/checkpoint/dgd_integration.go- Checkpoint env var injection and volume setup - Constants & Annotations:
internal/consts/consts.go- Defines annotation keys and other constants
Notes
- All these defaults can be overridden by explicitly specifying values in your DynamoComponentDeployment or DynamoGraphDeployment resources
- User-specified probes (via
livenessProbe,readinessProbe, orstartupProbefields) take precedence over operator defaults - For security context, if you provide any
securityContextinextraPodSpec, 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.mainContainerfield can be used to override probe configurations set by the operator