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Helm Charts
NVIDIA NIM for YOLOX Model

NVIDIA NIM for YOLOX Model

Logo for NVIDIA NIM for YOLOX Model
Associated Products
Description
Helm Chart for NeMo Retriever YOLOX NIM
Publisher
NVIDIA
Latest Version
0.2.0
Compressed Size
99.84 KB
Modified
December 30, 2024

NVIDIA NIM for Yolox

Setup Environment

First create your namespace and your secrets


NAMESPACE=nvidia-nims
DOCKER_CONFIG='{"auths":{"nvcr.io":{"username":"$oauthtoken", "password":"'${NGC_API_KEY}'" }}}'
echo -n $DOCKER_CONFIG | base64 -w0
NGC_REGISTRY_PASSWORD=$(echo -n $DOCKER_CONFIG | base64 -w0 )

kubectl create namespace ${NAMESPACE}
kubectl apply -n ${NAMESPACE} -f - <<EOF
apiVersion: v1
kind: Secret
metadata:
  name: nvcrimagepullsecret
type: kubernetes.io/dockerconfigjson
data:
  .dockerconfigjson: ${NGC_REGISTRY_PASSWORD}
EOF
kubectl create -n ${NAMESPACE} secret generic ngc-api --from-literal=NGC_API_KEY=${NGC_API_KEY}

Install the chart

helm upgrade \
    --install \
    --username '$oauthtoken' \
    --password "${NGC_API_KEY}" \
    -n ${NAMESPACE} \
    yolox-nim \
    https://helm.ngc.nvidia.com/ohlfw0olaadg/ea-participants/charts/yolox-nim-0.2.0.tgz

Set the Container Image

Add the following to update the container image for the helm chart:

--set image.repository="nvcr.io/ohlfw0olaadg/ea-participants/nv-yolox-page-elements-v1" \
--set image.tag="0.1.0" \

Parameters

Deployment parameters

Name Description Value
affinity [default: {}] Affinity settings for deployment. {}
containerSecurityContext Sets privilege and access control settings for container (Only affects the main container, not pod-level) {}
customCommand Overrides command line options sent to the NIM with the array listed here. []
customArgs Overrides command line arguments of the NIM container with the array listed here. []
envVars Adds arbitrary environment variables to the main container using key-value pairs, for example NAME: value {}
extraVolumes Adds arbitrary additional volumes to the deployment set definition {}
extraVolumeMounts Specify volume mounts to the main container from extraVolumes {}
image.repository NIM Image Repository ""
image.tag Image tag or version ""
image.pullPolicy Image pull policy ""
imagePullSecrets Specify list of secret names that are needed for the main container and any init containers.
initContainers Specify init containers, if needed.initContainers are defined as an object with the name of the container as the key. All other elements of the initContainer definition are the value. {}
nodeSelector Sets node selectors for the NIM -- for example nvidia.com/gpu.present: "true" {}
podAnnotations Sets additional annotations on the main deployment pods {}
podSecurityContext Specify privilege and access control settings for pod
podSecurityContext.runAsUser Specify user UID for pod. 1000
podSecurityContext.runAsGroup Specify group ID for pod. 1000
podSecurityContext.fsGroup Specify file system owner group id. 1000
replicaCount Specify static replica count for deployment. 1
resources Specify resources limits and requests for the running service.
resources.limits.nvidia.com/gpu Specify number of GPUs to present to the running service. 1
serviceAccount.create Specifies whether a service account should be created. false
serviceAccount.annotations Sets annotations to be added to the service account. {}
serviceAccount.name Specifies the name of the service account to use. If it is not set and create is true, a name is generated using a fullname template. ""
statefulSet.enabled Enables statefulset deployment. Enabling statefulSet allows PVC templates for scaling. If using central PVC with RWX accessMode, this isn't needed. false
tolerations Specify tolerations for pod assignment. Allows the scheduler to schedule pods with matching taints.

Autoscaling parameters

Values used for creating a Horizontal Pod Autoscaler. If autoscaling is not enabled, the rest are ignored. NVIDIA recommends usage of the custom metrics API, commonly implemented with the prometheus-adapter. Standard metrics of CPU and memory are of limited use in scaling NIM.

Name Description Value
autoscaling.enabled Enables horizontal pod autoscaler. false
autoscaling.minReplicas Specify minimum replicas for autoscaling. 1
autoscaling.maxReplicas Specify maximum replicas for autoscaling. 10
autoscaling.metrics Array of metrics for autoscaling. []

Ingress parameters

Name Description Value
ingress.enabled Enables ingress. false
ingress.className Specify class name for Ingress. ""
ingress.annotations Specify additional annotations for ingress. {}
ingress.hosts Specify list of hosts each containing lists of paths.
ingress.hosts[0].host Specify name of host. chart-example.local
ingress.hosts[0].paths[0].path Specify ingress path. /
ingress.hosts[0].paths[0].pathType Specify path type. ImplementationSpecific
ingress.tls Specify list of pairs of TLS secretName and hosts. []

Probe parameters

Name Description Value
livenessProbe.enabled Enables `livenessProbe`` true
livenessProbe.path `LivenessProbe`` endpoint path /v1/health/live
livenessProbe.initialDelaySeconds Initial delay seconds for livenessProbe 15
livenessProbe.timeoutSeconds Timeout seconds for livenessProbe 1
livenessProbe.periodSeconds Period seconds for livenessProbe 10
livenessProbe.successThreshold Success threshold for livenessProbe 1
livenessProbe.failureThreshold Failure threshold for livenessProbe 3
readinessProbe.enabled Enables readinessProbe true
readinessProbe.path Readiness Endpoint Path /v1/health/ready
readinessProbe.initialDelaySeconds Initial delay seconds for readinessProbe 15
readinessProbe.timeoutSeconds Timeout seconds for readinessProbe 1
readinessProbe.periodSeconds Period seconds for readinessProbe 10
readinessProbe.successThreshold Success threshold for readinessProbe 1
readinessProbe.failureThreshold Failure threshold for readinessProbe 3
startupProbe.enabled Enables startupProbe true
startupProbe.path StartupProbe Endpoint Path /v1/health/ready
startupProbe.initialDelaySeconds Initial delay seconds for startupProbe 40
startupProbe.timeoutSeconds Timeout seconds for startupProbe 1
startupProbe.periodSeconds Period seconds for startupProbe 10
startupProbe.successThreshold Success threshold for startupProbe 1
startupProbe.failureThreshold Failure threshold for startupProbe 180

Metrics parameters

Name Description Value
metrics.port For NIMs with a separate metrics port, this opens that port on the container 0
serviceMonitor Options for serviceMonitor to use the Prometheus Operator and the primary service object.
metrics.serviceMonitor.enabled Enables serviceMonitor creation. false
metrics.serviceMonitor.additionalLabels Specify additional labels for ServiceMonitor. {}

NIM parameters

Name Description Value
nim.nimCache Path to mount writeable storage or pre-filled model cache for the NIM ""
nim.modelName Optionally specifies the name of the model in the API. This can be used in helm tests. ""
nim.ngcAPISecret Name of pre-existing secret with a key named NGC_API_KEY that contains an API key for NGC model downloads ""
nim.ngcAPIKey NGC API key literal to use as the API secret and image pull secret when set ""
nim.openaiPort Specify Open AI Port, for NIM. 0
nim.httpPort Specify HTTP Port. 8000
nim.grpcPort Specify GRPC Port. 0
nim.labels Specify extra labels to be add to on deployed pods. {}
nim.jsonLogging Whether to enable JSON lines logging. Defaults to true. true
nim.logLevel Log level of NIM service. Possible values of the variable are TRACE, DEBUG, INFO, WARNING, ERROR, CRITICAL. INFO

Storage parameters

Name Description Value
persistence Specify settings to modify the path /model-store if model.legacyCompat is enabled else /.cache volume where the model is served from.
persistence.enabled Enables the use of persistent volumes. false
persistence.existingClaim Specifies an existing persistent volume claim. If using existingClaim, run only one replica or use a ReadWriteMany storage setup. ""
persistence.storageClass Specifies the persistent volume storage class. If set to "-", this disables dynamic provisioning. If left undefined or set to null, the cluster default storage provisioner is used. ""
persistence.accessMode Specify accessMode. If using an NFS or similar setup, you can use ReadWriteMany. ReadWriteOnce
persistence.stsPersistentVolumeClaimRetentionPolicy.whenDeleted Specifies persistent volume claim retention policy when deleted. Only used with Stateful Set volume templates. Retain
persistence.stsPersistentVolumeClaimRetentionPolicy.whenScaled Specifies persistent volume claim retention policy when scaled. Only used with Stateful Set volume templates. Retain
persistence.size Specifies the size of the persistent volume claim (for example 40Gi). 50Gi
persistence.annotations Adds annotations to the persistent volume claim. {}
hostPath Configures model cache on local disk on the nodes using hostPath -- for special cases. You should understand the security implications before using this option.
hostPath.enabled Enable hostPath. false
hostPath.path Specifies path on the node used as a hostPath volume. /model-store
nfs Configures the model cache to sit on shared direct-mounted NFS. NOTE: you cannot set mount options using direct NFS mount to pods without a node-intalled nfsmount.conf. An NFS-based PersistentVolumeClaim is likely better in most cases.
nfs.enabled Enable direct pod NFS mount false
nfs.path Specify path on NFS server to mount /exports
nfs.server Specify NFS server address nfs-server.example.com
nfs.readOnly Set to true to mount as read-only false

Service parameters

Name Description Value
service.type Specifies the service type for the deployment. ClusterIP
service.name Overrides the default service name ""
service.openaiPort Specifies the OpenAI API Port for the service. 0
service.httpPort Specifies the HTTP Port for the service. 8000
service.grpcPort Specifies the GRPC Port for the service. 0
service.metricsPort Specifies the metrics port on the main service object. Some NIMs do not use a separate port. 0
service.annotations Specify additional annotations to be added to service. {}
service.labels Specifies additional labels to be added to service. {}