cpu
A resource quota, defined by a ResourceQuota object, limits aggregate resource consumption per project. It limits the quantity of objects that you can create in a project by type, and the total amount of compute resources and storage consumed by the resources in that project.
This guide describes how resource quotas work, how cluster administrators can set and manage resource quotas on a per project basis, and how developers and cluster administrators can view them.
Review the specific compute resources, storage resources, and object counts that you can manage with a project quota.
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A pod is in a terminal state if |
| Resource Name | Description |
|---|---|
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The sum of CPU requests across all pods in a non-terminal state cannot exceed this value. |
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The sum of memory requests across all pods in a non-terminal state cannot exceed this value. |
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The sum of CPU requests across all pods in a non-terminal state cannot exceed this value. |
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The sum of memory requests across all pods in a non-terminal state cannot exceed this value. |
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The sum of CPU limits across all pods in a non-terminal state cannot exceed this value. |
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The sum of memory limits across all pods in a non-terminal state cannot exceed this value. |
| Resource Name | Description |
|---|---|
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The sum of storage requests across all persistent volume claims in any state cannot exceed this value. |
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The total number of persistent volume claims that can exist in the project. |
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The sum of storage requests across all persistent volume claims in any state that have a matching storage class, cannot exceed this value. |
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The total number of persistent volume claims with a matching storage class that can exist in the project. |
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The sum of local ephemeral storage requests across all pods in a non-terminal state cannot exceed this value. |
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The sum of ephemeral storage requests across all pods in a non-terminal state cannot exceed this value. |
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The sum of ephemeral storage limits across all pods in a non-terminal state cannot exceed this value. |
| Resource Name | Description |
|---|---|
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The total number of pods in a non-terminal state that can exist in the project. |
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The total number of ReplicationControllers that can exist in the project. |
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The total number of resource quotas that can exist in the project. |
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The total number of services that can exist in the project. |
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The total number of services of type |
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The total number of services of type |
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The total number of secrets that can exist in the project. |
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The total number of |
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The total number of persistent volume claims that can exist in the project. |
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The total number of imagestreams that can exist in the project. |
Measure resource usage with a quota, and add scopes to restrict the allowed set of target resources to prevent validation errors.
Each quota can have an associated set of scopes. A quota only measures usage for a resource if it matches the intersection of enumerated scopes.
| Scope | Description |
|---|---|
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Match pods that have best effort quality of service for either |
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Match pods that do not have best effort quality of service for |
A BestEffort scope restricts a quota to limiting the following resources:
pods
A NotBestEffort scope restricts a quota to tracking the following resources:
pods
memory
requests.memory
limits.memory
cpu
requests.cpu
limits.cpu
Track project resource usage, such as compute and storage, and automatically deny modifications that exceed defined limits to prevent quota violations.
After a resource quota for a project is first created, the project restricts the ability to create any new resources that may violate a quota constraint until it has calculated updated usage statistics.
After a quota is created and usage statistics are updated, the project accepts the creation of new content. When you create or modify resources, your quota usage is incremented immediately upon the request to create or modify the resource.
When you delete a resource, your quota use is decremented during the next full recalculation of quota statistics for the project. A configurable amount of time determines how long it takes to reduce quota usage statistics to their current observed system value.
If project modifications exceed a quota usage limit, the server denies the action, and an appropriate error message is returned to the user explaining the quota constraint violated, and what their currently observed usage statistics are in the system.
To manage cluster capacity, use a project quota to restrict container compute resources. When you configure CPU and memory quotas, incoming containers can explicitly request or limit resources to ensure stable performance.
If the quota has a value specified for requests.cpu or requests.memory, then it requires that every incoming container make an explicit request for those resources. If the quota has a value specified for limits.cpu or limits.memory, then it requires that every incoming container specify an explicit limit for those resources.
View sample YAML definitions for resource quotas, including specifications for object counts, compute resources, QoS scopes, and storage classes, to configure custom quota manifests for your project.
core-object-counts.yamlapiVersion: v1
kind: ResourceQuota
metadata:
name: core-object-counts
spec:
hard:
configmaps: "10"
persistentvolumeclaims: "4"
replicationcontrollers: "20"
secrets: "10"
services: "10"
services.loadbalancers: "2"
where:
spec.hard.configmapsThe total number of ConfigMap objects that can exist in the project.
spec.hard.persistentvolumeclaimsThe total number of persistent volume claims (PVCs) that can exist in the project.
spec.hard.replicationcontrollersThe total number of replication controllers that can exist in the project.
spec.hard.secretsThe total number of secrets that can exist in the project.
spec.hard.servicesThe total number of services that can exist in the project.
spec.hard.services.loadbalancersThe total number of services of type LoadBalancer that can exist in the project.
openshift-object-counts.yamlapiVersion: v1
kind: ResourceQuota
metadata:
name: openshift-object-counts
spec:
hard:
openshift.io/imagestreams: "10"
where:
spec.hard.openshift.io/imagestreamsThe total number of image streams that can exist in the project.
compute-resources.yamlapiVersion: v1
kind: ResourceQuota
metadata:
name: compute-resources
spec:
hard:
pods: "4"
requests.cpu: "1"
requests.memory: 1Gi
limits.cpu: "2"
limits.memory: 2Gi
where:
spec.hard.podsThe total number of pods in a non-terminal state that can exist in the project.
spec.hard.requests.cpuAcross all pods in a non-terminal state, the sum of CPU requests cannot exceed 1 core.
spec.hard.requests.memoryAcross all pods in a non-terminal state, the sum of memory requests cannot exceed 1Gi.
spec.hard.limits.cpuAcross all pods in a non-terminal state, the sum of CPU limits cannot exceed 2 cores.
spec.hard.limits.memoryAcross all pods in a non-terminal state, the sum of memory limits cannot exceed 2Gi.
besteffort.yamlapiVersion: v1
kind: ResourceQuota
metadata:
name: besteffort
spec:
hard:
pods: "1"
scopes:
- BestEffort
where:
spec.hard.podsThe total number of pods in a non-terminal state with BestEffort quality of service that can exist in the project.
spec.scopesRestricts the quota to only matching pods that have BestEffort quality of service for either memory or CPU.
compute-resources-long-running.yamlapiVersion: v1
kind: ResourceQuota
metadata:
name: compute-resources-long-running
spec:
hard:
pods: "4"
limits.cpu: "4"
limits.memory: "2Gi"
scopes:
- NotTerminating
where:
spec.hard.podsThe total number of pods in a non-terminal state.
spec.hard.limits.cpuAcross all pods in a non-terminal state, the sum of CPU limits cannot exceed this value.
spec.hard.limits.memoryAcross all pods in a non-terminal state, the sum of memory limits cannot exceed this value.
spec.scopesRestricts the quota to only matching pods where spec.activeDeadlineSeconds is set to nil. Build pods fall under NotTerminating unless the RestartNever policy is applied.
compute-resources-time-bound.yamlapiVersion: v1
kind: ResourceQuota
metadata:
name: compute-resources-time-bound
spec:
hard:
pods: "2"
limits.cpu: "1"
limits.memory: "1Gi"
scopes:
- Terminating
where:
spec.hard.podsThe total number of pods in a terminating state.
spec.hard.limits.cpuAcross all pods in a terminating state, the sum of CPU limits cannot exceed this value.
spec.hard.limits.memoryAcross all pods in a terminating state, the sum of memory limits cannot exceed this value.
spec.scopesRestricts the quota to only matching pods where spec.activeDeadlineSeconds >=0. For example, this quota charges for build or deployer pods, but not long running pods like a web server or database.
storage-consumption.yamlapiVersion: v1
kind: ResourceQuota
metadata:
name: storage-consumption
spec:
hard:
persistentvolumeclaims: "10"
requests.storage: "50Gi"
gold.storageclass.storage.k8s.io/requests.storage: "10Gi"
silver.storageclass.storage.k8s.io/requests.storage: "20Gi"
silver.storageclass.storage.k8s.io/persistentvolumeclaims: "5"
bronze.storageclass.storage.k8s.io/requests.storage: "0"
bronze.storageclass.storage.k8s.io/persistentvolumeclaims: "0"
requests.ephemeral-storage: 2Gi
limits.ephemeral-storage: 4Gi
where:
spec.hard.persistentvolumeclaimsThe total number of persistent volume claims in a project.
spec.hard.requests.storageAcross all persistent volume claims in a project, the sum of storage requested cannot exceed this value.
spec.hard.gold.storageclass.storage.k8s.io/requests.storageAcross all persistent volume claims in a project, the sum of storage requested in the gold storage class cannot exceed this value.
spec.hard.silver.storageclass.storage.k8s.io/requests.storageAcross all persistent volume claims in a project, the sum of storage requested in the silver storage class cannot exceed this value.
spec.hard.silver.storageclass.storage.k8s.io/persistentvolumeclaimsAcross all persistent volume claims in a project, the total number of claims in the silver storage class cannot exceed this value.
spec.hard.bronze.storageclass.storage.k8s.io/requests.storageAcross all persistent volume claims in a project, the sum of storage requested in the bronze storage class cannot exceed this value. When this is set to 0, it means bronze storage class cannot request storage.
spec.hard.bronze.storageclass.storage.k8s.io/persistentvolumeclaimsAcross all persistent volume claims in a project, the sum of storage requested in the bronze storage class cannot exceed this value. When this is set to 0, it means bronze storage class cannot create claims.
spec.hard.requests.ephemeral-storageAcross all pods in a non-terminal state, the sum of ephemeral storage requests cannot exceed 2Gi.
spec.hard.limits.ephemeral-storageAcross all pods in a non-terminal state, the sum of ephemeral storage limits cannot exceed 4Gi.
Create a defined quota in the project to limit resource consumption and object counts, preventing cluster resource exhaustion.
Define the quota in a file.
Use the file to create the quota and apply it to a project:
$ oc create -f <file> [-n <project_name>]
For example:
$ oc create -f core-object-counts.yaml -n demoproject
Restrict resource consumption and standard object creation in a project by creating an object count quota for standard namespaced resource types.
You can create an object count quota for all standard namespaced resource types on OKD, such as BuildConfig and DeploymentConfig objects.
When using a resource quota, an object is charged against the quota upon creation. These types of quotas are useful to protect against exhaustion of resources. The quota can only be created if there are enough spare resources within the project.
To configure an object count quota for a resource, run the following command:
$ oc create quota <name> \
--hard=count/<resource>.<group>=<quota>,count/<resource>.<group>=<quota>
where:
<resource>Specifies the name of the resource
<group>Specifies the API group, if applicable. Use the oc api-resources command for a list of resources and their associated API groups.
For example:
$ oc create quota test \
--hard=count/deployments.apps=2,count/replicasets.apps=4,count/pods=3,count/secrets=4
The following is an example output:
resourcequota "test" created
This example limits the listed resources to the hard limit in each project in the cluster.
Verify that the quota was created:
$ oc describe quota test
Name: test
Namespace: quota
Resource Used Hard
-------- ---- ----
count/deployments.apps 0 2
count/pods 0 3
count/replicasets.apps 0 4
count/secrets 0 4
Configure extended resources, such as GPUs, in a resource quota file and apply it to a project to enforce strict capacity limits and prevent pods from exceeding available capacity.
Overcommitment of resources is not allowed for extended resources, so you must specify requests and limits for the same extended resource in a quota. Currently, only quota items with the prefix requests. is allowed for extended resources. The following is an example scenario of how to set resource quota for the GPU resource nvidia.com/gpu.
Determine how many GPUs are available on a node in your cluster. For example:
# oc describe node ip-172-31-27-209.us-west-2.compute.internal | egrep 'Capacity|Allocatable|gpu'
openshift.com/gpu-accelerator=true
Capacity:
nvidia.com/gpu: 2
Allocatable:
nvidia.com/gpu: 2
nvidia.com/gpu 0 0
In this example, 2 GPUs are available.
Create a ResourceQuota object to set a quota in the namespace nvidia. In this example, the quota is 1:
apiVersion: v1
kind: ResourceQuota
metadata:
name: gpu-quota
namespace: nvidia
spec:
hard:
requests.nvidia.com/gpu: 1
Create the quota:
# oc create -f gpu-quota.yaml
resourcequota/gpu-quota created
Verify that the namespace has the correct quota set:
# oc describe quota gpu-quota -n nvidia
Name: gpu-quota
Namespace: nvidia
Resource Used Hard
-------- ---- ----
requests.nvidia.com/gpu 0 1
Define a pod that asks for a single GPU. The following example definition file is called gpu-pod.yaml:
apiVersion: v1
kind: Pod
metadata:
generateName: gpu-pod-
namespace: nvidia
spec:
restartPolicy: OnFailure
containers:
- name: rhel7-gpu-pod
image: rhel7
env:
- name: NVIDIA_VISIBLE_DEVICES
value: all
- name: NVIDIA_DRIVER_CAPABILITIES
value: "compute,utility"
- name: NVIDIA_REQUIRE_CUDA
value: "cuda>=5.0"
command: ["sleep"]
args: ["infinity"]
resources:
limits:
nvidia.com/gpu: 1
Create the pod:
# oc create -f gpu-pod.yaml
Verify that the pod is running:
# oc get pods
NAME READY STATUS RESTARTS AGE
gpu-pod-s46h7 1/1 Running 0 1m
Verify that the quota Used counter is correct:
# oc describe quota gpu-quota -n nvidia
Name: gpu-quota
Namespace: nvidia
Resource Used Hard
-------- ---- ----
requests.nvidia.com/gpu 1 1
Attempt to create a second GPU pod in the nvidia namespace. This is technically available on the node because it has 2 GPUs:
# oc create -f gpu-pod.yaml
Error from server (Forbidden): error when creating "gpu-pod.yaml": pods "gpu-pod-f7z2w" is forbidden: exceeded quota: gpu-quota, requested: requests.nvidia.com/gpu=1, used: requests.nvidia.com/gpu=1, limited: requests.nvidia.com/gpu=1
This Forbidden error message is expected because you have a quota of 1 GPU and this pod tried to allocate a second GPU, which exceeds its quota.
View the usage statistics for the hard limits defined in a project quota to monitor resource consumption and plan cluster capacity.
You can view quota usage statistics on the project’s Quota page in the web console or by using the CLI.
Get the list of quotas defined in the project. For example, for a project called
demoproject:
$ oc get quota -n demoproject
NAME AGE REQUEST LIMIT
besteffort 4s pods: 1/2
compute-resources-time-bound 10m pods: 0/2 limits.cpu: 0/1, limits.memory: 0/1Gi
core-object-counts 109s configmaps: 2/10, persistentvolumeclaims: 1/4, replicationcontrollers: 1/20, secrets: 9/10, services: 2/10
Describe the quota you are interested in, for example the core-object-counts
quota:
$ oc describe quota core-object-counts -n demoproject
Name: core-object-counts
Namespace: demoproject
Resource Used Hard
-------- ---- ----
configmaps 3 10
persistentvolumeclaims 0 4
replicationcontrollers 3 20
secrets 9 10
services 2 10
Configure explicit resource quotas in a project request template to apply specific resource quotas in new projects.
Access to the cluster as a user with the cluster-admin role.
Install the OpenShift CLI (oc).
Add a resource quota definition to a project request template:
If a project request template does not exist in a cluster:
Create a bootstrap project template and output it to a file called template.yaml:
$ oc adm create-bootstrap-project-template -o yaml > template.yaml
Add a resource quota definition to template.yaml. The following example defines a resource quota named 'storage-consumption'. The definition must be added before the parameters: section in the template:
- apiVersion: v1
kind: ResourceQuota
metadata:
name: storage-consumption
namespace: ${PROJECT_NAME}
spec:
hard:
persistentvolumeclaims: "10"
requests.storage: "50Gi"
gold.storageclass.storage.k8s.io/requests.storage: "10Gi"
silver.storageclass.storage.k8s.io/requests.storage: "20Gi"
silver.storageclass.storage.k8s.io/persistentvolumeclaims: "5"
bronze.storageclass.storage.k8s.io/requests.storage: "0"
bronze.storageclass.storage.k8s.io/persistentvolumeclaims: "0"
where:
spec.hard.persistentvolumeclaimsThe total number of persistent volume claims in a project.
spec.hard.requests.storageAcross all persistent volume claims in a project, the sum of storage requested cannot exceed this value.
spec.hard.gold.storageclass.storage.k8s.io/requests.storageAcross all persistent volume claims in a project, the sum of storage requested in the gold storage class cannot exceed this value.
spec.hard.silver.storageclass.storage.k8s.io/requests.storageAcross all persistent volume claims in a project, the sum of storage requested in the silver storage class cannot exceed this value.
spec.hard.silver.storageclass.storage.k8s.io/persistentvolumeclaimsAcross all persistent volume claims in a project, the total number of claims in the silver storage class cannot exceed this value.
spec.hard.bronze.storageclass.storage.k8s.io/requests.storageAcross all persistent volume claims in a project, the sum of storage requested in the bronze storage class cannot exceed this value. When this value is set to 0, the bronze storage class cannot request storage.
spec.hard.bronze.storageclass.storage.k8s.io/persistentvolumeclaimsAcross all persistent volume claims in a project, the sum of storage requested in the bronze storage class cannot exceed this value. When this value is set to 0, the bronze storage class cannot create claims.
Create a project request template from the modified template.yaml file in the openshift-config namespace:
$ oc create -f template.yaml -n openshift-config
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To include the configuration as a |
By default, the template is called project-request.
If a project request template already exists within a cluster:
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If you declaratively or imperatively manage objects within your cluster by using configuration files, edit the existing project request template through those files instead. |
List templates in the openshift-config namespace:
$ oc get templates -n openshift-config
Edit an existing project request template:
$ oc edit template <project_request_template> -n openshift-config
Add a resource quota definition, such as the preceding storage-consumption example, into the existing template. The definition must be added before the parameters: section in the template.
If you created a project request template, reference it in the cluster’s project configuration resource:
Access the project configuration resource for editing:
By using the web console:
Navigate to the Administration → Cluster Settings page.
Click Configuration to view all configuration resources.
Find the entry for Project and click Edit YAML.
By using the CLI:
Edit the project.config.openshift.io/cluster resource:
$ oc edit project.config.openshift.io/cluster
Update the spec section of the project configuration resource to include the projectRequestTemplate and name parameters. The following example references the default project request template name project-request:
apiVersion: config.openshift.io/v1
kind: Project
metadata:
# ...
spec:
projectRequestTemplate:
name: project-request
Verify that the resource quota is applied when projects are created:
Create a project:
$ oc new-project <project_name>
List the project’s resource quotas:
$ oc get resourcequotas
Describe the resource quota in detail:
$ oc describe resourcequotas <resource_quota_name>