Parallel Works

Resource Quotas

Resource quotas let you set limits on CPU, memory, and GPU usage per namespace across your Kubernetes clusters. Use quotas to prevent any single namespace from consuming more than its fair share of cluster resources.

What Quotas Control

Each quota is scoped to a specific namespace on a specific cluster and enforces limits on three resource types:

ResourceUnitDescription
CPUMillicores (e.g., 1000m = 1 core)Maximum CPU that workloads in the namespace can consume
MemoryMebibytes (e.g., 1Gi, 512Mi)Maximum memory that workloads in the namespace can consume
GPUCount (e.g., 1)Maximum number of NVIDIA GPUs that workloads in the namespace can request

Kubernetes enforces these limits at the scheduling level. Pods that would exceed the quota are rejected until resources are freed.

Creating a Quota

  1. Navigate to Kubernetes > Quotas and click Add Quota in the action bar.
  2. Fill in the quota form:
FieldRequiredDescription
Cluster NameYesThe target Kubernetes cluster
NamespaceYesThe namespace to apply the quota to
CPUYesCPU limit (e.g., 1000m for 1 core, 500m for half a core)
MemoryYesMemory limit (e.g., 1Gi, 2048Mi)
GPUYesGPU limit (integer, e.g., 0 for no GPUs, 2 for two GPUs)
  1. Click Create Quota.

Managed by Platform

Quotas are created as Kubernetes ResourceQuota objects in the target namespace. The platform manages these objects for you — you do not need to write YAML manifests.

Viewing Quota Utilization

The Kubernetes > Quotas page displays a table of all quotas across your clusters. Each quota row shows the current usage relative to the configured limit for CPU, memory, and GPU.

Usage is displayed as a progress bar with the format used / limit:

UtilizationColorMeaning
0 — 50%GreenHealthy usage, plenty of headroom
50 — 70%YellowModerate usage, consider monitoring
Above 70%RedHigh usage, namespace is approaching its limit

Use the cluster and namespace filters at the top of the page to narrow the view.

High Utilization

If a quota's CPU or memory bar is consistently red, consider increasing the limit or moving workloads to a less utilized namespace.

Editing a Quota

  1. On the Quotas page, select a single quota by clicking its checkbox.
  2. Click Edit in the action bar.
  3. Update the CPU, memory, or GPU limits in the form.
  4. Click Update Quota.

Existing Workloads

Lowering a quota below current usage does not terminate running workloads, but it prevents new pods from being scheduled until usage drops below the new limit.

Deleting Quotas

  1. On the Quotas page, select one or more quotas by clicking their checkboxes.
  2. Click Delete in the action bar.
  3. Confirm the deletion in the dialog.

Deleting a quota removes the ResourceQuota object from the namespace. Workloads in the namespace are no longer subject to the deleted limits.