Monitor Workloads by Category

A workload category represents the role or purpose of a workload such as training, building, or deploying models. Each workload type is automatically assigned a default category to ensure consistent classification across the platform.

Categories appear in the Overview dashboard, allowing administrators to filter, group, and monitor workloads based on their function. Administrators can modify the default category mapping for a workload type using the NVIDIA Run:ai API.

Default Category Mapping

NVIDIA Run:ai defines the following default mappings of workload types to categories. To retrieve the default category per workload type, refer to the List workload typesarrow-up-right API.

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NVIDIA Run:ai Native Workloads

Workload Type
Build
Train
Deploy

Workspaces

Standard training

Distributed training

Custom inference

NVIDIA NIM inference

Hugging Face inference

Distributed inference

Supported Workload Types

Workload Type
Build
Train
Deploy

AMLJob

CronJob

Deployment

DevWorkspace

DynamoGraphDeployment

InferenceService (KServe)

JAXJob

Job

LeaderWorkerSet (LWS)

MPIJob

NIMCache

NIMServices

Notebook

PipelineRun

Pod

PyTorchJob

RayCluster

RayJob

RayService

ReplicaSet

ScheduledWorkflow

SeldonDeployment

Service

SPOTRequest

StatefulSet

TaskRun

TFJob

VirtualMachineInstance

Workflow

XGBoostJob

Update the Default Category Mapping

Administrators can change the default category assigned to a workload type by updating the category mapping using the NVIDIA Run:ai APIarrow-up-right. To update the category mapping:

  1. Retrieve the list of workload types and their IDs using GET /api/v1/workload-types.

  2. Identify the workloadTypeId of the workload type you want to modify.

  3. Retrieve the list of available categories and their IDs using GET /api/v1/workload-categories.

  4. Send a request to update the workload type with the new category using PUT /api/v1/workload-types/{workloadTypeId} and include the categoryId in the request body.

Using API

Go to the Workload propertiesarrow-up-right API reference to view the available actions.

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