# Run:ai Documentation ## Home - [Welcome to NVIDIA Run:ai Documentation](https://run-ai-docs.nvidia.com/welcome-to-nvidia-run-ai-documentation.md) ## SaaS - [Overview](https://run-ai-docs.nvidia.com/saas/getting-started/overview.md) - [What's New](https://run-ai-docs.nvidia.com/saas/getting-started/whats-new-for-nvidia-run-ai-saas.md) - [Quick Start Guides](https://run-ai-docs.nvidia.com/saas/getting-started/quick-starts.md) - [Quick Start for Infrastructure Administrators](https://run-ai-docs.nvidia.com/saas/getting-started/quick-starts/infra-admin-quick-start.md) - [Quick Start for Platform Administrators](https://run-ai-docs.nvidia.com/saas/getting-started/quick-starts/platform-admin-quick-start.md) - [Quick Start for AI Practitioners](https://run-ai-docs.nvidia.com/saas/getting-started/quick-starts/ai-practitioner-quick-start.md) - [Installation](https://run-ai-docs.nvidia.com/saas/getting-started/installation.md) - [Support Matrix](https://run-ai-docs.nvidia.com/saas/getting-started/installation/support-matrix.md) - [Install Using Helm](https://run-ai-docs.nvidia.com/saas/getting-started/installation/install-using-helm.md) - [Create and Access the Control Plane Tenant](https://run-ai-docs.nvidia.com/saas/getting-started/installation/install-using-helm/control-plane-tenant.md) - [System Requirements](https://run-ai-docs.nvidia.com/saas/getting-started/installation/install-using-helm/system-requirements.md) - [Network Requirements](https://run-ai-docs.nvidia.com/saas/getting-started/installation/install-using-helm/network-requirements.md) - [Install the Cluster](https://run-ai-docs.nvidia.com/saas/getting-started/installation/install-using-helm/helm-install.md) - [Upgrade](https://run-ai-docs.nvidia.com/saas/getting-started/installation/install-using-helm/upgrade.md) - [Uninstall](https://run-ai-docs.nvidia.com/saas/getting-started/installation/install-using-helm/uninstall.md) - [Install Using Base Command Manager (BCM)](https://run-ai-docs.nvidia.com/saas/getting-started/installation/bcm-install.md) - [Authentication and Authorization](https://run-ai-docs.nvidia.com/saas/infrastructure-setup/authentication.md) - [Authentication and Authorization](https://run-ai-docs.nvidia.com/saas/infrastructure-setup/authentication/overview.md) - [Users](https://run-ai-docs.nvidia.com/saas/infrastructure-setup/authentication/users.md) - [SSO](https://run-ai-docs.nvidia.com/saas/infrastructure-setup/authentication/sso.md) - [Set Up SSO with SAML](https://run-ai-docs.nvidia.com/saas/infrastructure-setup/authentication/sso/saml.md) - [Set Up SSO with OpenID Connect](https://run-ai-docs.nvidia.com/saas/infrastructure-setup/authentication/sso/openidconnect.md) - [Set Up SSO with OpenShift](https://run-ai-docs.nvidia.com/saas/infrastructure-setup/authentication/sso/openshift.md) - [Roles](https://run-ai-docs.nvidia.com/saas/infrastructure-setup/authentication/roles.md) - [Service Accounts (formerly applications)](https://run-ai-docs.nvidia.com/saas/infrastructure-setup/authentication/service-accounts.md) - [Access Rules](https://run-ai-docs.nvidia.com/saas/infrastructure-setup/authentication/accessrules.md) - [Cluster Authentication](https://run-ai-docs.nvidia.com/saas/infrastructure-setup/authentication/cluster-authentication.md) - [Advanced Setup](https://run-ai-docs.nvidia.com/saas/infrastructure-setup/advanced-setup.md) - [Node Roles](https://run-ai-docs.nvidia.com/saas/infrastructure-setup/advanced-setup/node-roles.md) - [Advanced Cluster Configurations](https://run-ai-docs.nvidia.com/saas/infrastructure-setup/advanced-setup/cluster-config.md) - [Vertical Pod Autoscaling (VPA)](https://run-ai-docs.nvidia.com/saas/infrastructure-setup/advanced-setup/vpa.md) - [Kubernetes Gateway API](https://run-ai-docs.nvidia.com/saas/infrastructure-setup/advanced-setup/kubernetes-gateway-api.md) - [Container Access](https://run-ai-docs.nvidia.com/saas/infrastructure-setup/advanced-setup/container-access.md) - [External Access to Containers](https://run-ai-docs.nvidia.com/saas/infrastructure-setup/advanced-setup/container-access/external-access-to-containers.md) - [User Identity in Containers](https://run-ai-docs.nvidia.com/saas/infrastructure-setup/advanced-setup/container-access/user-identity-in-containers.md) - [Service Mesh](https://run-ai-docs.nvidia.com/saas/infrastructure-setup/advanced-setup/service-mesh.md) - [Integrations](https://run-ai-docs.nvidia.com/saas/infrastructure-setup/advanced-setup/integrations.md) - [Interworking with Karpenter](https://run-ai-docs.nvidia.com/saas/infrastructure-setup/advanced-setup/integrations/karpenter.md) - [Security Best Practices](https://run-ai-docs.nvidia.com/saas/infrastructure-setup/advanced-setup/security-best-practices.md) - [Infrastructure Procedures](https://run-ai-docs.nvidia.com/saas/infrastructure-setup/procedures.md) - [NVIDIA Run:ai at Scale](https://run-ai-docs.nvidia.com/saas/infrastructure-setup/procedures/scaling.md) - [High Availability](https://run-ai-docs.nvidia.com/saas/infrastructure-setup/procedures/high-availability.md) - [Monitoring and Maintenance](https://run-ai-docs.nvidia.com/saas/infrastructure-setup/procedures/monitoring.md) - [NVIDIA Run:ai System Monitoring](https://run-ai-docs.nvidia.com/saas/infrastructure-setup/procedures/system-monitoring.md) - [Clusters](https://run-ai-docs.nvidia.com/saas/infrastructure-setup/procedures/clusters.md) - [Shared Storage](https://run-ai-docs.nvidia.com/saas/infrastructure-setup/procedures/shared-storage.md) - [Nodes Maintenance](https://run-ai-docs.nvidia.com/saas/infrastructure-setup/procedures/nodes-maintenance.md) - [Cluster Restore](https://run-ai-docs.nvidia.com/saas/infrastructure-setup/procedures/cluster-restore.md) - [Secure Your Cluster](https://run-ai-docs.nvidia.com/saas/infrastructure-setup/procedures/secure-your-cluster.md) - [Compliance](https://run-ai-docs.nvidia.com/saas/infrastructure-setup/procedures/compliance.md) - [Logs Collection](https://run-ai-docs.nvidia.com/saas/infrastructure-setup/procedures/logs-collection.md) - [Event History](https://run-ai-docs.nvidia.com/saas/infrastructure-setup/procedures/event-history.md) - [Manage AI Initiatives](https://run-ai-docs.nvidia.com/saas/platform-management/aiinitiatives.md) - [Adapting AI Initiatives to Your Organization](https://run-ai-docs.nvidia.com/saas/platform-management/aiinitiatives/adapting-ai-initiatives.md) - [Managing Your Organization](https://run-ai-docs.nvidia.com/saas/platform-management/aiinitiatives/organization.md) - [Projects](https://run-ai-docs.nvidia.com/saas/platform-management/aiinitiatives/organization/projects.md) - [Departments](https://run-ai-docs.nvidia.com/saas/platform-management/aiinitiatives/organization/departments.md) - [Managing Your Resources](https://run-ai-docs.nvidia.com/saas/platform-management/aiinitiatives/resources.md) - [Nodes](https://run-ai-docs.nvidia.com/saas/platform-management/aiinitiatives/resources/nodes.md) - [Configuring NVIDIA MIG Profiles](https://run-ai-docs.nvidia.com/saas/platform-management/aiinitiatives/resources/mig-profiles.md) - [Using GB200 NVL72 and Multi-Node NVLink Domains](https://run-ai-docs.nvidia.com/saas/platform-management/aiinitiatives/resources/using-gb200.md) - [Accelerating Workloads with Network Topology-Aware Scheduling](https://run-ai-docs.nvidia.com/saas/platform-management/aiinitiatives/resources/topology-aware-scheduling.md) - [Enabling Spectrum-X Networking for NVIDIA Run:ai Workloads](https://run-ai-docs.nvidia.com/saas/platform-management/aiinitiatives/resources/enabling-spectrum-x-networking.md) - [Node Pools](https://run-ai-docs.nvidia.com/saas/platform-management/aiinitiatives/resources/node-pools.md) - [Scheduling and Resource Optimization](https://run-ai-docs.nvidia.com/saas/platform-management/runai-scheduler.md) - [Scheduling](https://run-ai-docs.nvidia.com/saas/platform-management/runai-scheduler/scheduling.md) - [The NVIDIA Run:ai Scheduler: Concepts and Principles](https://run-ai-docs.nvidia.com/saas/platform-management/runai-scheduler/scheduling/concepts-and-principles.md) - [How the Scheduler Works](https://run-ai-docs.nvidia.com/saas/platform-management/runai-scheduler/scheduling/how-the-scheduler-works.md) - [Setting the Default Scheduler](https://run-ai-docs.nvidia.com/saas/platform-management/runai-scheduler/scheduling/default-scheduler.md) - [Workload Priority and Preemption](https://run-ai-docs.nvidia.com/saas/platform-management/runai-scheduler/scheduling/workload-priority-control.md) - [Quick Starts](https://run-ai-docs.nvidia.com/saas/platform-management/runai-scheduler/scheduling/quick-starts.md) - [Over Quota, Fairness and Preemption](https://run-ai-docs.nvidia.com/saas/platform-management/runai-scheduler/scheduling/quick-starts/over-quota.md) - [Resource Optimization](https://run-ai-docs.nvidia.com/saas/platform-management/runai-scheduler/resource-optimization.md) - [GPU Fractions](https://run-ai-docs.nvidia.com/saas/platform-management/runai-scheduler/resource-optimization/fractions.md) - [Dynamic GPU Fractions](https://run-ai-docs.nvidia.com/saas/platform-management/runai-scheduler/resource-optimization/dynamic-fractions.md) - [Optimize Performance with Node Level Scheduler](https://run-ai-docs.nvidia.com/saas/platform-management/runai-scheduler/resource-optimization/node-level-scheduler.md) - [GPU Time-Slicing](https://run-ai-docs.nvidia.com/saas/platform-management/runai-scheduler/resource-optimization/time-slicing.md) - [GPU Memory Swap](https://run-ai-docs.nvidia.com/saas/platform-management/runai-scheduler/resource-optimization/memory-swap.md) - [CPU Compute and Memory Allocation](https://run-ai-docs.nvidia.com/saas/platform-management/runai-scheduler/resource-optimization/allocation-of-cpu-and-memory.md) - [Quick Starts](https://run-ai-docs.nvidia.com/saas/platform-management/runai-scheduler/resource-optimization/quick-starts.md) - [Launching Workloads with GPU Fractions](https://run-ai-docs.nvidia.com/saas/platform-management/runai-scheduler/resource-optimization/quick-starts/gpu-fractions-quickstart.md) - [Launching Workloads with Dynamic GPU Fractions](https://run-ai-docs.nvidia.com/saas/platform-management/runai-scheduler/resource-optimization/quick-starts/dynamic-gpu-fractions-quickstart.md) - [Launching Workloads with GPU Memory Swap](https://run-ai-docs.nvidia.com/saas/platform-management/runai-scheduler/resource-optimization/quick-starts/gpu-memory-swap-quickstart.md) - [Policies](https://run-ai-docs.nvidia.com/saas/platform-management/policies.md) - [Policies and Rules](https://run-ai-docs.nvidia.com/saas/platform-management/policies/policies-and-rules.md) - [Workload Policies](https://run-ai-docs.nvidia.com/saas/platform-management/policies/workload-policies.md) - [Policy YAML Examples](https://run-ai-docs.nvidia.com/saas/platform-management/policies/policy-yaml-examples.md) - [Policy YAML Reference](https://run-ai-docs.nvidia.com/saas/platform-management/policies/policy-yaml-reference.md) - [Scheduling Rules](https://run-ai-docs.nvidia.com/saas/platform-management/policies/scheduling-rules.md) - [Monitor Performance and Health](https://run-ai-docs.nvidia.com/saas/platform-management/monitor-performance.md) - [Before You Start](https://run-ai-docs.nvidia.com/saas/platform-management/monitor-performance/before-you-start.md) - [Monitor Workloads by Category](https://run-ai-docs.nvidia.com/saas/platform-management/monitor-performance/workload-categories.md) - [GPU Profiling Metrics](https://run-ai-docs.nvidia.com/saas/platform-management/monitor-performance/gpu-profiling-metrics.md) - [Metrics and Telemetry](https://run-ai-docs.nvidia.com/saas/platform-management/monitor-performance/metrics.md) - [Reports](https://run-ai-docs.nvidia.com/saas/platform-management/monitor-performance/reports.md) - [Introduction to Workloads](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/introduction-to-workloads.md) - [Workload Types and Features](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/workload-types.md) - [NVIDIA Run:ai Native Workloads](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/workload-types/native-workloads.md) - [Supported Workload Types](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/workload-types/supported-workload-types.md) - [Extending Workload Support with Resource Interface](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/workload-types/extending-workload-support.md) - [Defining a Resource Interface](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/workload-types/extending-workload-support/defining-a-resource-interface.md) - [Quick Start Templates](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/workload-types/extending-workload-support/quick-start-templates.md) - [Supported Features](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/workload-types/supported-features.md) - [Workloads](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/workloads.md) - [Workload Assets](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/assets.md) - [Workload Assets](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/assets/overview.md) - [Environments](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/assets/environments.md) - [Data Sources](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/assets/datasources.md) - [Data Volumes](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/assets/data-volumes.md) - [Compute Resources](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/assets/compute-resources.md) - [Credentials](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/assets/credentials.md) - [Workload Templates](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/workload-templates.md) - [Workspace Templates](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/workload-templates/workspace-templates.md) - [Workspace Templates (Legacy)](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/workload-templates/workspace-templates/workspace-templates-legacy.md) - [Training Templates](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/workload-templates/training-templates.md) - [Standard Training Templates](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/workload-templates/training-templates/standard-training-templates.md) - [Distributed Training Templates](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/workload-templates/training-templates/distributed-training-templates.md) - [Inference Templates](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/workload-templates/inference-templates.md) - [NVIDIA NIM Inference Templates](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/workload-templates/inference-templates/nvidia-nim-inference-templates.md) - [vLLM Inference Templates](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/workload-templates/inference-templates/hugging-face-inference-templates.md) - [Custom Inference Templates](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/workload-templates/inference-templates/custom-inference-templates.md) - [Experiment Using Workspaces](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/using-workspaces.md) - [Running Workspaces](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/using-workspaces/running-workspace.md) - [Quick Starts](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/using-workspaces/quick-starts.md) - [Running Jupyter Notebooks Using Workspaces](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/using-workspaces/quick-starts/jupyter-quickstart.md) - [Train Models Using Training](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/using-training.md) - [Train Models Using a Standard Training Workload](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/using-training/train-models.md) - [Train Models Using a Distributed Training Workload](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/using-training/distributed-training-models.md) - [Best Practices: Checkpointing Preemptible Training Workloads](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/using-training/checkpointing-preemptible-workloads.md) - [Quick Starts](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/using-training/quick-starts.md) - [Run Your First Standard Training](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/using-training/quick-starts/standard-training-quickstart.md) - [Run Your First Distributed Training](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/using-training/quick-starts/distributed-training-quickstart.md) - [Deploy Models Using Inference](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/using-inference.md) - [NVIDIA Run:ai Inference Overview](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/using-inference/nvidia-run-ai-inference-overview.md) - [Deploy Inference Workloads with NVIDIA NIM](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/using-inference/nim-inference.md) - [Deploy Inference Workloads with vLLM](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/using-inference/hugging-face-inference.md) - [Deploy Inference Workloads with Custom Server](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/using-inference/custom-inference.md) - [Deploy Distributed Inference Workloads](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/using-inference/distributed-inference.md) - [Deploy NVIDIA Cloud Functions (NVCF) in NVIDIA Run:ai](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/using-inference/nvcf.md) - [Quick Starts](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/using-inference/quick-starts.md) - [Run Your First Custom Inference Workload](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/using-inference/quick-starts/inference-quickstart.md) - [Submit Supported Workload Types via YAML](https://run-ai-docs.nvidia.com/saas/workloads-in-nvidia-run-ai/submit-via-yaml.md) - [Introduction to AI Applications](https://run-ai-docs.nvidia.com/saas/ai-applications/introduction-to-ai-applications.md) - [AI Applications](https://run-ai-docs.nvidia.com/saas/ai-applications/ai-applications.md) - [Training Tutorials](https://run-ai-docs.nvidia.com/saas/tutorials/training-tutorials.md) - [Distributed Training with PyTorch](https://run-ai-docs.nvidia.com/saas/tutorials/training-tutorials/distributed-pytorch.md) - [Validating GPU Cluster Communication with NCCL Tests](https://run-ai-docs.nvidia.com/saas/tutorials/training-tutorials/nccl-tests.md) - [Inference Tutorials](https://run-ai-docs.nvidia.com/saas/tutorials/inference-tutorials.md) - [NVIDIA NIM Distributed Inference Deployment](https://run-ai-docs.nvidia.com/saas/tutorials/inference-tutorials/nvidia-nim-distributed.md) - [Hugging Face Distributed Inference Deployment](https://run-ai-docs.nvidia.com/saas/tutorials/inference-tutorials/hugging-face-distributed.md) - [NVIDIA Dynamo Aggregated Inference Deployment](https://run-ai-docs.nvidia.com/saas/tutorials/inference-tutorials/aggregated-dynamo.md) - [NVIDIA Dynamo Disaggregated Inference Deployment](https://run-ai-docs.nvidia.com/saas/tutorials/inference-tutorials/disaggregated-dynamo.md) - [Model-Free NIM Service Deployment](https://run-ai-docs.nvidia.com/saas/tutorials/inference-tutorials/nim-service.md) - [Blueprint Tutorials](https://run-ai-docs.nvidia.com/saas/tutorials/blueprint-tutorials.md) - [RAG Blueprint Deployment from NGC Catalog](https://run-ai-docs.nvidia.com/saas/tutorials/blueprint-tutorials/rag-blueprint-deployment.md) - [General Settings](https://run-ai-docs.nvidia.com/saas/settings/general-settings.md) - [Notifications](https://run-ai-docs.nvidia.com/saas/settings/general-settings/notifications.md) - [User Settings](https://run-ai-docs.nvidia.com/saas/settings/user-settings.md) - [Notifications](https://run-ai-docs.nvidia.com/saas/settings/user-settings/notifications.md) - [User Access Keys (formerly applications)](https://run-ai-docs.nvidia.com/saas/settings/user-settings/user-access-keys.md) - [User Credentials](https://run-ai-docs.nvidia.com/saas/settings/user-settings/user-credentials.md) - [CLI Reference](https://run-ai-docs.nvidia.com/saas/reference/cli.md) - [Install and Configure CLI](https://run-ai-docs.nvidia.com/saas/reference/cli/install-cli.md) - [Add NVIDIA Run:ai Authorization to Kubeconfig](https://run-ai-docs.nvidia.com/saas/reference/cli/set-kubeconfig-parameters.md) - [Auto Update CLI Mechanism](https://run-ai-docs.nvidia.com/saas/reference/cli/auto-update-cli-mechanism.md) - [CLI Commands Reference](https://run-ai-docs.nvidia.com/saas/reference/cli/runai.md) - [runai auth](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_auth.md) - [runai auth get token](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_auth_get-token.md) - [runai cluster](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_cluster.md) - [runai cluster list](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_cluster_list.md) - [runai cluster set](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_cluster_set.md) - [runai compute](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-compute.md) - [runai compute describe](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-compute-describe.md) - [runai compute list](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-compute-list.md) - [runai config](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_config.md) - [runai config describe](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_config_describe.md) - [runai config generate](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_config_generate.md) - [runai config set](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_config_set.md) - [runai datasource](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-datasource.md) - [runai datasource describe](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-datasource-describe.md) - [runai datasource list](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-datasource-list.md) - [runai department](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-department.md) - [runai department list](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-department-list.md) - [runai diagnostics](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-diagnostics.md) - [runai diagnostics collect-logs](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-diagnostics-collect-logs.md) - [runai environment](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-environment.md) - [runai environment describe](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-environment-describe.md) - [runai environment list](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-environment-list.md) - [runai inference](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_inference.md) - [runai inference bash](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-inference-bash.md) - [runai inference delete](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_inference_delete.md) - [runai inference describe](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_inference_describe.md) - [runai inference distributed](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-inference-distributed.md) - [runai inference distributed bash](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-inference-distributed-bash.md) - [runai inference distributed delete](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-inference-distributed-delete.md) - [runai inference distributed describe](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-inference-distributed-describe.md) - [runai inference distributed exec](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-inference-distributed-exec.md) - [runai inference distributed list](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-inference-distributed-list.md) - [runai inference distributed logs](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-inference-distributed-logs.md) - [runai inference distributed port-forward](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-inference-distributed-port-forward.md) - [runai inference distributed scale](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-inference-distributed-scale.md) - [runai inference distributed submit](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-inference-distributed-submit.md) - [runai inference exec](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-inference-exec.md) - [runai inference list](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_inference_list.md) - [runai inference logs](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-inference-logs.md) - [runai inference nim](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-inference-nim.md) - [runai inference nim bash](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-inference-nim-bash.md) - [runai inference nim delete](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-inference-nim-delete.md) - [runai inference nim describe](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-inference-nim-describe.md) - [runai inference nim exec](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-inference-nim-exec.md) - [runai inference nim list](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-inference-nim-list.md) - [runai inference nim logs](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-inference-nim-logs.md) - [runai inference nim port-forward](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-inference-nim-port-forward.md) - [runai inference nim scale](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-inference-nim-scale.md) - [runai inference nim submit](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-inference-nim-submit.md) - [runai inference nim update](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-inference-nim-update.md) - [runai inference port-forward](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-inference-port-forward.md) - [runai inference standard](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-inference-standard.md) - [runai inference standard bash](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-inference-standard-bash.md) - [runai inference standard delete](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-inference-standard-delete.md) - [runai inference standard describe](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-inference-standard-describe.md) - [runai inference standard exec](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-inference-standard-exec.md) - [runai inference standard list](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-inference-standard-list.md) - [runai inference standard logs](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-inference-standard-logs.md) - [runai inference standard port-forward](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-inference-standard-port-forward.md) - [runai inference standard submit](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-inference-standard-submit.md) - [runai inference standard update](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-inference-standard-update.md) - [runai inference submit](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_inference_submit.md) - [runai inference update](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_inference_update.md) - [runai jax](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_jax.md) - [runai jax attach](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_jax_attach.md) - [runai jax bash](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_jax_bash.md) - [runai jax delete](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_jax_delete.md) - [runai jax describe](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_jax_describe.md) - [runai jax exec](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_jax_exec.md) - [runai jax list](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_jax_list.md) - [runai jax logs](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_jax_logs.md) - [runai jax port-forward](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_jax_port-forward.md) - [runai jax resume](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_jax_resume.md) - [runai jax submit](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_jax_submit.md) - [runai jax suspend](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_jax_suspend.md) - [runai kubeconfig](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_kubeconfig.md) - [runai kubeconfig set](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_kubeconfig_set.md) - [runai login](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_login.md) - [runai login access-key](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-login-access-key.md) - [runai login application](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_login_application.md) - [runai login sso](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_login_sso.md) - [runai login user](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_login_user.md) - [runai logout](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_logout.md) - [runai mpi](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_mpi.md) - [runai mpi attach](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_mpi_attach.md) - [runai mpi bash](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_mpi_bash.md) - [runai mpi delete](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_mpi_delete.md) - [runai mpi describe](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_mpi_describe.md) - [runai mpi exec](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_mpi_exec.md) - [runai mpi list](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_mpi_list.md) - [runai mpi logs](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_mpi_logs.md) - [runai mpi port-forward](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_mpi_port-forward.md) - [runai mpi resume](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_mpi_resume.md) - [runai mpi submit](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_mpi_submit.md) - [runai mpi suspend](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_mpi_suspend.md) - [runai my-credential](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-my-credential.md) - [runai my-credential create](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-my-credential-create.md) - [runai my-credential delete](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-my-credential-delete.md) - [runai my-credential list](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-my-credential-list.md) - [runai node](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_node.md) - [runai node list](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_node_list.md) - [runai nodepool](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_nodepool.md) - [runai nodepool list](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_nodepool_list.md) - [runai project](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_project.md) - [runai project create](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-project-create.md) - [runai project list](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_project_list.md) - [runai project set](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_project_set.md) - [runai pvc](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_pvc.md) - [runai pvc list](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_pvc_list.md) - [runai pytorch](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_pytorch.md) - [runai pytorch attach](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_pytorch_attach.md) - [runai pytorch bash](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_pytorch_bash.md) - [runai pytorch delete](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_pytorch_delete.md) - [runai pytorch describe](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_pytorch_describe.md) - [runai pytorch exec](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_pytorch_exec.md) - [runai pytorch list](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_pytorch_list.md) - [runai pytorch logs](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_pytorch_logs.md) - [runai pytorch port-forward](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_pytorch_port-forward.md) - [runai pytorch resume](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_pytorch_resume.md) - [runai pytorch submit](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_pytorch_submit.md) - [runai pytorch suspend](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_pytorch_suspend.md) - [runai report](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_report.md) - [runai report metrics](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_report_metrics.md) - [runai report metrics clear](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_report_metrics_clear.md) - [runai report metrics config](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_report_metrics_config.md) - [runai report metrics output](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_report_metrics_output.md) - [runai template](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-template.md) - [runai template describe](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-template-describe.md) - [runai template list](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-template-list.md) - [runai tensorflow](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_tensorflow.md) - [runai tensorflow attach](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_tensorflow_attach.md) - [runai tensorflow bash](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_tensorflow_bash.md) - [runai tensorflow delete](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_tensorflow_delete.md) - [runai tensorflow describe](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_tensorflow_describe.md) - [runai tensorflow exec](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_tensorflow_exec.md) - [runai tensorflow list](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_tensorflow_list.md) - [runai tensorflow logs](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_tensorflow_logs.md) - [runai tensorflow port-forward](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_tensorflow_port-forward.md) - [runai tensorflow resume](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_tensorflow_resume.md) - [runai tensorflow submit](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_tensorflow_submit.md) - [runai tensorflow suspend](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_tensorflow_suspend.md) - [runai training](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training.md) - [runai training attach](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_attach.md) - [runai training bash](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_bash.md) - [runai training delete](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_delete.md) - [runai training describe](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_describe.md) - [runai training exec](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_exec.md) - [runai training jax](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_jax.md) - [runai training jax attach](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_jax_attach.md) - [runai training jax bash](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_jax_bash.md) - [runai training jax delete](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_jax_delete.md) - [runai training jax describe](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_jax_describe.md) - [runai training jax exec](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_jax_exec.md) - [runai training jax list](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_jax_list.md) - [runai training jax logs](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_jax_logs.md) - [runai training jax port-forward](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_jax_port-forward.md) - [runai training jax resume](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_jax_resume.md) - [runai training jax submit](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_jax_submit.md) - [runai training jax suspend](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_jax_suspend.md) - [runai training list](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_list.md) - [runai training logs](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_logs.md) - [runai training mpi](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_mpi.md) - [runai training mpi attach](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_mpi_attach.md) - [runai training mpi bash](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_mpi_bash.md) - [runai training mpi delete](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_mpi_delete.md) - [runai training mpi describe](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_mpi_describe.md) - [runai training mpi exec](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_mpi_exec.md) - [runai training mpi list](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_mpi_list.md) - [runai training mpi logs](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_mpi_logs.md) - [runai training mpi port-forward](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_mpi_port-forward.md) - [runai training mpi resume](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_mpi_resume.md) - [runai training mpi submit](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_mpi_submit.md) - [runai training mpi suspend](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_mpi_suspend.md) - [runai training port-forward](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_port-forward.md) - [runai training pytorch](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_pytorch.md) - [runai training pytorch attach](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_pytorch_attach.md) - [runai training pytorch bash](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_pytorch_bash.md) - [runai training pytorch delete](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_pytorch_delete.md) - [runai training pytorch describe](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_pytorch_describe.md) - [runai training pytorch exec](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_pytorch_exec.md) - [runai training pytorch list](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_pytorch_list.md) - [runai training pytorch logs](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_pytorch_logs.md) - [runai training pytorch port-forward](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_pytorch_port-forward.md) - [runai training pytorch resume](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_pytorch_resume.md) - [runai training pytorch submit](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_pytorch_submit.md) - [runai training pytorch suspend](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_pytorch_suspend.md) - [runai training resume](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_resume.md) - [runai training standard](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_standard.md) - [runai training standard attach](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_standard_attach.md) - [runai training standard bash](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_standard_bash.md) - [runai training standard delete](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_standard_delete.md) - [runai training standard describe](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_standard_describe.md) - [runai training standard exec](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_standard_exec.md) - [runai training standard list](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_standard_list.md) - [runai training standard logs](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_standard_logs.md) - [runai training standard port-forward](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_standard_port-forward.md) - [runai training standard resume](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_standard_resume.md) - [runai training standard submit](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_standard_submit.md) - [runai training standard suspend](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_standard_suspend.md) - [runai training submit](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_submit.md) - [runai training suspend](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_suspend.md) - [runai training tensorflow](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_tensorflow.md) - [runai training tensorflow attach](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_tensorflow_attach.md) - [runai training tensorflow bash](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_tensorflow_bash.md) - [runai training tensorflow delete](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_tensorflow_delete.md) - [runai training tensorflow describe](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_tensorflow_describe.md) - [runai training tensorflow exec](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_tensorflow_exec.md) - [runai training tensorflow list](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_tensorflow_list.md) - [runai training tensorflow logs](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_tensorflow_logs.md) - [runai training tensorflow port-forward](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_tensorflow_port-forward.md) - [runai training tensorflow resume](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_tensorflow_resume.md) - [runai training tensorflow submit](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_tensorflow_submit.md) - [runai training tensorflow suspend](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_tensorflow_suspend.md) - [runai training xgboost](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_xgboost.md) - [runai training xgboost attach](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_xgboost_attach.md) - [runai training xgboost bash](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_xgboost_bash.md) - [runai training xgboost delete](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_xgboost_delete.md) - [runai training xgboost describe](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_xgboost_describe.md) - [runai training xgboost exec](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_xgboost_exec.md) - [runai training xgboost list](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_xgboost_list.md) - [runai training xgboost logs](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_xgboost_logs.md) - [runai training xgboost port-forward](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_xgboost_port-forward.md) - [runai training xgboost resume](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_xgboost_resume.md) - [runai training xgboost submit](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_xgboost_submit.md) - [runai training xgboost suspend](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_training_xgboost_suspend.md) - [runai upgrade](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_upgrade.md) - [runai version](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_version.md) - [runai whoami](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_whoami.md) - [runai workload-type](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-workload-type.md) - [runai workload-type list](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-workload-type-list.md) - [runai workload](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_workload.md) - [runai workload delete](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_workload_delete.md) - [runai workload describe](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_workload_describe.md) - [runai workload exec](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-workload-exec.md) - [runai workload list](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_workload_list.md) - [runai workload logs](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-workload-logs.md) - [runai workload submit](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai-workload-submit.md) - [runai workspace](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_workspace.md) - [runai workspace attach](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_workspace_attach.md) - [runai workspace bash](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_workspace_bash.md) - [runai workspace delete](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_workspace_delete.md) - [runai workspace describe](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_workspace_describe.md) - [runai workspace exec](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_workspace_exec.md) - [runai workspace list](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_workspace_list.md) - [runai workspace logs](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_workspace_logs.md) - [runai workspace port-forward](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_workspace_port-forward.md) - [runai workspace resume](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_workspace_resume.md) - [runai workspace submit](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_workspace_submit.md) - [runai workspace suspend](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_workspace_suspend.md) - [runai xgboost](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_xgboost.md) - [runai xgboost attach](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_xgboost_attach.md) - [runai xgboost bash](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_xgboost_bash.md) - [runai xgboost delete](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_xgboost_delete.md) - [runai xgboost describe](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_xgboost_describe.md) - [runai xgboost exec](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_xgboost_exec.md) - [runai xgboost list](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_xgboost_list.md) - [runai xgboost logs](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_xgboost_logs.md) - [runai xgboost port-forward](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_xgboost_port-forward.md) - [runai xgboost resume](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_xgboost_resume.md) - [runai xgboost submit](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_xgboost_submit.md) - [runai xgboost suspend](https://run-ai-docs.nvidia.com/saas/reference/cli/runai/runai_xgboost_suspend.md) - [CLI Commands Examples](https://run-ai-docs.nvidia.com/saas/reference/cli/cli-examples.md) - [Overview](https://run-ai-docs.nvidia.com/saas/resources/overview.md) - [Videos](https://run-ai-docs.nvidia.com/saas/resources/videos.md): Explore NVIDIA Run:ai product videos, demos, and walkthroughs covering key platform workflows and capabilities. - [Platform Overview](https://run-ai-docs.nvidia.com/saas/resources/videos/platform-overview.md) - [How to Run a Jupyter Notebook Using Workspaces](https://run-ai-docs.nvidia.com/saas/resources/videos/how-to-run-a-jupyter-notebook-using-workspaces.md) - [How to Run a Standard Training Job](https://run-ai-docs.nvidia.com/saas/resources/videos/how-to-run-a-standard-training-job.md) - [How to Run a Nemo Training Job](https://run-ai-docs.nvidia.com/saas/resources/videos/how-to-run-a-nemo-training-job.md) - [How to Deploy NVIDIA NIM Inference](https://run-ai-docs.nvidia.com/saas/resources/videos/how-to-deploy-nvidia-nim-inference.md) - [How to Deploy Dynamo Inference Pipelines](https://run-ai-docs.nvidia.com/saas/resources/videos/how-to-deploy-dynamo-inference-pipelines.md) - [How to Run a Custom Inference Workload](https://run-ai-docs.nvidia.com/saas/resources/videos/how-to-run-a-custom-inference-workload.md) - [How to Allocate GPU Resources Across Teams](https://run-ai-docs.nvidia.com/saas/resources/videos/how-to-allocate-gpu-resources-across-teams.md) - [Topology-Aware GPU Scheduling](https://run-ai-docs.nvidia.com/saas/resources/videos/topology-aware-gpu-scheduling.md) - [Deploy and Manage NVIDIA RAG Blueprint](https://run-ai-docs.nvidia.com/saas/resources/videos/deploy-and-manage-nvidia-rag-blueprint.md) - [How to Create an AI Application](https://run-ai-docs.nvidia.com/saas/resources/videos/how-to-create-an-ai-application.md) - [Over-Quota GPU Usage with Fairness and Preemption](https://run-ai-docs.nvidia.com/saas/resources/videos/over-quota-gpu-usage-with-fairness-and-preemption.md) - [How to Run a Distributed Training Job](https://run-ai-docs.nvidia.com/saas/resources/videos/how-to-run-a-distributed-training-job.md) - [Blogs](https://run-ai-docs.nvidia.com/saas/resources/blogs.md): Explore the latest articles and blogs featuring NVIDIA Run:ai, including technical deep dives, architecture insights, and perspectives on AI infrastructure. - [NVIDIA Run:ai Agent Simplifies GPU Provisioning, Job Management, and Troubleshooting](https://run-ai-docs.nvidia.com/saas/resources/blogs/nvidia-run-ai-agent-simplifies-gpu-provisioning-job-management-and-troubleshooting.md): By: Brad Soper and Vivek Kolasani - [NVIDIA On-Demand Sessions](https://run-ai-docs.nvidia.com/saas/resources/nvidia-on-demand-sessions.md): Explore selected NVIDIA On-Demand sessions, including past GTC sessions, webinars, DLI sessions, and technical talks related to NVIDIA Run:ai - [Product Support Policy](https://run-ai-docs.nvidia.com/saas/support-policy/product-support-policy.md) - [Product Version Life Cycle](https://run-ai-docs.nvidia.com/saas/support-policy/product-version-life-cycle.md) ## Self-hosted - [Overview](https://run-ai-docs.nvidia.com/self-hosted/getting-started/overview.md) - [What's New](https://run-ai-docs.nvidia.com/self-hosted/getting-started/whats-new.md): New features, enhancements, and hotfixes. - [What's New in Version 2.25](https://run-ai-docs.nvidia.com/self-hosted/getting-started/whats-new/whats-new-2-25.md) - [Hotfixes for Version 2.25](https://run-ai-docs.nvidia.com/self-hosted/getting-started/whats-new/hotfixes-for-version-2.25.md) - [Quick Start Guides](https://run-ai-docs.nvidia.com/self-hosted/getting-started/quick-starts.md) - [Quick Start for Infrastructure Administrators](https://run-ai-docs.nvidia.com/self-hosted/getting-started/quick-starts/infra-admin-quick-start.md) - [Quick Start for Platform Administrators](https://run-ai-docs.nvidia.com/self-hosted/getting-started/quick-starts/platform-admin-quick-start.md) - [Quick Start for AI Practitioners](https://run-ai-docs.nvidia.com/self-hosted/getting-started/quick-starts/ai-practitioner-quick-start.md) - [Installation](https://run-ai-docs.nvidia.com/self-hosted/getting-started/installation.md) - [Support Matrix](https://run-ai-docs.nvidia.com/self-hosted/getting-started/installation/support-matrix.md) - [Install Using Helm](https://run-ai-docs.nvidia.com/self-hosted/getting-started/installation/install-using-helm.md) - [Control Plane System Requirements](https://run-ai-docs.nvidia.com/self-hosted/getting-started/installation/install-using-helm/cp-system-requirements.md) - [Preparations](https://run-ai-docs.nvidia.com/self-hosted/getting-started/installation/install-using-helm/preparations.md) - [Network Requirements](https://run-ai-docs.nvidia.com/self-hosted/getting-started/installation/install-using-helm/network-requirements.md) - [Install the Control Plane](https://run-ai-docs.nvidia.com/self-hosted/getting-started/installation/install-using-helm/install-control-plane.md) - [Cluster System Requirements](https://run-ai-docs.nvidia.com/self-hosted/getting-started/installation/install-using-helm/system-requirements.md) - [Install the Cluster](https://run-ai-docs.nvidia.com/self-hosted/getting-started/installation/install-using-helm/helm-install.md) - [Upgrade](https://run-ai-docs.nvidia.com/self-hosted/getting-started/installation/install-using-helm/upgrade.md) - [Uninstall](https://run-ai-docs.nvidia.com/self-hosted/getting-started/installation/install-using-helm/uninstall.md) - [Install Using Base Command Manager (BCM)](https://run-ai-docs.nvidia.com/self-hosted/getting-started/installation/bcm-install.md) - [Authentication and Authorization](https://run-ai-docs.nvidia.com/self-hosted/infrastructure-setup/authentication.md) - [Authentication and Authorization](https://run-ai-docs.nvidia.com/self-hosted/infrastructure-setup/authentication/overview.md) - [Users](https://run-ai-docs.nvidia.com/self-hosted/infrastructure-setup/authentication/users.md) - [SSO](https://run-ai-docs.nvidia.com/self-hosted/infrastructure-setup/authentication/sso.md) - [Set Up SSO with SAML](https://run-ai-docs.nvidia.com/self-hosted/infrastructure-setup/authentication/sso/saml.md) - [Set Up SSO with OpenID Connect](https://run-ai-docs.nvidia.com/self-hosted/infrastructure-setup/authentication/sso/openidconnect.md) - [Set Up SSO with OpenShift](https://run-ai-docs.nvidia.com/self-hosted/infrastructure-setup/authentication/sso/openshift.md) - [Roles](https://run-ai-docs.nvidia.com/self-hosted/infrastructure-setup/authentication/roles.md) - [Service Accounts (formerly applications)](https://run-ai-docs.nvidia.com/self-hosted/infrastructure-setup/authentication/service-accounts.md) - [Access Rules](https://run-ai-docs.nvidia.com/self-hosted/infrastructure-setup/authentication/accessrules.md) - [Cluster Authentication](https://run-ai-docs.nvidia.com/self-hosted/infrastructure-setup/authentication/cluster-authentication.md) - [Advanced Setup](https://run-ai-docs.nvidia.com/self-hosted/infrastructure-setup/advanced-setup.md) - [Node Roles](https://run-ai-docs.nvidia.com/self-hosted/infrastructure-setup/advanced-setup/node-roles.md) - [Advanced Control Plane Configurations](https://run-ai-docs.nvidia.com/self-hosted/infrastructure-setup/advanced-setup/control-plane-config.md) - [Advanced Cluster Configurations](https://run-ai-docs.nvidia.com/self-hosted/infrastructure-setup/advanced-setup/cluster-config.md) - [Vertical Pod Autoscaling (VPA)](https://run-ai-docs.nvidia.com/self-hosted/infrastructure-setup/advanced-setup/vpa.md) - [Kubernetes Gateway API](https://run-ai-docs.nvidia.com/self-hosted/infrastructure-setup/advanced-setup/kubernetes-gateway-api.md) - [Container Access](https://run-ai-docs.nvidia.com/self-hosted/infrastructure-setup/advanced-setup/container-access.md) - [External Access to Containers](https://run-ai-docs.nvidia.com/self-hosted/infrastructure-setup/advanced-setup/container-access/external-access-to-containers.md) - [User Identity in Containers](https://run-ai-docs.nvidia.com/self-hosted/infrastructure-setup/advanced-setup/container-access/user-identity-in-containers.md) - [Service Mesh](https://run-ai-docs.nvidia.com/self-hosted/infrastructure-setup/advanced-setup/service-mesh.md) - [Integrations](https://run-ai-docs.nvidia.com/self-hosted/infrastructure-setup/advanced-setup/integrations.md) - [Interworking with Karpenter](https://run-ai-docs.nvidia.com/self-hosted/infrastructure-setup/advanced-setup/integrations/karpenter.md) - [Security Best Practices](https://run-ai-docs.nvidia.com/self-hosted/infrastructure-setup/advanced-setup/security-best-practices.md) - [Infrastructure Procedures](https://run-ai-docs.nvidia.com/self-hosted/infrastructure-setup/procedures.md) - [NVIDIA Run:ai at Scale](https://run-ai-docs.nvidia.com/self-hosted/infrastructure-setup/procedures/scaling.md) - [High Availability](https://run-ai-docs.nvidia.com/self-hosted/infrastructure-setup/procedures/high-availability.md) - [Monitoring and Maintenance](https://run-ai-docs.nvidia.com/self-hosted/infrastructure-setup/procedures/monitoring.md) - [NVIDIA Run:ai System Monitoring](https://run-ai-docs.nvidia.com/self-hosted/infrastructure-setup/procedures/system-monitoring.md) - [Clusters](https://run-ai-docs.nvidia.com/self-hosted/infrastructure-setup/procedures/clusters.md) - [Shared Storage](https://run-ai-docs.nvidia.com/self-hosted/infrastructure-setup/procedures/shared-storage.md) - [Nodes Maintenance](https://run-ai-docs.nvidia.com/self-hosted/infrastructure-setup/procedures/nodes-maintenance.md) - [Backup and Restore](https://run-ai-docs.nvidia.com/self-hosted/infrastructure-setup/procedures/cluster-restore.md) - [Secure Your Cluster](https://run-ai-docs.nvidia.com/self-hosted/infrastructure-setup/procedures/secure-your-cluster.md) - [Logs Collection](https://run-ai-docs.nvidia.com/self-hosted/infrastructure-setup/procedures/logs-collection.md) - [Event History](https://run-ai-docs.nvidia.com/self-hosted/infrastructure-setup/procedures/event-history.md) - [Manage AI Initiatives](https://run-ai-docs.nvidia.com/self-hosted/platform-management/aiinitiatives.md) - [Adapting AI Initiatives to Your Organization](https://run-ai-docs.nvidia.com/self-hosted/platform-management/aiinitiatives/adapting-ai-initiatives.md) - [Managing Your Organization](https://run-ai-docs.nvidia.com/self-hosted/platform-management/aiinitiatives/organization.md) - [Projects](https://run-ai-docs.nvidia.com/self-hosted/platform-management/aiinitiatives/organization/projects.md) - [Departments](https://run-ai-docs.nvidia.com/self-hosted/platform-management/aiinitiatives/organization/departments.md) - [Managing Your Resources](https://run-ai-docs.nvidia.com/self-hosted/platform-management/aiinitiatives/resources.md) - [Nodes](https://run-ai-docs.nvidia.com/self-hosted/platform-management/aiinitiatives/resources/nodes.md) - [Configuring NVIDIA MIG Profiles](https://run-ai-docs.nvidia.com/self-hosted/platform-management/aiinitiatives/resources/mig-profiles.md) - [Using GB200 NVL72 and Multi-Node NVLink Domains](https://run-ai-docs.nvidia.com/self-hosted/platform-management/aiinitiatives/resources/using-gb200.md) - [Accelerating Workloads with Network Topology-Aware Scheduling](https://run-ai-docs.nvidia.com/self-hosted/platform-management/aiinitiatives/resources/topology-aware-scheduling.md) - [Enabling Spectrum-X Networking for NVIDIA Run:ai Workloads](https://run-ai-docs.nvidia.com/self-hosted/platform-management/aiinitiatives/resources/enabling-spectrum-x-networking.md) - [Node Pools](https://run-ai-docs.nvidia.com/self-hosted/platform-management/aiinitiatives/resources/node-pools.md) - [Scheduling and Resource Optimization](https://run-ai-docs.nvidia.com/self-hosted/platform-management/runai-scheduler.md) - [Scheduling](https://run-ai-docs.nvidia.com/self-hosted/platform-management/runai-scheduler/scheduling.md) - [The NVIDIA Run:ai Scheduler: Concepts and Principles](https://run-ai-docs.nvidia.com/self-hosted/platform-management/runai-scheduler/scheduling/concepts-and-principles.md) - [How the Scheduler Works](https://run-ai-docs.nvidia.com/self-hosted/platform-management/runai-scheduler/scheduling/how-the-scheduler-works.md) - [Setting the Default Scheduler](https://run-ai-docs.nvidia.com/self-hosted/platform-management/runai-scheduler/scheduling/default-scheduler.md) - [Workload Priority and Preemption](https://run-ai-docs.nvidia.com/self-hosted/platform-management/runai-scheduler/scheduling/workload-priority-control.md) - [Quick Starts](https://run-ai-docs.nvidia.com/self-hosted/platform-management/runai-scheduler/scheduling/quick-starts.md) - [Over Quota, Fairness and Preemption](https://run-ai-docs.nvidia.com/self-hosted/platform-management/runai-scheduler/scheduling/quick-starts/over-quota.md) - [Resource Optimization](https://run-ai-docs.nvidia.com/self-hosted/platform-management/runai-scheduler/resource-optimization.md) - [GPU Fractions](https://run-ai-docs.nvidia.com/self-hosted/platform-management/runai-scheduler/resource-optimization/fractions.md) - [Dynamic GPU Fractions](https://run-ai-docs.nvidia.com/self-hosted/platform-management/runai-scheduler/resource-optimization/dynamic-fractions.md) - [Optimize Performance with Node Level Scheduler](https://run-ai-docs.nvidia.com/self-hosted/platform-management/runai-scheduler/resource-optimization/node-level-scheduler.md) - [GPU Time-Slicing](https://run-ai-docs.nvidia.com/self-hosted/platform-management/runai-scheduler/resource-optimization/time-slicing.md) - [GPU Memory Swap](https://run-ai-docs.nvidia.com/self-hosted/platform-management/runai-scheduler/resource-optimization/memory-swap.md) - [CPU Compute and Memory Allocation](https://run-ai-docs.nvidia.com/self-hosted/platform-management/runai-scheduler/resource-optimization/allocation-of-cpu-and-memory.md) - [Quick Starts](https://run-ai-docs.nvidia.com/self-hosted/platform-management/runai-scheduler/resource-optimization/quick-starts.md) - [Launching Workloads with GPU Fractions](https://run-ai-docs.nvidia.com/self-hosted/platform-management/runai-scheduler/resource-optimization/quick-starts/gpu-fractions-quickstart.md) - [Launching Workloads with Dynamic GPU Fractions](https://run-ai-docs.nvidia.com/self-hosted/platform-management/runai-scheduler/resource-optimization/quick-starts/dynamic-gpu-fractions-quickstart.md) - [Launching Workloads with GPU Memory Swap](https://run-ai-docs.nvidia.com/self-hosted/platform-management/runai-scheduler/resource-optimization/quick-starts/gpu-memory-swap-quickstart.md) - [Policies](https://run-ai-docs.nvidia.com/self-hosted/platform-management/policies.md) - [Policies and Rules](https://run-ai-docs.nvidia.com/self-hosted/platform-management/policies/policies-and-rules.md) - [Workload Policies](https://run-ai-docs.nvidia.com/self-hosted/platform-management/policies/workload-policies.md) - [Policy YAML Examples](https://run-ai-docs.nvidia.com/self-hosted/platform-management/policies/policy-yaml-examples.md) - [Policy YAML Reference](https://run-ai-docs.nvidia.com/self-hosted/platform-management/policies/policy-yaml-reference.md) - [Scheduling Rules](https://run-ai-docs.nvidia.com/self-hosted/platform-management/policies/scheduling-rules.md) - [Monitor Performance and Health](https://run-ai-docs.nvidia.com/self-hosted/platform-management/monitor-performance.md) - [Before You Start](https://run-ai-docs.nvidia.com/self-hosted/platform-management/monitor-performance/before-you-start.md) - [Monitor Workloads by Category](https://run-ai-docs.nvidia.com/self-hosted/platform-management/monitor-performance/workload-categories.md) - [GPU Profiling Metrics](https://run-ai-docs.nvidia.com/self-hosted/platform-management/monitor-performance/gpu-profiling-metrics.md) - [Metrics and Telemetry](https://run-ai-docs.nvidia.com/self-hosted/platform-management/monitor-performance/metrics.md) - [Reports](https://run-ai-docs.nvidia.com/self-hosted/platform-management/monitor-performance/reports.md) - [Introduction to Workloads](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/introduction-to-workloads.md) - [Workload Types and Features](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/workload-types.md) - [NVIDIA Run:ai Native Workloads](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/workload-types/native-workloads.md) - [Supported Workload Types](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/workload-types/supported-workload-types.md) - [Extending Workload Support with Resource Interface](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/workload-types/extending-workload-support.md) - [Defining a Resource Interface](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/workload-types/extending-workload-support/defining-a-resource-interface.md) - [Quick Start Templates](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/workload-types/extending-workload-support/quick-start-templates.md) - [Supported Features](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/workload-types/supported-features.md) - [Workloads](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/workloads.md) - [Workload Assets](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/assets.md) - [Workload Assets](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/assets/overview.md) - [Environments](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/assets/environments.md) - [Data Sources](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/assets/datasources.md) - [Data Volumes](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/assets/data-volumes.md) - [Compute Resources](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/assets/compute-resources.md) - [Credentials](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/assets/credentials.md) - [Workload Templates](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/workload-templates.md) - [Workspace Templates](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/workload-templates/workspace-templates.md) - [Workspace Templates (Legacy)](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/workload-templates/workspace-templates/workspace-templates-legacy.md) - [Training Templates](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/workload-templates/training-templates.md) - [Standard Training Templates](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/workload-templates/training-templates/standard-training-templates.md) - [Distributed Training Templates](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/workload-templates/training-templates/distributed-training-templates.md) - [Inference Templates](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/workload-templates/inference-templates.md) - [NVIDIA NIM Inference Templates](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/workload-templates/inference-templates/nvidia-nim-inference-templates.md) - [vLLM Inference Templates](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/workload-templates/inference-templates/hugging-face-inference-templates.md) - [Custom Inference Templates](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/workload-templates/inference-templates/custom-inference-templates.md) - [Experiment Using Workspaces](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/using-workspaces.md) - [Running Workspaces](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/using-workspaces/running-workspace.md) - [Quick Starts](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/using-workspaces/quick-starts.md) - [Running Jupyter Notebooks Using Workspaces](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/using-workspaces/quick-starts/jupyter-quickstart.md) - [Train Models Using Training](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/using-training.md) - [Train Models Using a Standard Training Workload](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/using-training/train-models.md) - [Train Models Using a Distributed Training Workload](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/using-training/distributed-training-models.md) - [Best Practices: Checkpointing Preemptible Training Workloads](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/using-training/checkpointing-preemptible-workloads.md) - [Quick Starts](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/using-training/quick-starts.md) - [Run Your First Standard Training](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/using-training/quick-starts/standard-training-quickstart.md) - [Run Your First Distributed Training](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/using-training/quick-starts/distributed-training-quickstart.md) - [Deploy Models Using Inference](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/using-inference.md) - [NVIDIA Run:ai Inference Overview](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/using-inference/nvidia-run-ai-inference-overview.md) - [Deploy Inference Workloads with NVIDIA NIM](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/using-inference/nim-inference.md) - [Deploy Inference Workloads with vLLM](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/using-inference/hugging-face-inference.md) - [Deploy Inference Workloads with Custom Server](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/using-inference/custom-inference.md) - [Deploy Distributed Inference Workloads](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/using-inference/distributed-inference.md) - [Deploy NVIDIA Cloud Functions (NVCF) in NVIDIA Run:ai](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/using-inference/nvcf.md) - [Quick Starts](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/using-inference/quick-starts.md) - [Run Your First Custom Inference Workload](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/using-inference/quick-starts/inference-quickstart.md) - [Submit Supported Workload Types via YAML](https://run-ai-docs.nvidia.com/self-hosted/workloads-in-nvidia-run-ai/submit-via-yaml.md) - [Introduction to AI Applications](https://run-ai-docs.nvidia.com/self-hosted/ai-applications/introduction-to-ai-applications.md) - [AI Applications](https://run-ai-docs.nvidia.com/self-hosted/ai-applications/ai-applications.md) - [Training Tutorials](https://run-ai-docs.nvidia.com/self-hosted/tutorials/training-tutorials.md) - [Distributed Training with PyTorch](https://run-ai-docs.nvidia.com/self-hosted/tutorials/training-tutorials/distributed-pytorch.md) - [Validating GPU Cluster Communication with NCCL Tests](https://run-ai-docs.nvidia.com/self-hosted/tutorials/training-tutorials/nccl-tests.md) - [Inference Tutorials](https://run-ai-docs.nvidia.com/self-hosted/tutorials/inference-tutorials.md) - [NVIDIA NIM Distributed Inference Deployment](https://run-ai-docs.nvidia.com/self-hosted/tutorials/inference-tutorials/nvidia-nim-distributed.md) - [Hugging Face Distributed Inference Deployment](https://run-ai-docs.nvidia.com/self-hosted/tutorials/inference-tutorials/hugging-face-distributed.md) - [NVIDIA Dynamo Aggregated Inference Deployment](https://run-ai-docs.nvidia.com/self-hosted/tutorials/inference-tutorials/aggregated-dynamo.md) - [NVIDIA Dynamo Disaggregated Inference Deployment](https://run-ai-docs.nvidia.com/self-hosted/tutorials/inference-tutorials/disaggregated-dynamo.md) - [Model-Free NIM Service Deployment](https://run-ai-docs.nvidia.com/self-hosted/tutorials/inference-tutorials/nim-service.md) - [Blueprint Tutorials](https://run-ai-docs.nvidia.com/self-hosted/tutorials/blueprint-tutorials.md) - [RAG Blueprint Deployment from NGC Catalog](https://run-ai-docs.nvidia.com/self-hosted/tutorials/blueprint-tutorials/rag-blueprint-deployment.md) - [General Settings](https://run-ai-docs.nvidia.com/self-hosted/settings/general-settings.md) - [Notifications](https://run-ai-docs.nvidia.com/self-hosted/settings/general-settings/notifications.md) - [User Settings](https://run-ai-docs.nvidia.com/self-hosted/settings/user-settings.md) - [Notifications](https://run-ai-docs.nvidia.com/self-hosted/settings/user-settings/notifications.md) - [User Access Keys (formerly applications)](https://run-ai-docs.nvidia.com/self-hosted/settings/user-settings/user-access-keys.md) - [User Credentials](https://run-ai-docs.nvidia.com/self-hosted/settings/user-settings/user-credentials.md) - [CLI Reference](https://run-ai-docs.nvidia.com/self-hosted/reference/cli.md) - [Install and Configure CLI](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/install-cli.md) - [Add NVIDIA Run:ai Authorization to Kubeconfig](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/set-kubeconfig-parameters.md) - [Auto Update CLI Mechanism](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/auto-update-cli-mechanism.md) - [CLI Commands Reference](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai.md) - [runai auth](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_auth.md) - [runai auth get token](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_auth_get-token.md) - [runai cluster](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_cluster.md) - [runai cluster list](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_cluster_list.md) - [runai cluster set](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_cluster_set.md) - [runai compute](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-compute.md) - [runai compute describe](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-compute-describe.md) - [runai compute list](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-compute-list.md) - [runai config](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_config.md) - [runai config describe](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_config_describe.md) - [runai config generate](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_config_generate.md) - [runai config set](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_config_set.md) - [runai datasource](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-datasource.md) - [runai datasource describe](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-datasource-describe.md) - [runai datasource list](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-datasource-list.md) - [runai department](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-department.md) - [runai department list](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-department-list.md) - [runai diagnostics](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-diagnostics.md) - [runai diagnostics collect-logs](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-diagnostics-collect-logs.md) - [runai environment](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-environment.md) - [runai environment describe](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-environment-describe.md) - [runai environment list](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-environment-list.md) - [runai inference](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_inference.md) - [runai inference bash](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-inference-bash.md) - [runai inference delete](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_inference_delete.md) - [runai inference describe](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_inference_describe.md) - [runai inference distributed](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-inference-distributed.md) - [runai inference distributed bash](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-inference-distributed-bash.md) - [runai inference distributed delete](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-inference-distributed-delete.md) - [runai inference distributed describe](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-inference-distributed-describe.md) - [runai inference distributed exec](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-inference-distributed-exec.md) - [runai inference distributed list](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-inference-distributed-list.md) - [runai inference distributed logs](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-inference-distributed-logs.md) - [runai inference distributed port-forward](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-inference-distributed-port-forward.md) - [runai inference distributed scale](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-inference-distributed-scale.md) - [runai inference distributed submit](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-inference-distributed-submit.md) - [runai inference exec](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-inference-exec.md) - [runai inference list](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_inference_list.md) - [runai inference logs](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-inference-logs.md) - [runai inference nim](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-inference-nim.md) - [runai inference nim bash](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-inference-nim-bash.md) - [runai inference nim delete](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-inference-nim-delete.md) - [runai inference nim describe](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-inference-nim-describe.md) - [runai inference nim exec](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-inference-nim-exec.md) - [runai inference nim list](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-inference-nim-list.md) - [runai inference nim logs](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-inference-nim-logs.md) - [runai inference nim port-forward](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-inference-nim-port-forward.md) - [runai inference nim scale](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-inference-nim-scale.md) - [runai inference nim submit](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-inference-nim-submit.md) - [runai inference nim update](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-inference-nim-update.md) - [runai inference port-forward](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-inference-port-forward.md) - [runai inference standard](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-inference-standard.md) - [runai inference standard bash](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-inference-standard-bash.md) - [runai inference standard delete](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-inference-standard-delete.md) - [runai inference standard describe](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-inference-standard-describe.md) - [runai inference standard exec](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-inference-standard-exec.md) - [runai inference standard list](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-inference-standard-list.md) - [runai inference standard logs](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-inference-standard-logs.md) - [runai inference standard port-forward](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-inference-standard-port-forward.md) - [runai inference standard submit](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-inference-standard-submit.md) - [runai inference standard update](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-inference-standard-update.md) - [runai inference submit](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_inference_submit.md) - [runai inference update](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_inference_update.md) - [runai jax](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_jax.md) - [runai jax attach](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_jax_attach.md) - [runai jax bash](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_jax_bash.md) - [runai jax delete](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_jax_delete.md) - [runai jax describe](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_jax_describe.md) - [runai jax exec](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_jax_exec.md) - [runai jax list](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_jax_list.md) - [runai jax logs](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_jax_logs.md) - [runai jax port-forward](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_jax_port-forward.md) - [runai jax resume](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_jax_resume.md) - [runai jax submit](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_jax_submit.md) - [runai jax suspend](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_jax_suspend.md) - [runai kubeconfig](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_kubeconfig.md) - [runai kubeconfig set](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_kubeconfig_set.md) - [runai login](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_login.md) - [runai login access-key](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-login-access-key.md) - [runai login application](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_login_application.md) - [runai login sso](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_login_sso.md) - [runai login user](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_login_user.md) - [runai logout](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_logout.md) - [runai mpi](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_mpi.md) - [runai mpi attach](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_mpi_attach.md) - [runai mpi bash](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_mpi_bash.md) - [runai mpi delete](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_mpi_delete.md) - [runai mpi describe](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_mpi_describe.md) - [runai mpi exec](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_mpi_exec.md) - [runai mpi list](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_mpi_list.md) - [runai mpi logs](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_mpi_logs.md) - [runai mpi port-forward](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_mpi_port-forward.md) - [runai mpi resume](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_mpi_resume.md) - [runai mpi submit](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_mpi_submit.md) - [runai mpi suspend](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_mpi_suspend.md) - [runai my-credential](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-my-credential.md) - [runai my-credential create](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-my-credential-create.md) - [runai my-credential delete](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-my-credential-delete.md) - [runai my-credential list](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-my-credential-list.md) - [runai node](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_node.md) - [runai node list](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_node_list.md) - [runai nodepool](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_nodepool.md) - [runai nodepool list](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_nodepool_list.md) - [runai project](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_project.md) - [runai project create](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-project-create.md) - [runai project list](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_project_list.md) - [runai project set](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_project_set.md) - [runai pvc](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_pvc.md) - [runai pvc list](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_pvc_list.md) - [runai pytorch](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_pytorch.md) - [runai pytorch attach](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_pytorch_attach.md) - [runai pytorch bash](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_pytorch_bash.md) - [runai pytorch delete](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_pytorch_delete.md) - [runai pytorch describe](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_pytorch_describe.md) - [runai pytorch exec](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_pytorch_exec.md) - [runai pytorch list](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_pytorch_list.md) - [runai pytorch logs](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_pytorch_logs.md) - [runai pytorch port-forward](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_pytorch_port-forward.md) - [runai pytorch resume](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_pytorch_resume.md) - [runai pytorch submit](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_pytorch_submit.md) - [runai pytorch suspend](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_pytorch_suspend.md) - [runai report](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_report.md) - [runai report metrics](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_report_metrics.md) - [runai report metrics clear](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_report_metrics_clear.md) - [runai report metrics config](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_report_metrics_config.md) - [runai report metrics output](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_report_metrics_output.md) - [runai template](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-template.md) - [runai template describe](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-template-describe.md) - [runai template list](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-template-list.md) - [runai tensorflow](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_tensorflow.md) - [runai tensorflow attach](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_tensorflow_attach.md) - [runai tensorflow bash](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_tensorflow_bash.md) - [runai tensorflow delete](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_tensorflow_delete.md) - [runai tensorflow describe](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_tensorflow_describe.md) - [runai tensorflow exec](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_tensorflow_exec.md) - [runai tensorflow list](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_tensorflow_list.md) - [runai tensorflow logs](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_tensorflow_logs.md) - [runai tensorflow port-forward](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_tensorflow_port-forward.md) - [runai tensorflow resume](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_tensorflow_resume.md) - [runai tensorflow submit](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_tensorflow_submit.md) - [runai tensorflow suspend](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_tensorflow_suspend.md) - [runai training](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training.md) - [runai training attach](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_attach.md) - [runai training bash](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_bash.md) - [runai training delete](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_delete.md) - [runai training describe](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_describe.md) - [runai training exec](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_exec.md) - [runai training jax](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_jax.md) - [runai training jax attach](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_jax_attach.md) - [runai training jax bash](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_jax_bash.md) - [runai training jax delete](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_jax_delete.md) - [runai training jax describe](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_jax_describe.md) - [runai training jax exec](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_jax_exec.md) - [runai training jax list](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_jax_list.md) - [runai training jax logs](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_jax_logs.md) - [runai training jax port-forward](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_jax_port-forward.md) - [runai training jax resume](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_jax_resume.md) - [runai training jax submit](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_jax_submit.md) - [runai training jax suspend](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_jax_suspend.md) - [runai training list](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_list.md) - [runai training logs](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_logs.md) - [runai training mpi](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_mpi.md) - [runai training mpi attach](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_mpi_attach.md) - [runai training mpi bash](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_mpi_bash.md) - [runai training mpi delete](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_mpi_delete.md) - [runai training mpi describe](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_mpi_describe.md) - [runai training mpi exec](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_mpi_exec.md) - [runai training mpi list](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_mpi_list.md) - [runai training mpi logs](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_mpi_logs.md) - [runai training mpi port-forward](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_mpi_port-forward.md) - [runai training mpi resume](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_mpi_resume.md) - [runai training mpi submit](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_mpi_submit.md) - [runai training mpi suspend](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_mpi_suspend.md) - [runai training port-forward](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_port-forward.md) - [runai training pytorch](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_pytorch.md) - [runai training pytorch attach](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_pytorch_attach.md) - [runai training pytorch bash](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_pytorch_bash.md) - [runai training pytorch delete](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_pytorch_delete.md) - [runai training pytorch describe](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_pytorch_describe.md) - [runai training pytorch exec](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_pytorch_exec.md) - [runai training pytorch list](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_pytorch_list.md) - [runai training pytorch logs](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_pytorch_logs.md) - [runai training pytorch port-forward](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_pytorch_port-forward.md) - [runai training pytorch resume](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_pytorch_resume.md) - [runai training pytorch submit](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_pytorch_submit.md) - [runai training pytorch suspend](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_pytorch_suspend.md) - [runai training resume](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_resume.md) - [runai training standard](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_standard.md) - [runai training standard attach](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_standard_attach.md) - [runai training standard bash](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_standard_bash.md) - [runai training standard delete](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_standard_delete.md) - [runai training standard describe](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_standard_describe.md) - [runai training standard exec](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_standard_exec.md) - [runai training standard list](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_standard_list.md) - [runai training standard logs](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_standard_logs.md) - [runai training standard port-forward](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_standard_port-forward.md) - [runai training standard resume](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_standard_resume.md) - [runai training standard submit](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_standard_submit.md) - [runai training standard suspend](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_standard_suspend.md) - [runai training submit](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_submit.md) - [runai training suspend](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_suspend.md) - [runai training tensorflow](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_tensorflow.md) - [runai training tensorflow attach](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_tensorflow_attach.md) - [runai training tensorflow bash](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_tensorflow_bash.md) - [runai training tensorflow delete](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_tensorflow_delete.md) - [runai training tensorflow describe](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_tensorflow_describe.md) - [runai training tensorflow exec](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_tensorflow_exec.md) - [runai training tensorflow list](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_tensorflow_list.md) - [runai training tensorflow logs](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_tensorflow_logs.md) - [runai training tensorflow port-forward](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_tensorflow_port-forward.md) - [runai training tensorflow resume](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_tensorflow_resume.md) - [runai training tensorflow submit](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_tensorflow_submit.md) - [runai training tensorflow suspend](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_tensorflow_suspend.md) - [runai training xgboost](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_xgboost.md) - [runai training xgboost attach](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_xgboost_attach.md) - [runai training xgboost bash](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_xgboost_bash.md) - [runai training xgboost delete](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_xgboost_delete.md) - [runai training xgboost describe](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_xgboost_describe.md) - [runai training xgboost exec](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_xgboost_exec.md) - [runai training xgboost list](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_xgboost_list.md) - [runai training xgboost logs](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_xgboost_logs.md) - [runai training xgboost port-forward](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_xgboost_port-forward.md) - [runai training xgboost resume](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_xgboost_resume.md) - [runai training xgboost submit](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_xgboost_submit.md) - [runai training xgboost suspend](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_training_xgboost_suspend.md) - [runai upgrade](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_upgrade.md) - [runai version](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_version.md) - [runai whoami](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_whoami.md) - [runai workload-type](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-workload-type.md) - [runai workload-type list](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-workload-type-list.md) - [runai workload](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_workload.md) - [runai workload delete](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_workload_delete.md) - [runai workload describe](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_workload_describe.md) - [runai workload exec](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-workload-exec.md) - [runai workload list](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_workload_list.md) - [runai workload logs](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-workload-logs.md) - [runai workload submit](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai-workload-submit.md) - [runai workspace](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_workspace.md) - [runai workspace attach](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_workspace_attach.md) - [runai workspace bash](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_workspace_bash.md) - [runai workspace delete](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_workspace_delete.md) - [runai workspace describe](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_workspace_describe.md) - [runai workspace exec](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_workspace_exec.md) - [runai workspace list](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_workspace_list.md) - [runai workspace logs](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_workspace_logs.md) - [runai workspace port-forward](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_workspace_port-forward.md) - [runai workspace resume](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_workspace_resume.md) - [runai workspace submit](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_workspace_submit.md) - [runai workspace suspend](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_workspace_suspend.md) - [runai xgboost](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_xgboost.md) - [runai xgboost attach](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_xgboost_attach.md) - [runai xgboost bash](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_xgboost_bash.md) - [runai xgboost delete](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_xgboost_delete.md) - [runai xgboost describe](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_xgboost_describe.md) - [runai xgboost exec](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_xgboost_exec.md) - [runai xgboost list](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_xgboost_list.md) - [runai xgboost logs](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_xgboost_logs.md) - [runai xgboost port-forward](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_xgboost_port-forward.md) - [runai xgboost resume](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_xgboost_resume.md) - [runai xgboost submit](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_xgboost_submit.md) - [runai xgboost suspend](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/runai/runai_xgboost_suspend.md) - [CLI Commands Examples](https://run-ai-docs.nvidia.com/self-hosted/reference/cli/cli-examples.md) - [Overview](https://run-ai-docs.nvidia.com/self-hosted/resources/overview.md) - [Videos](https://run-ai-docs.nvidia.com/self-hosted/resources/videos.md): Explore NVIDIA Run:ai product videos, demos, and walkthroughs covering key platform workflows and capabilities. - [Platform Overview](https://run-ai-docs.nvidia.com/self-hosted/resources/videos/platform-overview.md) - [How to Run a Jupyter Notebook Using Workspaces](https://run-ai-docs.nvidia.com/self-hosted/resources/videos/how-to-run-a-jupyter-notebook-using-workspaces.md) - [How to Run a Standard Training Job](https://run-ai-docs.nvidia.com/self-hosted/resources/videos/how-to-run-a-standard-training-job.md) - [How to Run a Nemo Training Job](https://run-ai-docs.nvidia.com/self-hosted/resources/videos/how-to-run-a-nemo-training-job.md) - [How to Deploy NVIDIA NIM Inference](https://run-ai-docs.nvidia.com/self-hosted/resources/videos/how-to-deploy-nvidia-nim-inference.md) - [How to Deploy Dynamo Inference Pipelines](https://run-ai-docs.nvidia.com/self-hosted/resources/videos/how-to-deploy-dynamo-inference-pipelines.md) - [How to Run a Custom Inference Workload](https://run-ai-docs.nvidia.com/self-hosted/resources/videos/how-to-run-a-custom-inference-workload.md) - [How to Allocate GPU Resources Across Teams](https://run-ai-docs.nvidia.com/self-hosted/resources/videos/how-to-allocate-gpu-resources-across-teams.md) - [Topology-Aware GPU Scheduling](https://run-ai-docs.nvidia.com/self-hosted/resources/videos/topology-aware-gpu-scheduling.md) - [Deploy and Manage NVIDIA RAG Blueprint](https://run-ai-docs.nvidia.com/self-hosted/resources/videos/deploy-and-manage-nvidia-rag-blueprint.md) - [How to Create an AI Application](https://run-ai-docs.nvidia.com/self-hosted/resources/videos/how-to-create-an-ai-application.md) - [Over-Quota GPU Usage with Fairness and Preemption](https://run-ai-docs.nvidia.com/self-hosted/resources/videos/over-quota-gpu-usage-with-fairness-and-preemption.md) - [How to Run a Distributed Training Job](https://run-ai-docs.nvidia.com/self-hosted/resources/videos/how-to-run-a-distributed-training-job.md) - [Blogs](https://run-ai-docs.nvidia.com/self-hosted/resources/blogs.md): Explore the latest articles and blogs featuring NVIDIA Run:ai, including technical deep dives, architecture insights, and perspectives on AI infrastructure. - [NVIDIA Run:ai Agent Simplifies GPU Provisioning, Job Management, and Troubleshooting](https://run-ai-docs.nvidia.com/self-hosted/resources/blogs/nvidia-run-ai-agent-simplifies-gpu-provisioning-job-management-and-troubleshooting.md): By: Brad Soper and Vivek Kolasani - [NVIDIA On-Demand Sessions](https://run-ai-docs.nvidia.com/self-hosted/resources/nvidia-on-demand-sessions.md): Explore selected NVIDIA On-Demand sessions, including past GTC sessions, webinars, DLI sessions, and technical talks related to NVIDIA Run:ai - [Product Support Policy](https://run-ai-docs.nvidia.com/self-hosted/support-policy/product-support-policy.md) - [Product Version Life Cycle](https://run-ai-docs.nvidia.com/self-hosted/support-policy/product-version-life-cycle.md) * [Overview](https://run-ai-docs.nvidia.com/self-hosted/2.24/getting-started/overview.md) * [What's New](https://run-ai-docs.nvidia.com/self-hosted/2.24/getting-started/whats-new.md) * [What's New in Version 2.24](https://run-ai-docs.nvidia.com/self-hosted/2.24/getting-started/whats-new/whats-new-2-24.md) * [Hotfixes for Version 2.24](https://run-ai-docs.nvidia.com/self-hosted/2.24/getting-started/whats-new/hotfixes-for-version-2.24.md) * [Quick Start Guides](https://run-ai-docs.nvidia.com/self-hosted/2.24/getting-started/quick-starts.md) * [Quick Start for Infrastructure Administrators](https://run-ai-docs.nvidia.com/self-hosted/2.24/getting-started/quick-starts/infra-admin-quick-start.md) * [Quick Start for Platform Administrators](https://run-ai-docs.nvidia.com/self-hosted/2.24/getting-started/quick-starts/platform-admin-quick-start.md) * [Quick Start for AI Practitioners](https://run-ai-docs.nvidia.com/self-hosted/2.24/getting-started/quick-starts/ai-practitioner-quick-start.md) * [Installation](https://run-ai-docs.nvidia.com/self-hosted/2.24/getting-started/installation.md) * [Support Matrix](https://run-ai-docs.nvidia.com/self-hosted/2.24/getting-started/installation/support-matrix.md) * [Install Using Helm](https://run-ai-docs.nvidia.com/self-hosted/2.24/getting-started/installation/install-using-helm.md) * [Control Plane System Requirements](https://run-ai-docs.nvidia.com/self-hosted/2.24/getting-started/installation/install-using-helm/cp-system-requirements.md) * [Preparations](https://run-ai-docs.nvidia.com/self-hosted/2.24/getting-started/installation/install-using-helm/preparations.md) * [Network Requirements](https://run-ai-docs.nvidia.com/self-hosted/2.24/getting-started/installation/install-using-helm/network-requirements.md) * [Install the Control Plane](https://run-ai-docs.nvidia.com/self-hosted/2.24/getting-started/installation/install-using-helm/install-control-plane.md) * [Cluster System Requirements](https://run-ai-docs.nvidia.com/self-hosted/2.24/getting-started/installation/install-using-helm/system-requirements.md) * [Install the Cluster](https://run-ai-docs.nvidia.com/self-hosted/2.24/getting-started/installation/install-using-helm/helm-install.md) * [Upgrade](https://run-ai-docs.nvidia.com/self-hosted/2.24/getting-started/installation/install-using-helm/upgrade.md) * [Uninstall](https://run-ai-docs.nvidia.com/self-hosted/2.24/getting-started/installation/install-using-helm/uninstall.md) * [Install Using Base Command Manager (BCM)](https://run-ai-docs.nvidia.com/self-hosted/2.24/getting-started/installation/bcm-install.md) * [Authentication and Authorization](https://run-ai-docs.nvidia.com/self-hosted/2.24/infrastructure-setup/authentication.md) * [Authentication and Authorization](https://run-ai-docs.nvidia.com/self-hosted/2.24/infrastructure-setup/authentication/overview.md) * [Users](https://run-ai-docs.nvidia.com/self-hosted/2.24/infrastructure-setup/authentication/users.md) * [SSO](https://run-ai-docs.nvidia.com/self-hosted/2.24/infrastructure-setup/authentication/sso.md) * [Set Up SSO with SAML](https://run-ai-docs.nvidia.com/self-hosted/2.24/infrastructure-setup/authentication/sso/saml.md) * [Set Up SSO with OpenID Connect](https://run-ai-docs.nvidia.com/self-hosted/2.24/infrastructure-setup/authentication/sso/openidconnect.md) * [Set Up SSO with OpenShift](https://run-ai-docs.nvidia.com/self-hosted/2.24/infrastructure-setup/authentication/sso/openshift.md) * [Roles](https://run-ai-docs.nvidia.com/self-hosted/2.24/infrastructure-setup/authentication/roles.md) * [Service Accounts (formerly applications)](https://run-ai-docs.nvidia.com/self-hosted/2.24/infrastructure-setup/authentication/service-accounts.md) * [Access Rules](https://run-ai-docs.nvidia.com/self-hosted/2.24/infrastructure-setup/authentication/accessrules.md) * [Cluster Authentication](https://run-ai-docs.nvidia.com/self-hosted/2.24/infrastructure-setup/authentication/cluster-authentication.md) * [Advanced Setup](https://run-ai-docs.nvidia.com/self-hosted/2.24/infrastructure-setup/advanced-setup.md) * [Node Roles](https://run-ai-docs.nvidia.com/self-hosted/2.24/infrastructure-setup/advanced-setup/node-roles.md) * [Advanced Control Plane Configurations](https://run-ai-docs.nvidia.com/self-hosted/2.24/infrastructure-setup/advanced-setup/control-plane-config.md) * [Advanced Cluster Configurations](https://run-ai-docs.nvidia.com/self-hosted/2.24/infrastructure-setup/advanced-setup/cluster-config.md) * [Container Access](https://run-ai-docs.nvidia.com/self-hosted/2.24/infrastructure-setup/advanced-setup/container-access.md) * [External Access to Containers](https://run-ai-docs.nvidia.com/self-hosted/2.24/infrastructure-setup/advanced-setup/container-access/external-access-to-containers.md) * [User Identity in Containers](https://run-ai-docs.nvidia.com/self-hosted/2.24/infrastructure-setup/advanced-setup/container-access/user-identity-in-containers.md) * [Service Mesh](https://run-ai-docs.nvidia.com/self-hosted/2.24/infrastructure-setup/advanced-setup/service-mesh.md) * [Integrations](https://run-ai-docs.nvidia.com/self-hosted/2.24/infrastructure-setup/advanced-setup/integrations.md) * [Interworking with Karpenter](https://run-ai-docs.nvidia.com/self-hosted/2.24/infrastructure-setup/advanced-setup/integrations/karpenter.md) * [Security Best Practices](https://run-ai-docs.nvidia.com/self-hosted/2.24/infrastructure-setup/advanced-setup/security-best-practices.md) * [Infrastructure Procedures](https://run-ai-docs.nvidia.com/self-hosted/2.24/infrastructure-setup/procedures.md) * [NVIDIA Run:ai at Scale](https://run-ai-docs.nvidia.com/self-hosted/2.24/infrastructure-setup/procedures/scaling.md) * [High Availability](https://run-ai-docs.nvidia.com/self-hosted/2.24/infrastructure-setup/procedures/high-availability.md) * [Monitoring and Maintenance](https://run-ai-docs.nvidia.com/self-hosted/2.24/infrastructure-setup/procedures/monitoring.md) * [NVIDIA Run:ai System Monitoring](https://run-ai-docs.nvidia.com/self-hosted/2.24/infrastructure-setup/procedures/system-monitoring.md) * [Clusters](https://run-ai-docs.nvidia.com/self-hosted/2.24/infrastructure-setup/procedures/clusters.md) * [Shared Storage](https://run-ai-docs.nvidia.com/self-hosted/2.24/infrastructure-setup/procedures/shared-storage.md) * [Nodes Maintenance](https://run-ai-docs.nvidia.com/self-hosted/2.24/infrastructure-setup/procedures/nodes-maintenance.md) * [Backup and Restore](https://run-ai-docs.nvidia.com/self-hosted/2.24/infrastructure-setup/procedures/cluster-restore.md) * [Secure Your Cluster](https://run-ai-docs.nvidia.com/self-hosted/2.24/infrastructure-setup/procedures/secure-your-cluster.md) * [Logs Collection](https://run-ai-docs.nvidia.com/self-hosted/2.24/infrastructure-setup/procedures/logs-collection.md) * [Event History](https://run-ai-docs.nvidia.com/self-hosted/2.24/infrastructure-setup/procedures/event-history.md) * [Manage AI Initiatives](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/aiinitiatives.md) * [Adapting AI Initiatives to Your Organization](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/aiinitiatives/adapting-ai-initiatives.md) * [Managing Your Organization](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/aiinitiatives/organization.md) * [Projects](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/aiinitiatives/organization/projects.md) * [Departments](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/aiinitiatives/organization/departments.md) * [Managing Your Resources](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/aiinitiatives/resources.md) * [Nodes](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/aiinitiatives/resources/nodes.md) * [Configuring NVIDIA MIG Profiles](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/aiinitiatives/resources/mig-profiles.md) * [Using GB200 NVL72 and Multi-Node NVLink Domains](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/aiinitiatives/resources/using-gb200.md) * [Accelerating Workloads with Network Topology-Aware Scheduling](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/aiinitiatives/resources/topology-aware-scheduling.md) * [Node Pools](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/aiinitiatives/resources/node-pools.md) * [Scheduling and Resource Optimization](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/runai-scheduler.md) * [Scheduling](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/runai-scheduler/scheduling.md) * [The NVIDIA Run:ai Scheduler: Concepts and Principles](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/runai-scheduler/scheduling/concepts-and-principles.md) * [How the Scheduler Works](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/runai-scheduler/scheduling/how-the-scheduler-works.md) * [Setting the Default Scheduler](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/runai-scheduler/scheduling/default-scheduler.md) * [Workload Priority and Preemption](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/runai-scheduler/scheduling/workload-priority-control.md) * [Quick Starts](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/runai-scheduler/scheduling/quick-starts.md) * [Over Quota, Fairness and Preemption](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/runai-scheduler/scheduling/quick-starts/over-quota.md) * [Resource Optimization](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/runai-scheduler/resource-optimization.md) * [GPU Fractions](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/runai-scheduler/resource-optimization/fractions.md) * [Dynamic GPU Fractions](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/runai-scheduler/resource-optimization/dynamic-fractions.md) * [Optimize Performance with Node Level Scheduler](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/runai-scheduler/resource-optimization/node-level-scheduler.md) * [GPU Time-Slicing](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/runai-scheduler/resource-optimization/time-slicing.md) * [GPU Memory Swap](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/runai-scheduler/resource-optimization/memory-swap.md) * [CPU Compute and Memory Allocation](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/runai-scheduler/resource-optimization/allocation-of-cpu-and-memory.md) * [Quick Starts](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/runai-scheduler/resource-optimization/quick-starts.md) * [Launching Workloads with GPU Fractions](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/runai-scheduler/resource-optimization/quick-starts/gpu-fractions-quickstart.md) * [Launching Workloads with Dynamic GPU Fractions](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/runai-scheduler/resource-optimization/quick-starts/dynamic-gpu-fractions-quickstart.md) * [Launching Workloads with GPU Memory Swap](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/runai-scheduler/resource-optimization/quick-starts/gpu-memory-swap-quickstart.md) * [Policies](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/policies.md) * [Policies and Rules](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/policies/policies-and-rules.md) * [Workload Policies](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/policies/workload-policies.md) * [Policy YAML Examples](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/policies/policy-yaml-examples.md) * [Policy YAML Reference](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/policies/policy-yaml-reference.md) * [Scheduling Rules](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/policies/scheduling-rules.md) * [Monitor Performance and Health](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/monitor-performance.md) * [Before You Start](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/monitor-performance/before-you-start.md) * [Monitor Workloads by Category](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/monitor-performance/workload-categories.md) * [GPU Profiling Metrics](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/monitor-performance/gpu-profiling-metrics.md) * [Metrics and Telemetry](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/monitor-performance/metrics.md) * [Reports](https://run-ai-docs.nvidia.com/self-hosted/2.24/platform-management/monitor-performance/reports.md) * [Introduction to Workloads](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/introduction-to-workloads.md) * [Workload Types and Features](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/workload-types.md) * [NVIDIA Run:ai Native Workloads](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/workload-types/native-workloads.md) * [Supported Workload Types](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/workload-types/supported-workload-types.md) * [Extending Workload Support with Resource Interface](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/workload-types/extending-workload-support.md) * [Defining a Resource Interface](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/workload-types/extending-workload-support/defining-a-resource-interface.md) * [Quick Start Templates](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/workload-types/extending-workload-support/quick-start-templates.md) * [Supported Features](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/workload-types/supported-features.md) * [Workloads](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/workloads.md) * [Workload Assets](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/assets.md) * [Workload Assets](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/assets/overview.md) * [Environments](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/assets/environments.md) * [Data Sources](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/assets/datasources.md) * [Data Volumes](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/assets/data-volumes.md) * [Compute Resources](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/assets/compute-resources.md) * [Credentials](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/assets/credentials.md) * [Workload Templates](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/workload-templates.md) * [Workspace Templates](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/workload-templates/workspace-templates.md) * [Workspace Templates (Legacy)](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/workload-templates/workspace-templates/workspace-templates-legacy.md) * [Training Templates](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/workload-templates/training-templates.md) * [Standard Training Templates](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/workload-templates/training-templates/standard-training-templates.md) * [Distributed Training Templates](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/workload-templates/training-templates/distributed-training-templates.md) * [Inference Templates](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/workload-templates/inference-templates.md) * [Custom Inference Templates](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/workload-templates/inference-templates/custom-inference-templates.md) * [NVIDIA NIM Inference Templates](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/workload-templates/inference-templates/nvidia-nim-inference-templates.md) * [Hugging Face Inference Templates](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/workload-templates/inference-templates/hugging-face-inference-templates.md) * [Experiment Using Workspaces](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/using-workspaces.md) * [Running Workspaces](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/using-workspaces/running-workspace.md) * [Quick Starts](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/using-workspaces/quick-starts.md) * [Running Jupyter Notebooks Using Workspaces](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/using-workspaces/quick-starts/jupyter-quickstart.md) * [Train Models Using Training](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/using-training.md) * [Train Models Using a Standard Training Workload](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/using-training/train-models.md) * [Train Models Using a Distributed Training Workload](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/using-training/distributed-training-models.md) * [Best Practices: Checkpointing Preemptible Training Workloads](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/using-training/checkpointing-preemptible-workloads.md) * [Quick Starts](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/using-training/quick-starts.md) * [Run Your First Standard Training](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/using-training/quick-starts/standard-training-quickstart.md) * [Run Your First Distributed Training](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/using-training/quick-starts/distributed-training-quickstart.md) * [Deploy Models Using Inference](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/using-inference.md) * [NVIDIA Run:ai Inference Overview](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/using-inference/nvidia-run-ai-inference-overview.md) * [Deploy a Custom Inference Workload](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/using-inference/custom-inference.md) * [Deploy Inference Workloads with NVIDIA NIM](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/using-inference/nim-inference.md) * [Deploy Inference Workloads from Hugging Face](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/using-inference/hugging-face-inference.md) * [Deploy NVIDIA Cloud Functions (NVCF) in NVIDIA Run:ai](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/using-inference/nvcf.md) * [Quick Starts](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/using-inference/quick-starts.md) * [Run Your First Custom Inference Workload](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/using-inference/quick-starts/inference-quickstart.md) * [Submit Supported Workload Types via YAML](https://run-ai-docs.nvidia.com/self-hosted/2.24/workloads-in-nvidia-run-ai/submit-via-yaml.md) * [Introduction to AI Applications](https://run-ai-docs.nvidia.com/self-hosted/2.24/ai-applications/introduction-to-ai-applications.md) * [AI Applications](https://run-ai-docs.nvidia.com/self-hosted/2.24/ai-applications/ai-applications.md) * [Training Tutorials](https://run-ai-docs.nvidia.com/self-hosted/2.24/tutorials/training-tutorials.md) * [Distributed Training with PyTorch](https://run-ai-docs.nvidia.com/self-hosted/2.24/tutorials/training-tutorials/distributed-pytorch.md) * [Validating GPU Cluster Communication with NCCL Tests](https://run-ai-docs.nvidia.com/self-hosted/2.24/tutorials/training-tutorials/nccl-tests.md) * [Inference Tutorials](https://run-ai-docs.nvidia.com/self-hosted/2.24/tutorials/inference-tutorials.md) * [NVIDIA NIM Distributed Inference Deployment](https://run-ai-docs.nvidia.com/self-hosted/2.24/tutorials/inference-tutorials/nvidia-nim-distributed.md) * [Hugging Face Distributed Inference Deployment](https://run-ai-docs.nvidia.com/self-hosted/2.24/tutorials/inference-tutorials/hugging-face-distributed.md) * [NVIDIA Dynamo Aggregated Inference Deployment](https://run-ai-docs.nvidia.com/self-hosted/2.24/tutorials/inference-tutorials/aggregated-dynamo.md) * [NVIDIA Dynamo Disaggregated Inference Deployment](https://run-ai-docs.nvidia.com/self-hosted/2.24/tutorials/inference-tutorials/disaggregated-dynamo.md) * [General Settings](https://run-ai-docs.nvidia.com/self-hosted/2.24/settings/general-settings.md) * [Notifications](https://run-ai-docs.nvidia.com/self-hosted/2.24/settings/general-settings/notifications.md) * [User Settings](https://run-ai-docs.nvidia.com/self-hosted/2.24/settings/user-settings.md) * [Notifications](https://run-ai-docs.nvidia.com/self-hosted/2.24/settings/user-settings/notifications.md) * [User Access Keys (formerly applications)](https://run-ai-docs.nvidia.com/self-hosted/2.24/settings/user-settings/user-access-keys.md) * [User Credentials](https://run-ai-docs.nvidia.com/self-hosted/2.24/settings/user-settings/user-credentials.md) * [CLI Reference](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli.md) * [Install and Configure CLI](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/install-cli.md) * [Add NVIDIA Run:ai Authorization to Kubeconfig](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/set-kubeconfig-parameters.md) * [Auto Update CLI Mechanism](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/auto-update-cli-mechanism.md) * [CLI Commands Reference](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai.md) * [runai auth](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_auth.md) * [runai auth get token](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_auth_get-token.md) * [runai cluster](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_cluster.md) * [runai cluster list](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_cluster_list.md) * [runai cluster set](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_cluster_set.md) * [runai compute](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-compute.md) * [runai compute describe](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-compute-describe.md) * [runai compute list](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-compute-list.md) * [runai config](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_config.md) * [runai config describe](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_config_describe.md) * [runai config generate](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_config_generate.md) * [runai config set](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_config_set.md) * [runai datasource](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-datasource.md) * [runai datasource describe](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-datasource-describe.md) * [runai datasource list](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-datasource-list.md) * [runai department](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-department.md) * [runai department list](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-department-list.md) * [runai diagnostics](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-diagnostics.md) * [runai diagnostics collect-logs](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-diagnostics-collect-logs.md) * [runai environment](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-environment.md) * [runai environment describe](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-environment-describe.md) * [runai environment list](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-environment-list.md) * [runai inference](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_inference.md) * [runai inference bash](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-inference-bash.md) * [runai inference delete](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_inference_delete.md) * [runai inference describe](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_inference_describe.md) * [runai inference distributed](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-inference-distributed.md) * [runai inference distributed bash](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-inference-distributed-bash.md) * [runai inference distributed delete](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-inference-distributed-delete.md) * [runai inference distributed describe](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-inference-distributed-describe.md) * [runai inference distributed exec](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-inference-distributed-exec.md) * [runai inference distributed list](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-inference-distributed-list.md) * [runai inference distributed logs](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-inference-distributed-logs.md) * [runai inference distributed port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-inference-distributed-port-forward.md) * [runai inference distributed scale](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-inference-distributed-scale.md) * [runai inference distributed submit](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-inference-distributed-submit.md) * [runai inference exec](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-inference-exec.md) * [runai inference list](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_inference_list.md) * [runai inference logs](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-inference-logs.md) * [runai inference port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-inference-port-forward.md) * [runai inference standard](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-inference-standard.md) * [runai inference standard bash](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-inference-standard-bash.md) * [runai inference standard delete](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-inference-standard-delete.md) * [runai inference standard describe](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-inference-standard-describe.md) * [runai inference standard exec](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-inference-standard-exec.md) * [runai inference standard list](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-inference-standard-list.md) * [runai inference standard logs](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-inference-standard-logs.md) * [runai inference standard port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-inference-standard-port-forward.md) * [runai inference standard submit](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-inference-standard-submit.md) * [runai inference standard update](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-inference-standard-update.md) * [runai inference submit](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_inference_submit.md) * [runai inference update](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_inference_update.md) * [runai jax](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_jax.md) * [runai jax attach](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_jax_attach.md) * [runai jax bash](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_jax_bash.md) * [runai jax delete](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_jax_delete.md) * [runai jax describe](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_jax_describe.md) * [runai jax exec](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_jax_exec.md) * [runai jax list](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_jax_list.md) * [runai jax logs](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_jax_logs.md) * [runai jax port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_jax_port-forward.md) * [runai jax resume](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_jax_resume.md) * [runai jax submit](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_jax_submit.md) * [runai jax suspend](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_jax_suspend.md) * [runai kubeconfig](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_kubeconfig.md) * [runai kubeconfig set](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_kubeconfig_set.md) * [runai login](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_login.md) * [runai login access-key](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-login-access-key.md) * [runai login application](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_login_application.md) * [runai login sso](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_login_sso.md) * [runai login user](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_login_user.md) * [runai logout](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_logout.md) * [runai mpi](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_mpi.md) * [runai mpi attach](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_mpi_attach.md) * [runai mpi bash](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_mpi_bash.md) * [runai mpi delete](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_mpi_delete.md) * [runai mpi describe](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_mpi_describe.md) * [runai mpi exec](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_mpi_exec.md) * [runai mpi list](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_mpi_list.md) * [runai mpi logs](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_mpi_logs.md) * [runai mpi port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_mpi_port-forward.md) * [runai mpi resume](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_mpi_resume.md) * [runai mpi submit](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_mpi_submit.md) * [runai mpi suspend](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_mpi_suspend.md) * [runai node](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_node.md) * [runai node list](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_node_list.md) * [runai nodepool](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_nodepool.md) * [runai nodepool list](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_nodepool_list.md) * [runai project](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_project.md) * [runai project create](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-project-create.md) * [runai project list](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_project_list.md) * [runai project set](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_project_set.md) * [runai pvc](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_pvc.md) * [runai pvc list](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_pvc_list.md) * [runai pytorch](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_pytorch.md) * [runai pytorch attach](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_pytorch_attach.md) * [runai pytorch bash](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_pytorch_bash.md) * [runai pytorch delete](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_pytorch_delete.md) * [runai pytorch describe](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_pytorch_describe.md) * [runai pytorch exec](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_pytorch_exec.md) * [runai pytorch list](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_pytorch_list.md) * [runai pytorch logs](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_pytorch_logs.md) * [runai pytorch port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_pytorch_port-forward.md) * [runai pytorch resume](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_pytorch_resume.md) * [runai pytorch submit](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_pytorch_submit.md) * [runai pytorch suspend](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_pytorch_suspend.md) * [runai report](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_report.md) * [runai report metrics](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_report_metrics.md) * [runai report metrics clear](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_report_metrics_clear.md) * [runai report metrics config](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_report_metrics_config.md) * [runai report metrics output](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_report_metrics_output.md) * [runai template](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-template.md) * [runai template describe](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-template-describe.md) * [runai template list](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-template-list.md) * [runai tensorflow](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_tensorflow.md) * [runai tensorflow attach](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_tensorflow_attach.md) * [runai tensorflow bash](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_tensorflow_bash.md) * [runai tensorflow delete](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_tensorflow_delete.md) * [runai tensorflow describe](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_tensorflow_describe.md) * [runai tensorflow exec](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_tensorflow_exec.md) * [runai tensorflow list](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_tensorflow_list.md) * [runai tensorflow logs](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_tensorflow_logs.md) * [runai tensorflow port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_tensorflow_port-forward.md) * [runai tensorflow resume](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_tensorflow_resume.md) * [runai tensorflow submit](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_tensorflow_submit.md) * [runai tensorflow suspend](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_tensorflow_suspend.md) * [runai training](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training.md) * [runai training attach](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_attach.md) * [runai training bash](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_bash.md) * [runai training delete](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_delete.md) * [runai training describe](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_describe.md) * [runai training exec](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_exec.md) * [runai training jax](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_jax.md) * [runai training jax attach](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_jax_attach.md) * [runai training jax bash](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_jax_bash.md) * [runai training jax delete](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_jax_delete.md) * [runai training jax describe](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_jax_describe.md) * [runai training jax exec](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_jax_exec.md) * [runai training jax list](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_jax_list.md) * [runai training jax logs](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_jax_logs.md) * [runai training jax port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_jax_port-forward.md) * [runai training jax resume](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_jax_resume.md) * [runai training jax submit](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_jax_submit.md) * [runai training jax suspend](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_jax_suspend.md) * [runai training list](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_list.md) * [runai training logs](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_logs.md) * [runai training mpi](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_mpi.md) * [runai training mpi attach](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_mpi_attach.md) * [runai training mpi bash](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_mpi_bash.md) * [runai training mpi delete](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_mpi_delete.md) * [runai training mpi describe](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_mpi_describe.md) * [runai training mpi exec](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_mpi_exec.md) * [runai training mpi list](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_mpi_list.md) * [runai training mpi logs](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_mpi_logs.md) * [runai training mpi port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_mpi_port-forward.md) * [runai training mpi resume](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_mpi_resume.md) * [runai training mpi submit](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_mpi_submit.md) * [runai training mpi suspend](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_mpi_suspend.md) * [runai training port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_port-forward.md) * [runai training pytorch](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_pytorch.md) * [runai training pytorch attach](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_pytorch_attach.md) * [runai training pytorch bash](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_pytorch_bash.md) * [runai training pytorch delete](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_pytorch_delete.md) * [runai training pytorch describe](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_pytorch_describe.md) * [runai training pytorch exec](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_pytorch_exec.md) * [runai training pytorch list](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_pytorch_list.md) * [runai training pytorch logs](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_pytorch_logs.md) * [runai training pytorch port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_pytorch_port-forward.md) * [runai training pytorch resume](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_pytorch_resume.md) * [runai training pytorch submit](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_pytorch_submit.md) * [runai training pytorch suspend](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_pytorch_suspend.md) * [runai training resume](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_resume.md) * [runai training standard](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_standard.md) * [runai training standard attach](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_standard_attach.md) * [runai training standard bash](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_standard_bash.md) * [runai training standard delete](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_standard_delete.md) * [runai training standard describe](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_standard_describe.md) * [runai training standard exec](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_standard_exec.md) * [runai training standard list](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_standard_list.md) * [runai training standard logs](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_standard_logs.md) * [runai training standard port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_standard_port-forward.md) * [runai training standard resume](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_standard_resume.md) * [runai training standard submit](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_standard_submit.md) * [runai training standard suspend](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_standard_suspend.md) * [runai training submit](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_submit.md) * [runai training suspend](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_suspend.md) * [runai training tensorflow](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_tensorflow.md) * [runai training tensorflow attach](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_tensorflow_attach.md) * [runai training tensorflow bash](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_tensorflow_bash.md) * [runai training tensorflow delete](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_tensorflow_delete.md) * [runai training tensorflow describe](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_tensorflow_describe.md) * [runai training tensorflow exec](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_tensorflow_exec.md) * [runai training tensorflow list](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_tensorflow_list.md) * [runai training tensorflow logs](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_tensorflow_logs.md) * [runai training tensorflow port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_tensorflow_port-forward.md) * [runai training tensorflow resume](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_tensorflow_resume.md) * [runai training tensorflow submit](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_tensorflow_submit.md) * [runai training tensorflow suspend](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_tensorflow_suspend.md) * [runai training xgboost](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_xgboost.md) * [runai training xgboost attach](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_xgboost_attach.md) * [runai training xgboost bash](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_xgboost_bash.md) * [runai training xgboost delete](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_xgboost_delete.md) * [runai training xgboost describe](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_xgboost_describe.md) * [runai training xgboost exec](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_xgboost_exec.md) * [runai training xgboost list](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_xgboost_list.md) * [runai training xgboost logs](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_xgboost_logs.md) * [runai training xgboost port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_xgboost_port-forward.md) * [runai training xgboost resume](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_xgboost_resume.md) * [runai training xgboost submit](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_xgboost_submit.md) * [runai training xgboost suspend](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_training_xgboost_suspend.md) * [runai upgrade](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_upgrade.md) * [runai version](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_version.md) * [runai whoami](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_whoami.md) * [runai workload](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_workload.md) * [runai workload delete](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_workload_delete.md) * [runai workload describe](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_workload_describe.md) * [runai workload list](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_workload_list.md) * [runai workload submit](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai-workload-submit.md) * [runai workspace](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_workspace.md) * [runai workspace attach](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_workspace_attach.md) * [runai workspace bash](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_workspace_bash.md) * [runai workspace delete](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_workspace_delete.md) * [runai workspace describe](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_workspace_describe.md) * [runai workspace exec](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_workspace_exec.md) * [runai workspace list](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_workspace_list.md) * [runai workspace logs](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_workspace_logs.md) * [runai workspace port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_workspace_port-forward.md) * [runai workspace resume](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_workspace_resume.md) * [runai workspace submit](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_workspace_submit.md) * [runai workspace suspend](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_workspace_suspend.md) * [runai xgboost](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_xgboost.md) * [runai xgboost attach](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_xgboost_attach.md) * [runai xgboost bash](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_xgboost_bash.md) * [runai xgboost delete](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_xgboost_delete.md) * [runai xgboost describe](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_xgboost_describe.md) * [runai xgboost exec](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_xgboost_exec.md) * [runai xgboost list](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_xgboost_list.md) * [runai xgboost logs](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_xgboost_logs.md) * [runai xgboost port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_xgboost_port-forward.md) * [runai xgboost resume](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_xgboost_resume.md) * [runai xgboost submit](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_xgboost_submit.md) * [runai xgboost suspend](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/runai/runai_xgboost_suspend.md) * [CLI Commands Examples](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/cli-examples.md) * [Administrator CLI](https://run-ai-docs.nvidia.com/self-hosted/2.24/reference/cli/administrator-cli.md) * [Product Support Policy](https://run-ai-docs.nvidia.com/self-hosted/2.24/support-policy/product-support-policy.md) * [Product Version Life Cycle](https://run-ai-docs.nvidia.com/self-hosted/2.24/support-policy/product-version-life-cycle.md) - [Overview](https://run-ai-docs.nvidia.com/self-hosted/2.23/getting-started/overview.md) - [What's New](https://run-ai-docs.nvidia.com/self-hosted/2.23/getting-started/whats-new.md) - [What's New in Version 2.23](https://run-ai-docs.nvidia.com/self-hosted/2.23/getting-started/whats-new/whats-new-2-23.md) - [Hotfixes for Version 2.23](https://run-ai-docs.nvidia.com/self-hosted/2.23/getting-started/whats-new/hotfixes-for-version-2.23.md) - [Quick Start Guides](https://run-ai-docs.nvidia.com/self-hosted/2.23/getting-started/quick-starts.md) - [Quick Start for Infrastructure Administrators](https://run-ai-docs.nvidia.com/self-hosted/2.23/getting-started/quick-starts/infra-admin-quick-start.md) - [Quick Start for Platform Administrators](https://run-ai-docs.nvidia.com/self-hosted/2.23/getting-started/quick-starts/platform-admin-quick-start.md) - [Quick Start for AI Practitioners](https://run-ai-docs.nvidia.com/self-hosted/2.23/getting-started/quick-starts/ai-practitioner-quick-start.md) - [Installation](https://run-ai-docs.nvidia.com/self-hosted/2.23/getting-started/installation.md) - [Support Matrix](https://run-ai-docs.nvidia.com/self-hosted/2.23/getting-started/installation/support-matrix.md) - [Install Using Helm](https://run-ai-docs.nvidia.com/self-hosted/2.23/getting-started/installation/install-using-helm.md) - [Control Plane System Requirements](https://run-ai-docs.nvidia.com/self-hosted/2.23/getting-started/installation/install-using-helm/cp-system-requirements.md) - [Preparations](https://run-ai-docs.nvidia.com/self-hosted/2.23/getting-started/installation/install-using-helm/preparations.md) - [Network Requirements](https://run-ai-docs.nvidia.com/self-hosted/2.23/getting-started/installation/install-using-helm/network-requirements.md) - [Install the Control Plane](https://run-ai-docs.nvidia.com/self-hosted/2.23/getting-started/installation/install-using-helm/install-control-plane.md) - [Cluster System Requirements](https://run-ai-docs.nvidia.com/self-hosted/2.23/getting-started/installation/install-using-helm/system-requirements.md) - [Install the Cluster](https://run-ai-docs.nvidia.com/self-hosted/2.23/getting-started/installation/install-using-helm/helm-install.md) - [Upgrade](https://run-ai-docs.nvidia.com/self-hosted/2.23/getting-started/installation/install-using-helm/upgrade.md) - [Uninstall](https://run-ai-docs.nvidia.com/self-hosted/2.23/getting-started/installation/install-using-helm/uninstall.md) - [Install Using Base Command Manager (BCM)](https://run-ai-docs.nvidia.com/self-hosted/2.23/getting-started/installation/bcm-install.md) - [DGX B200 Configuration](https://run-ai-docs.nvidia.com/self-hosted/2.23/getting-started/installation/bcm-install/dgx-b200-configuration.md) - [DGX B300 Configuration](https://run-ai-docs.nvidia.com/self-hosted/2.23/getting-started/installation/bcm-install/dgx-b300-configuration.md) - [DGX GB200 Configuration](https://run-ai-docs.nvidia.com/self-hosted/2.23/getting-started/installation/bcm-install/dgx-gb200-configuration.md) - [DGX GB300 Configuration](https://run-ai-docs.nvidia.com/self-hosted/2.23/getting-started/installation/bcm-install/dgx-gb300-configuration.md) - [Validation Tests](https://run-ai-docs.nvidia.com/self-hosted/2.23/getting-started/installation/bcm-install/validation-tests.md) - [Preparations](https://run-ai-docs.nvidia.com/self-hosted/2.23/getting-started/installation/bcm-install/preparations.md) - [Connected Deployment](https://run-ai-docs.nvidia.com/self-hosted/2.23/getting-started/installation/bcm-install/deployment.md) - [Air-Gapped Deployment](https://run-ai-docs.nvidia.com/self-hosted/2.23/getting-started/installation/bcm-install/airgapped-deployment.md) - [Authentication and Authorization](https://run-ai-docs.nvidia.com/self-hosted/2.23/infrastructure-setup/authentication.md) - [Authentication and Authorization](https://run-ai-docs.nvidia.com/self-hosted/2.23/infrastructure-setup/authentication/overview.md) - [Users](https://run-ai-docs.nvidia.com/self-hosted/2.23/infrastructure-setup/authentication/users.md) - [SSO](https://run-ai-docs.nvidia.com/self-hosted/2.23/infrastructure-setup/authentication/sso.md) - [Set Up SSO with SAML](https://run-ai-docs.nvidia.com/self-hosted/2.23/infrastructure-setup/authentication/sso/saml.md) - [Set Up SSO with OpenID Connect](https://run-ai-docs.nvidia.com/self-hosted/2.23/infrastructure-setup/authentication/sso/openidconnect.md) - [Set Up SSO with OpenShift](https://run-ai-docs.nvidia.com/self-hosted/2.23/infrastructure-setup/authentication/sso/openshift.md) - [Roles](https://run-ai-docs.nvidia.com/self-hosted/2.23/infrastructure-setup/authentication/roles.md) - [Applications](https://run-ai-docs.nvidia.com/self-hosted/2.23/infrastructure-setup/authentication/applications.md) - [Access Rules](https://run-ai-docs.nvidia.com/self-hosted/2.23/infrastructure-setup/authentication/accessrules.md) - [Cluster Authentication](https://run-ai-docs.nvidia.com/self-hosted/2.23/infrastructure-setup/authentication/cluster-authentication.md) - [Advanced Setup](https://run-ai-docs.nvidia.com/self-hosted/2.23/infrastructure-setup/advanced-setup.md) - [Node Roles](https://run-ai-docs.nvidia.com/self-hosted/2.23/infrastructure-setup/advanced-setup/node-roles.md) - [Advanced Control Plane Configurations](https://run-ai-docs.nvidia.com/self-hosted/2.23/infrastructure-setup/advanced-setup/control-plane-config.md) - [Advanced Cluster Configurations](https://run-ai-docs.nvidia.com/self-hosted/2.23/infrastructure-setup/advanced-setup/cluster-config.md) - [Container Access](https://run-ai-docs.nvidia.com/self-hosted/2.23/infrastructure-setup/advanced-setup/container-access.md) - [External Access to 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Scale](https://run-ai-docs.nvidia.com/self-hosted/2.23/infrastructure-setup/procedures/scaling.md) - [High Availability](https://run-ai-docs.nvidia.com/self-hosted/2.23/infrastructure-setup/procedures/high-availability.md) - [Monitoring and Maintenance](https://run-ai-docs.nvidia.com/self-hosted/2.23/infrastructure-setup/procedures/monitoring.md) - [NVIDIA Run:ai System Monitoring](https://run-ai-docs.nvidia.com/self-hosted/2.23/infrastructure-setup/procedures/system-monitoring.md) - [Clusters](https://run-ai-docs.nvidia.com/self-hosted/2.23/infrastructure-setup/procedures/clusters.md) - [Shared Storage](https://run-ai-docs.nvidia.com/self-hosted/2.23/infrastructure-setup/procedures/shared-storage.md) - [Nodes Maintenance](https://run-ai-docs.nvidia.com/self-hosted/2.23/infrastructure-setup/procedures/nodes-maintenance.md) - [Backup and Restore](https://run-ai-docs.nvidia.com/self-hosted/2.23/infrastructure-setup/procedures/cluster-restore.md) - [Secure Your Cluster](https://run-ai-docs.nvidia.com/self-hosted/2.23/infrastructure-setup/procedures/secure-your-cluster.md) - [Logs Collection](https://run-ai-docs.nvidia.com/self-hosted/2.23/infrastructure-setup/procedures/logs-collection.md) - [Event History](https://run-ai-docs.nvidia.com/self-hosted/2.23/infrastructure-setup/procedures/event-history.md) - [Manage AI Initiatives](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/aiinitiatives.md) - [Adapting AI Initiatives to Your Organization](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/aiinitiatives/adapting-ai-initiatives.md) - [Managing Your Organization](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/aiinitiatives/organization.md) - [Projects](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/aiinitiatives/organization/projects.md) - [Departments](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/aiinitiatives/organization/departments.md) - [Managing Your Resources](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/aiinitiatives/resources.md) - [Nodes](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/aiinitiatives/resources/nodes.md) - [Configuring NVIDIA MIG Profiles](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/aiinitiatives/resources/mig-profiles.md) - [Using GB200 NVL72 and Multi-Node NVLink Domains](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/aiinitiatives/resources/using-gb200.md) - [Accelerating Workloads with Network Topology-Aware Scheduling](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/aiinitiatives/resources/topology-aware-scheduling.md) - [Node Pools](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/aiinitiatives/resources/node-pools.md) - [Scheduling and Resource Optimization](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/runai-scheduler.md) - [Scheduling](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/runai-scheduler/scheduling.md) - [The NVIDIA Run:ai Scheduler: Concepts and Principles](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/runai-scheduler/scheduling/concepts-and-principles.md) - [How the Scheduler Works](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/runai-scheduler/scheduling/how-the-scheduler-works.md) - [Setting the Default Scheduler](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/runai-scheduler/scheduling/default-scheduler.md) - [Workload Priority Control](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/runai-scheduler/scheduling/workload-priority-control.md) - [Quick Starts](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/runai-scheduler/scheduling/quick-starts.md) - [Over Quota, Fairness and Preemption](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/runai-scheduler/scheduling/quick-starts/over-quota.md) - [Resource Optimization](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/runai-scheduler/resource-optimization.md) - [GPU Fractions](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/runai-scheduler/resource-optimization/fractions.md) - [Dynamic GPU Fractions](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/runai-scheduler/resource-optimization/dynamic-fractions.md) - [Optimize Performance with Node Level Scheduler](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/runai-scheduler/resource-optimization/node-level-scheduler.md) - [GPU Time-Slicing](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/runai-scheduler/resource-optimization/time-slicing.md) - [GPU Memory Swap](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/runai-scheduler/resource-optimization/memory-swap.md) - [CPU Compute and Memory Allocation](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/runai-scheduler/resource-optimization/allocation-of-cpu-and-memory.md) - [Quick Starts](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/runai-scheduler/resource-optimization/quick-starts.md) - [Launching Workloads with GPU Fractions](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/runai-scheduler/resource-optimization/quick-starts/gpu-fractions-quickstart.md) - [Launching Workloads with Dynamic GPU Fractions](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/runai-scheduler/resource-optimization/quick-starts/dynamic-gpu-fractions-quickstart.md) - [Launching Workloads with GPU Memory Swap](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/runai-scheduler/resource-optimization/quick-starts/gpu-memory-swap-quickstart.md) - [Policies](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/policies.md) - [Policies and Rules](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/policies/policies-and-rules.md) - [Workload Policies](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/policies/workload-policies.md) - [Policy YAML Examples](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/policies/policy-yaml-examples.md) - [Policy YAML Reference](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/policies/policy-yaml-reference.md) - [Scheduling Rules](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/policies/scheduling-rules.md) - [Monitor Performance and Health](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/monitor-performance.md) - [Before You Start](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/monitor-performance/before-you-start.md) - [Monitor Workloads by Category](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/monitor-performance/workload-categories.md) - [GPU Profiling Metrics](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/monitor-performance/gpu-profiling-metrics.md) - [Metrics and Telemetry](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/monitor-performance/metrics.md) - [Reports](https://run-ai-docs.nvidia.com/self-hosted/2.23/platform-management/monitor-performance/reports.md) - [Introduction to Workloads](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/introduction-to-workloads.md) - [Workload Types and Features](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/workload-types.md) - [NVIDIA Run:ai Native Workloads](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/workload-types/native-workloads.md) - [Extending Workload Support with Resource Interface](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/workload-types/extending-workload-support.md) - [Defining a Resource Interface](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/workload-types/extending-workload-support/defining-a-resource-interface.md) - [Quick Start Templates](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/workload-types/extending-workload-support/quick-start-templates.md) - [Supported Features](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/workload-types/supported-features.md) - [Workloads](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/workloads.md) - [Workload Assets](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/assets.md) - [Workload Assets](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/assets/overview.md) - [Environments](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/assets/environments.md) - [Data Sources](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/assets/datasources.md) - [Data Volumes](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/assets/data-volumes.md) - [Compute Resources](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/assets/compute-resources.md) - [Credentials](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/assets/credentials.md) - [Workload Templates](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/workload-templates.md) - [Workspace Templates](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/workload-templates/workspace-templates.md) - [Workspace Templates (Legacy)](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/workload-templates/workspace-templates/workspace-templates-legacy.md) - [Training Templates](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/workload-templates/training-templates.md) - [Standard Training Templates](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/workload-templates/training-templates/standard-training-templates.md) - [Distributed Training Templates](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/workload-templates/training-templates/distributed-training-templates.md) - [Inference Templates](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/workload-templates/inference-templates.md) - [Custom Inference Templates](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/workload-templates/inference-templates/custom-inference-templates.md) - [Hugging Face Inference Templates](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/workload-templates/inference-templates/hugging-face-inference-templates.md) - [NVIDIA NIM Inference Templates](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/workload-templates/inference-templates/nvidia-nim-inference-templates.md) - [Experiment Using Workspaces](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/using-workspaces.md) - [Running Workspaces](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/using-workspaces/running-workspace.md) - [Quick Starts](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/using-workspaces/quick-starts.md) - [Running Jupyter Notebooks Using Workspaces](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/using-workspaces/quick-starts/jupyter-quickstart.md) - [Train Models Using Training](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/using-training.md) - [Standard Training](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/using-training/standard-training.md) - [Train Models Using a Standard Training Workload](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/using-training/standard-training/train-models.md) - [Quick Starts](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/using-training/standard-training/quick-starts.md) - [Run Your First Standard Training](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/using-training/standard-training/quick-starts/standard-training-quickstart.md) - [Distributed Training](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/using-training/distributed-training.md) - [Train Models Using a Distributed Training Workload](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/using-training/distributed-training/distributed-training-models.md) - [Quick Starts](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/using-training/distributed-training/quick-starts.md) - [Run Your First Distributed Training](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/using-training/distributed-training/quick-starts/distributed-training-quickstart.md) - [Best Practices: Checkpointing Preemptible Training Workloads](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/using-training/checkpointing-preemptible-workloads.md) - [Deploy Models Using Inference](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/using-inference.md) - [NVIDIA Run:ai Inference Overview](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/using-inference/nvidia-run-ai-inference-overview.md) - [Deploy a Custom Inference Workload](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/using-inference/custom-inference.md) - [Deploy Inference Workloads from Hugging Face](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/using-inference/hugging-face-inference.md) - [Deploy Inference Workloads with NVIDIA NIM](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/using-inference/nim-inference.md) - [Deploy NVIDIA Cloud Functions (NVCF) in NVIDIA Run:ai](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/using-inference/nvcf.md) - [Quick Starts](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/using-inference/quick-starts.md) - [Run Your First Custom Inference Workload](https://run-ai-docs.nvidia.com/self-hosted/2.23/workloads-in-nvidia-run-ai/using-inference/quick-starts/inference-quickstart.md) - [Training Tutorials](https://run-ai-docs.nvidia.com/self-hosted/2.23/tutorials/training-tutorials.md) - [Distributed Training with PyTorch](https://run-ai-docs.nvidia.com/self-hosted/2.23/tutorials/training-tutorials/distributed-pytorch.md) - [Validating GPU Cluster Communication with NCCL Tests](https://run-ai-docs.nvidia.com/self-hosted/2.23/tutorials/training-tutorials/nccl-tests.md) - [Inference Tutorials](https://run-ai-docs.nvidia.com/self-hosted/2.23/tutorials/inference-tutorials.md) - [NVIDIA NIM Distributed Inference Deployment](https://run-ai-docs.nvidia.com/self-hosted/2.23/tutorials/inference-tutorials/nvidia-nim-distributed.md) - [Hugging Face Distributed Inference Deployment](https://run-ai-docs.nvidia.com/self-hosted/2.23/tutorials/inference-tutorials/hugging-face-distributed.md) - [General Settings](https://run-ai-docs.nvidia.com/self-hosted/2.23/settings/general-settings.md) - [Notifications](https://run-ai-docs.nvidia.com/self-hosted/2.23/settings/general-settings/notifications.md) - [User Settings](https://run-ai-docs.nvidia.com/self-hosted/2.23/settings/user-settings.md) - [Notifications](https://run-ai-docs.nvidia.com/self-hosted/2.23/settings/user-settings/notifications.md) - [User Applications](https://run-ai-docs.nvidia.com/self-hosted/2.23/settings/user-settings/user-applications.md) - [User Credentials](https://run-ai-docs.nvidia.com/self-hosted/2.23/settings/user-settings/user-credentials.md) - [CLI Reference](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli.md) - [Install and Configure CLI](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/install-cli.md) - [Add NVIDIA Run:ai Authorization to Kubeconfig](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/set-kubeconfig-parameters.md) - [Auto Update CLI Mechanism](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/auto-update-cli-mechanism.md) - [CLI Commands Reference](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai.md) - [runai auth](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_auth.md) - [runai auth get token](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_auth_get-token.md) - [runai cluster](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_cluster.md) - [runai cluster list](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_cluster_list.md) - [runai cluster set](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_cluster_set.md) - [runai config](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_config.md) - [runai config describe](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_config_describe.md) - [runai config generate](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_config_generate.md) - [runai config set](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_config_set.md) - [runai department](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai-department.md) - [runai department list](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai-department-list.md) - [runai inference](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_inference.md) - [runai inference bash](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai-inference-bash.md) - [runai inference delete](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_inference_delete.md) - [runai inference describe](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_inference_describe.md) - [runai inference exec](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai-inference-exec.md) - [runai inference list](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_inference_list.md) - [runai inference logs](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai-inference-logs.md) - [runai inference port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai-inference-port-forward.md) - [runai inference submit](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_inference_submit.md) - [runai inference update](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_inference_update.md) - [runai jax](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_jax.md) - [runai jax attach](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_jax_attach.md) - [runai jax bash](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_jax_bash.md) - [runai jax delete](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_jax_delete.md) - [runai jax describe](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_jax_describe.md) - [runai jax exec](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_jax_exec.md) - [runai jax list](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_jax_list.md) - [runai jax logs](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_jax_logs.md) - [runai jax port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_jax_port-forward.md) - [runai jax resume](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_jax_resume.md) - [runai jax submit](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_jax_submit.md) - [runai jax suspend](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_jax_suspend.md) - [runai kubeconfig](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_kubeconfig.md) - [runai kubeconfig set](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_kubeconfig_set.md) - [runai login](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_login.md) - [runai login application](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_login_application.md) - [runai login sso](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_login_sso.md) - [runai login user](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_login_user.md) - [runai logout](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_logout.md) - [runai mpi](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_mpi.md) - [runai mpi attach](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_mpi_attach.md) - [runai mpi bash](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_mpi_bash.md) - [runai mpi delete](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_mpi_delete.md) - [runai mpi describe](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_mpi_describe.md) - [runai mpi exec](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_mpi_exec.md) - [runai mpi list](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_mpi_list.md) - [runai mpi logs](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_mpi_logs.md) - [runai mpi port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_mpi_port-forward.md) - [runai mpi resume](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_mpi_resume.md) - [runai mpi submit](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_mpi_submit.md) - [runai mpi suspend](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_mpi_suspend.md) - [runai node](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_node.md) - [runai node list](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_node_list.md) - [runai nodepool](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_nodepool.md) - [runai nodepool list](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_nodepool_list.md) - [runai project](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_project.md) - [runai project create](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai-project-create.md) - [runai project list](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_project_list.md) - [runai project set](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_project_set.md) - [runai pvc](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_pvc.md) - [runai pvc list](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_pvc_list.md) - [runai pytorch](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_pytorch.md) - [runai pytorch attach](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_pytorch_attach.md) - [runai pytorch bash](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_pytorch_bash.md) - [runai pytorch delete](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_pytorch_delete.md) - [runai pytorch describe](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_pytorch_describe.md) - [runai pytorch exec](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_pytorch_exec.md) - [runai pytorch list](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_pytorch_list.md) - [runai pytorch logs](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_pytorch_logs.md) - [runai pytorch port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_pytorch_port-forward.md) - [runai pytorch resume](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_pytorch_resume.md) - [runai pytorch submit](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_pytorch_submit.md) - [runai pytorch suspend](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_pytorch_suspend.md) - [runai report](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_report.md) - [runai report metrics](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_report_metrics.md) - [runai report metrics clear](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_report_metrics_clear.md) - [runai report metrics config](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_report_metrics_config.md) - [runai report metrics output](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_report_metrics_output.md) - [runai tensorflow](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_tensorflow.md) - [runai tensorflow attach](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_tensorflow_attach.md) - [runai tensorflow bash](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_tensorflow_bash.md) - [runai tensorflow delete](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_tensorflow_delete.md) - [runai tensorflow describe](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_tensorflow_describe.md) - [runai tensorflow exec](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_tensorflow_exec.md) - [runai tensorflow list](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_tensorflow_list.md) - [runai tensorflow logs](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_tensorflow_logs.md) - [runai tensorflow port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_tensorflow_port-forward.md) - [runai tensorflow resume](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_tensorflow_resume.md) - [runai tensorflow submit](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_tensorflow_submit.md) - [runai tensorflow suspend](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_tensorflow_suspend.md) - [runai training](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training.md) - [runai training attach](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_attach.md) - [runai training bash](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_bash.md) - [runai training delete](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_delete.md) - [runai training describe](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_describe.md) - [runai training exec](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_exec.md) - [runai training jax](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_jax.md) - [runai training jax attach](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_jax_attach.md) - [runai training jax bash](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_jax_bash.md) - [runai training jax delete](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_jax_delete.md) - [runai training jax describe](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_jax_describe.md) - [runai training jax exec](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_jax_exec.md) - [runai training jax list](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_jax_list.md) - [runai training jax logs](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_jax_logs.md) - [runai training jax port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_jax_port-forward.md) - [runai training jax resume](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_jax_resume.md) - [runai training jax submit](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_jax_submit.md) - [runai training jax suspend](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_jax_suspend.md) - [runai training list](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_list.md) - [runai training logs](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_logs.md) - [runai training mpi](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_mpi.md) - [runai training mpi attach](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_mpi_attach.md) - [runai training mpi bash](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_mpi_bash.md) - [runai training mpi delete](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_mpi_delete.md) - [runai training mpi describe](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_mpi_describe.md) - [runai training mpi exec](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_mpi_exec.md) - [runai training mpi list](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_mpi_list.md) - [runai training mpi logs](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_mpi_logs.md) - [runai training mpi port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_mpi_port-forward.md) - [runai training mpi resume](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_mpi_resume.md) - [runai training mpi submit](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_mpi_submit.md) - [runai training mpi suspend](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_mpi_suspend.md) - [runai training port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_port-forward.md) - [runai training pytorch](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_pytorch.md) - [runai training pytorch attach](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_pytorch_attach.md) - [runai training pytorch bash](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_pytorch_bash.md) - [runai training pytorch delete](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_pytorch_delete.md) - [runai training pytorch describe](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_pytorch_describe.md) - [runai training pytorch exec](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_pytorch_exec.md) - [runai training pytorch list](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_pytorch_list.md) - [runai training pytorch logs](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_pytorch_logs.md) - [runai training pytorch port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_pytorch_port-forward.md) - [runai training pytorch resume](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_pytorch_resume.md) - [runai training pytorch submit](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_pytorch_submit.md) - [runai training pytorch suspend](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_pytorch_suspend.md) - [runai training resume](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_resume.md) - [runai training standard](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_standard.md) - [runai training standard attach](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_standard_attach.md) - [runai training standard bash](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_standard_bash.md) - [runai training standard delete](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_standard_delete.md) - [runai training standard describe](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_standard_describe.md) - [runai training standard exec](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_standard_exec.md) - [runai training standard list](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_standard_list.md) - [runai training standard logs](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_standard_logs.md) - [runai training standard port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_standard_port-forward.md) - [runai training standard resume](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_standard_resume.md) - [runai training standard submit](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_standard_submit.md) - [runai training standard suspend](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_standard_suspend.md) - [runai training submit](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_submit.md) - [runai training suspend](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_suspend.md) - [runai training tensorflow](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_tensorflow.md) - [runai training tensorflow attach](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_tensorflow_attach.md) - [runai training tensorflow bash](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_tensorflow_bash.md) - [runai training tensorflow delete](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_tensorflow_delete.md) - [runai training tensorflow describe](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_tensorflow_describe.md) - [runai training tensorflow exec](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_tensorflow_exec.md) - [runai training tensorflow list](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_tensorflow_list.md) - [runai training tensorflow logs](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_tensorflow_logs.md) - [runai training tensorflow port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_tensorflow_port-forward.md) - [runai training tensorflow resume](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_tensorflow_resume.md) - [runai training tensorflow submit](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_tensorflow_submit.md) - [runai training tensorflow suspend](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_tensorflow_suspend.md) - [runai training xgboost](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_xgboost.md) - [runai training xgboost attach](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_xgboost_attach.md) - [runai training xgboost bash](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_xgboost_bash.md) - [runai training xgboost delete](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_xgboost_delete.md) - [runai training xgboost describe](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_xgboost_describe.md) - [runai training xgboost exec](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_xgboost_exec.md) - [runai training xgboost list](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_xgboost_list.md) - [runai training xgboost logs](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_xgboost_logs.md) - [runai training xgboost port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_xgboost_port-forward.md) - [runai training xgboost resume](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_xgboost_resume.md) - [runai training xgboost submit](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_xgboost_submit.md) - [runai training xgboost suspend](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_training_xgboost_suspend.md) - [runai upgrade](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_upgrade.md) - [runai version](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_version.md) - [runai whoami](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_whoami.md) - [runai workload](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_workload.md) - [runai workload delete](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_workload_delete.md) - [runai workload describe](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_workload_describe.md) - [runai workload list](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_workload_list.md) - [runai workspace](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_workspace.md) - [runai workspace attach](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_workspace_attach.md) - [runai workspace bash](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_workspace_bash.md) - [runai workspace delete](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_workspace_delete.md) - [runai workspace describe](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_workspace_describe.md) - [runai workspace exec](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_workspace_exec.md) - [runai workspace list](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_workspace_list.md) - [runai workspace logs](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_workspace_logs.md) - [runai workspace port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_workspace_port-forward.md) - [runai workspace resume](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_workspace_resume.md) - [runai workspace submit](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_workspace_submit.md) - [runai workspace suspend](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_workspace_suspend.md) - [runai xgboost](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_xgboost.md) - [runai xgboost attach](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_xgboost_attach.md) - [runai xgboost bash](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_xgboost_bash.md) - [runai xgboost delete](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_xgboost_delete.md) - [runai xgboost describe](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_xgboost_describe.md) - [runai xgboost exec](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_xgboost_exec.md) - [runai xgboost list](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_xgboost_list.md) - [runai xgboost logs](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_xgboost_logs.md) - [runai xgboost port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_xgboost_port-forward.md) - [runai xgboost resume](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_xgboost_resume.md) - [runai xgboost submit](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_xgboost_submit.md) - [runai xgboost suspend](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/runai/runai_xgboost_suspend.md) - [CLI Commands Examples](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/cli-examples.md) - [Administrator CLI](https://run-ai-docs.nvidia.com/self-hosted/2.23/reference/cli/administrator-cli.md) - [Product Support Policy](https://run-ai-docs.nvidia.com/self-hosted/2.23/support-policy/product-support-policy.md) - [Product Version Life Cycle](https://run-ai-docs.nvidia.com/self-hosted/2.23/support-policy/product-version-life-cycle.md) * [Overview](https://run-ai-docs.nvidia.com/self-hosted/2.22/getting-started/overview.md) * [What's New](https://run-ai-docs.nvidia.com/self-hosted/2.22/getting-started/whats-new.md) * [What's New in Version 2.22](https://run-ai-docs.nvidia.com/self-hosted/2.22/getting-started/whats-new/whats-new-2-22.md) * [Hotfixes for Version 2.22](https://run-ai-docs.nvidia.com/self-hosted/2.22/getting-started/whats-new/hotfixes-version-2-22.md) * [Quick Start Guides](https://run-ai-docs.nvidia.com/self-hosted/2.22/getting-started/quick-starts.md) * [Quick Start for Infrastructure Administrators](https://run-ai-docs.nvidia.com/self-hosted/2.22/getting-started/quick-starts/infra-admin-quick-start.md) * [Quick Start for Platform Administrators](https://run-ai-docs.nvidia.com/self-hosted/2.22/getting-started/quick-starts/platform-admin-quick-start.md) * [Quick Start for AI Practitioners](https://run-ai-docs.nvidia.com/self-hosted/2.22/getting-started/quick-starts/ai-practitioner-quick-start.md) * [Installation](https://run-ai-docs.nvidia.com/self-hosted/2.22/getting-started/installation.md) * [Support Matrix](https://run-ai-docs.nvidia.com/self-hosted/2.22/getting-started/installation/support-matrix.md) * [Install Using Helm](https://run-ai-docs.nvidia.com/self-hosted/2.22/getting-started/installation/install-using-helm.md) * [Control Plane System Requirements](https://run-ai-docs.nvidia.com/self-hosted/2.22/getting-started/installation/install-using-helm/cp-system-requirements.md) * [Preparations](https://run-ai-docs.nvidia.com/self-hosted/2.22/getting-started/installation/install-using-helm/preparations.md) * [Network Requirements](https://run-ai-docs.nvidia.com/self-hosted/2.22/getting-started/installation/install-using-helm/network-requirements.md) * [Install the Control Plane](https://run-ai-docs.nvidia.com/self-hosted/2.22/getting-started/installation/install-using-helm/install-control-plane.md) * [Cluster System Requirements](https://run-ai-docs.nvidia.com/self-hosted/2.22/getting-started/installation/install-using-helm/system-requirements.md) * [Install the Cluster](https://run-ai-docs.nvidia.com/self-hosted/2.22/getting-started/installation/install-using-helm/helm-install.md) * [Customized Installation](https://run-ai-docs.nvidia.com/self-hosted/2.22/getting-started/installation/install-using-helm/custom-install.md) * [Upgrade](https://run-ai-docs.nvidia.com/self-hosted/2.22/getting-started/installation/install-using-helm/upgrade.md) * [Uninstall](https://run-ai-docs.nvidia.com/self-hosted/2.22/getting-started/installation/install-using-helm/uninstall.md) * [Install Using Base Command Manager (BCM)](https://run-ai-docs.nvidia.com/self-hosted/2.22/getting-started/installation/bcm-install.md) * [Preparations](https://run-ai-docs.nvidia.com/self-hosted/2.22/getting-started/installation/bcm-install/preparations.md) * [Deployment](https://run-ai-docs.nvidia.com/self-hosted/2.22/getting-started/installation/bcm-install/deployment.md) * [Authentication and Authorization](https://run-ai-docs.nvidia.com/self-hosted/2.22/infrastructure-setup/authentication.md) * [Authentication and Authorization](https://run-ai-docs.nvidia.com/self-hosted/2.22/infrastructure-setup/authentication/overview.md) * [Users](https://run-ai-docs.nvidia.com/self-hosted/2.22/infrastructure-setup/authentication/users.md) * [SSO](https://run-ai-docs.nvidia.com/self-hosted/2.22/infrastructure-setup/authentication/sso.md) * [Set Up SSO with SAML](https://run-ai-docs.nvidia.com/self-hosted/2.22/infrastructure-setup/authentication/sso/saml.md) * [Set Up SSO with OpenID Connect](https://run-ai-docs.nvidia.com/self-hosted/2.22/infrastructure-setup/authentication/sso/openidconnect.md) * [Set Up SSO with OpenShift](https://run-ai-docs.nvidia.com/self-hosted/2.22/infrastructure-setup/authentication/sso/openshift.md) * [Roles](https://run-ai-docs.nvidia.com/self-hosted/2.22/infrastructure-setup/authentication/roles.md) * [Applications](https://run-ai-docs.nvidia.com/self-hosted/2.22/infrastructure-setup/authentication/applications.md) * [Access Rules](https://run-ai-docs.nvidia.com/self-hosted/2.22/infrastructure-setup/authentication/accessrules.md) * [Cluster Authentication](https://run-ai-docs.nvidia.com/self-hosted/2.22/infrastructure-setup/authentication/cluster-authentication.md) * [Advanced Setup](https://run-ai-docs.nvidia.com/self-hosted/2.22/infrastructure-setup/advanced-setup.md) * [Node Roles](https://run-ai-docs.nvidia.com/self-hosted/2.22/infrastructure-setup/advanced-setup/node-roles.md) * [Advanced Control Plane Configurations](https://run-ai-docs.nvidia.com/self-hosted/2.22/infrastructure-setup/advanced-setup/control-plane-config.md) * [Advanced Cluster Configurations](https://run-ai-docs.nvidia.com/self-hosted/2.22/infrastructure-setup/advanced-setup/cluster-config.md) * [Container Access](https://run-ai-docs.nvidia.com/self-hosted/2.22/infrastructure-setup/advanced-setup/container-access.md) * [External Access to Containers](https://run-ai-docs.nvidia.com/self-hosted/2.22/infrastructure-setup/advanced-setup/container-access/external-access-to-containers.md) * [User Identity in Containers](https://run-ai-docs.nvidia.com/self-hosted/2.22/infrastructure-setup/advanced-setup/container-access/user-identity-in-containers.md) * [Service Mesh](https://run-ai-docs.nvidia.com/self-hosted/2.22/infrastructure-setup/advanced-setup/service-mesh.md) * [Git and S3 Sidecar Containers](https://run-ai-docs.nvidia.com/self-hosted/2.22/infrastructure-setup/advanced-setup/git-and-s3-sidecar-containers.md) * [Integrations](https://run-ai-docs.nvidia.com/self-hosted/2.22/infrastructure-setup/advanced-setup/integrations.md) * [Interworking with Karpenter](https://run-ai-docs.nvidia.com/self-hosted/2.22/infrastructure-setup/advanced-setup/integrations/karpenter.md) * [Security Best Practices](https://run-ai-docs.nvidia.com/self-hosted/2.22/infrastructure-setup/advanced-setup/security-best-practices.md) * [Infrastructure Procedures](https://run-ai-docs.nvidia.com/self-hosted/2.22/infrastructure-setup/procedures.md) * [NVIDIA Run:ai at Scale](https://run-ai-docs.nvidia.com/self-hosted/2.22/infrastructure-setup/procedures/scaling.md) * [High Availability](https://run-ai-docs.nvidia.com/self-hosted/2.22/infrastructure-setup/procedures/high-availability.md) * [Monitoring and Maintenance](https://run-ai-docs.nvidia.com/self-hosted/2.22/infrastructure-setup/procedures/monitoring.md) * [NVIDIA Run:ai System Monitoring](https://run-ai-docs.nvidia.com/self-hosted/2.22/infrastructure-setup/procedures/system-monitoring.md) * [Clusters](https://run-ai-docs.nvidia.com/self-hosted/2.22/infrastructure-setup/procedures/clusters.md) * [Shared Storage](https://run-ai-docs.nvidia.com/self-hosted/2.22/infrastructure-setup/procedures/shared-storage.md) * [Nodes Maintenance](https://run-ai-docs.nvidia.com/self-hosted/2.22/infrastructure-setup/procedures/nodes-maintenance.md) * [Backup and Restore](https://run-ai-docs.nvidia.com/self-hosted/2.22/infrastructure-setup/procedures/cluster-restore.md) * [Secure Your Cluster](https://run-ai-docs.nvidia.com/self-hosted/2.22/infrastructure-setup/procedures/secure-your-cluster.md) * [Logs Collection](https://run-ai-docs.nvidia.com/self-hosted/2.22/infrastructure-setup/procedures/logs-collection.md) * [Event History](https://run-ai-docs.nvidia.com/self-hosted/2.22/infrastructure-setup/procedures/event-history.md) * [Manage AI Initiatives](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/aiinitiatives.md) * [Adapting AI Initiatives to Your Organization](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/aiinitiatives/adapting-ai-initiatives.md) * [Managing Your Organization](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/aiinitiatives/organization.md) * [Projects](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/aiinitiatives/organization/projects.md) * [Departments](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/aiinitiatives/organization/departments.md) * [Managing Your Resources](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/aiinitiatives/resources.md) * [Nodes](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/aiinitiatives/resources/nodes.md) * [Configuring NVIDIA MIG Profiles](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/aiinitiatives/resources/mig-profiles.md) * [Using GB200 NVL72 and Multi-Node NVLink Domains](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/aiinitiatives/resources/using-gb200.md) * [Node Pools](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/aiinitiatives/resources/node-pools.md) * [Scheduling and Resource Optimization](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/runai-scheduler.md) * [Scheduling](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/runai-scheduler/scheduling.md) * [The NVIDIA Run:ai Scheduler: Concepts and Principles](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/runai-scheduler/scheduling/concepts-and-principles.md) * [How the Scheduler Works](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/runai-scheduler/scheduling/how-the-scheduler-works.md) * [Using the Scheduler with Third-Party Workloads](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/runai-scheduler/scheduling/default-scheduler.md) * [Workload Priority Control](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/runai-scheduler/scheduling/workload-priority-control.md) * [Quick Starts](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/runai-scheduler/scheduling/quick-starts.md) * [Over Quota, Fairness and Preemption](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/runai-scheduler/scheduling/quick-starts/over-quota.md) * [Resource Optimization](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/runai-scheduler/resource-optimization.md) * [GPU Fractions](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/runai-scheduler/resource-optimization/fractions.md) * [Dynamic GPU Fractions](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/runai-scheduler/resource-optimization/dynamic-fractions.md) * [Optimize Performance with Node Level Scheduler](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/runai-scheduler/resource-optimization/node-level-scheduler.md) * [GPU Time-Slicing](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/runai-scheduler/resource-optimization/time-slicing.md) * [GPU Memory Swap](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/runai-scheduler/resource-optimization/memory-swap.md) * [CPU Compute and Memory Allocation](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/runai-scheduler/resource-optimization/allocation-of-cpu-and-memory.md) * [Quick Starts](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/runai-scheduler/resource-optimization/quick-starts.md) * [Launching Workloads with GPU Fractions](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/runai-scheduler/resource-optimization/quick-starts/gpu-fractions-quickstart.md) * [Launching Workloads with Dynamic GPU Fractions](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/runai-scheduler/resource-optimization/quick-starts/dynamic-gpu-fractions-quickstart.md) * [Launching Workloads with GPU Memory Swap](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/runai-scheduler/resource-optimization/quick-starts/gpu-memory-swap-quickstart.md) * [Policies](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/policies.md) * [Policies and Rules](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/policies/policies-and-rules.md) * [Workload Policies](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/policies/workload-policies.md) * [Policy YAML Examples](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/policies/policy-yaml-examples.md) * [Policy YAML Reference](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/policies/policy-yaml-reference.md) * [Scheduling Rules](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/policies/scheduling-rules.md) * [Monitor Performance and Health](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/monitor-performance.md) * [Before You Start](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/monitor-performance/before-you-start.md) * [Monitor Workloads by Category](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/monitor-performance/workload-categories.md) * [Advanced Metrics](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/monitor-performance/advanced-metrics.md) * [Metrics and Telemetry](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/monitor-performance/metrics.md) * [Reports](https://run-ai-docs.nvidia.com/self-hosted/2.22/platform-management/monitor-performance/reports.md) * [Introduction to Workloads](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/introduction-to-workloads.md) * [NVIDIA Run:ai Workload Types](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/workload-types.md) * [Workloads](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/workloads.md) * [Workload Assets](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/assets.md) * [Workload Assets](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/assets/overview.md) * [Environments](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/assets/environments.md) * [Data Sources](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/assets/datasources.md) * [Data Volumes](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/assets/data-volumes.md) * [Compute Resources](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/assets/compute-resources.md) * [Credentials](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/assets/credentials.md) * [Workload Templates](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/workload-templates.md) * [Workspace Templates](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/workload-templates/workspace-templates.md) * [Workspace Templates (Legacy)](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/workload-templates/workspace-templates/workspace-templates-legacy.md) * [Training Templates](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/workload-templates/training-templates.md) * [Standard Training Templates](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/workload-templates/training-templates/standard-training-templates.md) * [Distributed Training Templates](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/workload-templates/training-templates/distributed-training-templates.md) * [Experiment Using Workspaces](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/using-workspaces.md) * [Running Workspaces](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/using-workspaces/running-workspace.md) * [Quick Starts](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/using-workspaces/quick-starts.md) * [Running Jupyter Notebooks Using Workspaces](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/using-workspaces/quick-starts/jupyter-quickstart.md) * [Train Models Using Training](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/using-training.md) * [Standard Training](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/using-training/standard-training.md) * [Train Models Using a Standard Training Workload](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/using-training/standard-training/train-models.md) * [Quick Starts](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/using-training/standard-training/quick-starts.md) * [Run Your First Standard Training](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/using-training/standard-training/quick-starts/standard-training-quickstart.md) * [Distributed Training](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/using-training/distributed-training.md) * [Train Models Using a Distributed Training Workload](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/using-training/distributed-training/distributed-training-models.md) * [Quick Starts](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/using-training/distributed-training/quick-starts.md) * [Run Your First Distributed Training](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/using-training/distributed-training/quick-starts/distributed-training-quickstart.md) * [Best Practices: Checkpointing Preemptible Training Workloads](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/using-training/checkpointing-preemptible-workloads.md) * [Deploy Models Using Inference](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/using-inference.md) * [Deploy a Custom Inference Workload](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/using-inference/custom-inference.md) * [Deploy Inference Workloads from Hugging Face](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/using-inference/hugging-face-inference.md) * [Deploy Inference Workloads with NVIDIA NIM](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/using-inference/nim-inference.md) * [Deploy NVIDIA Cloud Functions (NVCF) in NVIDIA Run:ai](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/using-inference/nvcf.md) * [Quick Starts](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/using-inference/quick-starts.md) * [Run Your First Custom Inference Workload](https://run-ai-docs.nvidia.com/self-hosted/2.22/workloads-in-nvidia-run-ai/using-inference/quick-starts/inference-quickstart.md) * [General Settings](https://run-ai-docs.nvidia.com/self-hosted/2.22/settings/general-settings.md) * [User Settings](https://run-ai-docs.nvidia.com/self-hosted/2.22/settings/user-settings.md) * [Email Notifications](https://run-ai-docs.nvidia.com/self-hosted/2.22/settings/user-settings/email-notifications.md) * [User Applications](https://run-ai-docs.nvidia.com/self-hosted/2.22/settings/user-settings/user-applications.md) * [User Credentials](https://run-ai-docs.nvidia.com/self-hosted/2.22/settings/user-settings/user-credentials.md) * [CLI Reference](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli.md) * [Install and Configure CLI](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/install-cli.md) * [Add NVIDIA Run:ai Authorization to Kubeconfig](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/set-kubeconfig-parameters.md) * [Auto Update CLI Mechanism](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/auto-update-cli-mechanism.md) * [CLI Commands Reference](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai.md) * [runai cluster](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_cluster.md) * [runai cluster list](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_cluster_list.md) * [runai cluster set](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_cluster_set.md) * [runai config](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_config.md) * [runai config describe](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_config_describe.md) * [runai config generate](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_config_generate.md) * [runai config set](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_config_set.md) * [runai department](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai-department.md) * [runai department list](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai-department-list.md) * [runai inference](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_inference.md) * [runai inference bash](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai-inference-bash.md) * [runai inference delete](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_inference_delete.md) * [runai inference describe](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_inference_describe.md) * [runai inference exec](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai-inference-exec.md) * [runai inference list](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_inference_list.md) * [runai inference logs](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai-inference-logs.md) * [runai inference port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai-inference-port-forward.md) * [runai inference submit](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_inference_submit.md) * [runai inference update](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_inference_update.md) * [runai jax](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_jax.md) * [runai jax attach](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_jax_attach.md) * [runai jax bash](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_jax_bash.md) * [runai jax delete](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_jax_delete.md) * [runai jax describe](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_jax_describe.md) * [runai jax exec](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_jax_exec.md) * [runai jax list](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_jax_list.md) * [runai jax logs](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_jax_logs.md) * [runai jax port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_jax_port-forward.md) * [runai jax resume](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_jax_resume.md) * [runai jax submit](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_jax_submit.md) * [runai jax suspend](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_jax_suspend.md) * [runai kubeconfig](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_kubeconfig.md) * [runai kubeconfig set](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_kubeconfig_set.md) * [runai login](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_login.md) * [runai login application](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_login_application.md) * [runai login sso](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_login_sso.md) * [runai login user](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_login_user.md) * [runai logout](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_logout.md) * [runai mpi](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_mpi.md) * [runai mpi attach](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_mpi_attach.md) * [runai mpi bash](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_mpi_bash.md) * [runai mpi delete](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_mpi_delete.md) * [runai mpi describe](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_mpi_describe.md) * [runai mpi exec](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_mpi_exec.md) * [runai mpi list](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_mpi_list.md) * [runai mpi logs](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_mpi_logs.md) * [runai mpi port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_mpi_port-forward.md) * [runai mpi resume](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_mpi_resume.md) * [runai mpi submit](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_mpi_submit.md) * [runai mpi suspend](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_mpi_suspend.md) * [runai node](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_node.md) * [runai node list](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_node_list.md) * [runai nodepool](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_nodepool.md) * [runai nodepool list](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_nodepool_list.md) * [runai project](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_project.md) * [runai project create](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai-project-create.md) * [runai project list](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_project_list.md) * [runai project set](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_project_set.md) * [runai pvc](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_pvc.md) * [runai pvc list](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_pvc_list.md) * [runai pytorch](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_pytorch.md) * [runai pytorch attach](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_pytorch_attach.md) * [runai pytorch bash](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_pytorch_bash.md) * [runai pytorch delete](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_pytorch_delete.md) * [runai pytorch describe](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_pytorch_describe.md) * [runai pytorch exec](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_pytorch_exec.md) * [runai pytorch list](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_pytorch_list.md) * [runai pytorch logs](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_pytorch_logs.md) * [runai pytorch port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_pytorch_port-forward.md) * [runai pytorch resume](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_pytorch_resume.md) * [runai pytorch submit](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_pytorch_submit.md) * [runai pytorch suspend](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_pytorch_suspend.md) * [runai report](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_report.md) * [runai report metrics](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_report_metrics.md) * [runai report metrics clear](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_report_metrics_clear.md) * [runai report metrics config](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_report_metrics_config.md) * [runai report metrics output](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_report_metrics_output.md) * [runai tensorflow](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_tensorflow.md) * [runai tensorflow attach](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_tensorflow_attach.md) * [runai tensorflow bash](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_tensorflow_bash.md) * [runai tensorflow delete](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_tensorflow_delete.md) * [runai tensorflow describe](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_tensorflow_describe.md) * [runai tensorflow exec](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_tensorflow_exec.md) * [runai tensorflow list](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_tensorflow_list.md) * [runai tensorflow logs](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_tensorflow_logs.md) * [runai tensorflow port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_tensorflow_port-forward.md) * [runai tensorflow resume](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_tensorflow_resume.md) * [runai tensorflow submit](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_tensorflow_submit.md) * [runai tensorflow suspend](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_tensorflow_suspend.md) * [runai training](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training.md) * [runai training attach](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_attach.md) * [runai training bash](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_bash.md) * [runai training delete](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_delete.md) * [runai training describe](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_describe.md) * [runai training exec](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_exec.md) * [runai training jax](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_jax.md) * [runai training jax attach](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_jax_attach.md) * [runai training jax bash](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_jax_bash.md) * [runai training jax delete](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_jax_delete.md) * [runai training jax describe](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_jax_describe.md) * [runai training jax exec](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_jax_exec.md) * [runai training jax list](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_jax_list.md) * [runai training jax logs](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_jax_logs.md) * [runai training jax port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_jax_port-forward.md) * [runai training jax resume](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_jax_resume.md) * [runai training jax submit](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_jax_submit.md) * [runai training jax suspend](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_jax_suspend.md) * [runai training list](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_list.md) * [runai training logs](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_logs.md) * [runai training mpi](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_mpi.md) * [runai training mpi attach](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_mpi_attach.md) * [runai training mpi bash](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_mpi_bash.md) * [runai training mpi delete](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_mpi_delete.md) * [runai training mpi describe](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_mpi_describe.md) * [runai training mpi exec](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_mpi_exec.md) * [runai training mpi list](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_mpi_list.md) * [runai training mpi logs](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_mpi_logs.md) * [runai training mpi port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_mpi_port-forward.md) * [runai training mpi resume](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_mpi_resume.md) * [runai training mpi submit](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_mpi_submit.md) * [runai training mpi suspend](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_mpi_suspend.md) * [runai training port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_port-forward.md) * [runai training pytorch](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_pytorch.md) * [runai training pytorch attach](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_pytorch_attach.md) * [runai training pytorch bash](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_pytorch_bash.md) * [runai training pytorch delete](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_pytorch_delete.md) * [runai training pytorch describe](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_pytorch_describe.md) * [runai training pytorch exec](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_pytorch_exec.md) * [runai training pytorch list](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_pytorch_list.md) * [runai training pytorch logs](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_pytorch_logs.md) * [runai training pytorch port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_pytorch_port-forward.md) * [runai training pytorch resume](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_pytorch_resume.md) * [runai training pytorch submit](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_pytorch_submit.md) * [runai training pytorch suspend](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_pytorch_suspend.md) * [runai training resume](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_resume.md) * [runai training standard](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_standard.md) * [runai training standard attach](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_standard_attach.md) * [runai training standard bash](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_standard_bash.md) * [runai training standard delete](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_standard_delete.md) * [runai training standard describe](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_standard_describe.md) * [runai training standard exec](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_standard_exec.md) * [runai training standard list](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_standard_list.md) * [runai training standard logs](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_standard_logs.md) * [runai training standard port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_standard_port-forward.md) * [runai training standard resume](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_standard_resume.md) * [runai training standard submit](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_standard_submit.md) * [runai training standard suspend](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_standard_suspend.md) * [runai training submit](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_submit.md) * [runai training suspend](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_suspend.md) * [runai training tensorflow](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_tensorflow.md) * [runai training tensorflow attach](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_tensorflow_attach.md) * [runai training tensorflow bash](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_tensorflow_bash.md) * [runai training tensorflow delete](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_tensorflow_delete.md) * [runai training tensorflow describe](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_tensorflow_describe.md) * [runai training tensorflow exec](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_tensorflow_exec.md) * [runai training tensorflow list](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_tensorflow_list.md) * [runai training tensorflow logs](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_tensorflow_logs.md) * [runai training tensorflow port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_tensorflow_port-forward.md) * [runai training tensorflow resume](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_tensorflow_resume.md) * [runai training tensorflow submit](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_tensorflow_submit.md) * [runai training tensorflow suspend](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_tensorflow_suspend.md) * [runai training xgboost](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_xgboost.md) * [runai training xgboost attach](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_xgboost_attach.md) * [runai training xgboost bash](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_xgboost_bash.md) * [runai training xgboost delete](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_xgboost_delete.md) * [runai training xgboost describe](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_xgboost_describe.md) * [runai training xgboost exec](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_xgboost_exec.md) * [runai training xgboost list](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_xgboost_list.md) * [runai training xgboost logs](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_xgboost_logs.md) * [runai training xgboost port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_xgboost_port-forward.md) * [runai training xgboost resume](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_xgboost_resume.md) * [runai training xgboost submit](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_xgboost_submit.md) * [runai training xgboost suspend](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_training_xgboost_suspend.md) * [runai upgrade](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_upgrade.md) * [runai version](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_version.md) * [runai whoami](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_whoami.md) * [runai workload](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_workload.md) * [runai workload delete](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_workload_delete.md) * [runai workload describe](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_workload_describe.md) * [runai workload list](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_workload_list.md) * [runai workspace](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_workspace.md) * [runai workspace attach](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_workspace_attach.md) * [runai workspace bash](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_workspace_bash.md) * [runai workspace delete](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_workspace_delete.md) * [runai workspace describe](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_workspace_describe.md) * [runai workspace exec](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_workspace_exec.md) * [runai workspace list](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_workspace_list.md) * [runai workspace logs](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_workspace_logs.md) * [runai workspace port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_workspace_port-forward.md) * [runai workspace resume](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_workspace_resume.md) * [runai workspace submit](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_workspace_submit.md) * [runai workspace suspend](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_workspace_suspend.md) * [runai xgboost](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_xgboost.md) * [runai xgboost attach](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_xgboost_attach.md) * [runai xgboost bash](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_xgboost_bash.md) * [runai xgboost delete](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_xgboost_delete.md) * [runai xgboost describe](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_xgboost_describe.md) * [runai xgboost exec](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_xgboost_exec.md) * [runai xgboost list](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_xgboost_list.md) * [runai xgboost logs](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_xgboost_logs.md) * [runai xgboost port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_xgboost_port-forward.md) * [runai xgboost resume](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_xgboost_resume.md) * [runai xgboost submit](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_xgboost_submit.md) * [runai xgboost suspend](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/runai/runai_xgboost_suspend.md) * [CLI Commands Examples](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/cli-examples.md) * [Administrator CLI](https://run-ai-docs.nvidia.com/self-hosted/2.22/reference/cli/administrator-cli.md) * [Product Support Policy](https://run-ai-docs.nvidia.com/self-hosted/2.22/support-policy/product-support-policy.md) * [Product Version Life Cycle](https://run-ai-docs.nvidia.com/self-hosted/2.22/support-policy/product-version-life-cycle.md) - [Overview](https://run-ai-docs.nvidia.com/self-hosted/2.21/getting-started/overview.md) - [What’s New](https://run-ai-docs.nvidia.com/self-hosted/2.21/getting-started/whats-new.md) - [What’s New in Version 2.21](https://run-ai-docs.nvidia.com/self-hosted/2.21/getting-started/whats-new/whats-new-2-21.md) - [Hotfixes for Version 2.21](https://run-ai-docs.nvidia.com/self-hosted/2.21/getting-started/whats-new/hotfixes-version-2-21.md) - [Quick Start Guides](https://run-ai-docs.nvidia.com/self-hosted/2.21/getting-started/quick-starts.md) - [Quick Start for Infrastructure Administrators](https://run-ai-docs.nvidia.com/self-hosted/2.21/getting-started/quick-starts/infra-admin-quick-start.md) - [Quick Start for Platform Administrators](https://run-ai-docs.nvidia.com/self-hosted/2.21/getting-started/quick-starts/platform-admin-quick-start.md) - [Quick Start for AI Practitioners](https://run-ai-docs.nvidia.com/self-hosted/2.21/getting-started/quick-starts/ai-practitioner-quick-start.md) - [Installation](https://run-ai-docs.nvidia.com/self-hosted/2.21/getting-started/installation.md) - [Support Matrix](https://run-ai-docs.nvidia.com/self-hosted/2.21/getting-started/installation/support-matrix.md) - [Install Using Helm](https://run-ai-docs.nvidia.com/self-hosted/2.21/getting-started/installation/install-using-helm.md) - [Control Plane System Requirements](https://run-ai-docs.nvidia.com/self-hosted/2.21/getting-started/installation/install-using-helm/cp-system-requirements.md) - [Preparations](https://run-ai-docs.nvidia.com/self-hosted/2.21/getting-started/installation/install-using-helm/preparations.md) - [Network Requirements](https://run-ai-docs.nvidia.com/self-hosted/2.21/getting-started/installation/install-using-helm/network-requirements.md) - [Install the Control Plane](https://run-ai-docs.nvidia.com/self-hosted/2.21/getting-started/installation/install-using-helm/install-control-plane.md) - [Cluster System Requirements](https://run-ai-docs.nvidia.com/self-hosted/2.21/getting-started/installation/install-using-helm/system-requirements.md) - [Install the Cluster](https://run-ai-docs.nvidia.com/self-hosted/2.21/getting-started/installation/install-using-helm/helm-install.md) - [Customized Installation](https://run-ai-docs.nvidia.com/self-hosted/2.21/getting-started/installation/install-using-helm/custom-install.md) - [Upgrade](https://run-ai-docs.nvidia.com/self-hosted/2.21/getting-started/installation/install-using-helm/upgrade.md) - [Uninstall](https://run-ai-docs.nvidia.com/self-hosted/2.21/getting-started/installation/install-using-helm/uninstall.md) - [Authentication and Authorization](https://run-ai-docs.nvidia.com/self-hosted/2.21/infrastructure-setup/authentication.md) - [Authentication and Authorization](https://run-ai-docs.nvidia.com/self-hosted/2.21/infrastructure-setup/authentication/overview.md) - [Users](https://run-ai-docs.nvidia.com/self-hosted/2.21/infrastructure-setup/authentication/users.md) - [SSO](https://run-ai-docs.nvidia.com/self-hosted/2.21/infrastructure-setup/authentication/sso.md) - [Set Up SSO with SAML](https://run-ai-docs.nvidia.com/self-hosted/2.21/infrastructure-setup/authentication/sso/saml.md) - [Set Up SSO with OpenID Connect](https://run-ai-docs.nvidia.com/self-hosted/2.21/infrastructure-setup/authentication/sso/openidconnect.md) - [Set Up SSO with OpenShift](https://run-ai-docs.nvidia.com/self-hosted/2.21/infrastructure-setup/authentication/sso/openshift.md) - [Roles](https://run-ai-docs.nvidia.com/self-hosted/2.21/infrastructure-setup/authentication/roles.md) - [Applications](https://run-ai-docs.nvidia.com/self-hosted/2.21/infrastructure-setup/authentication/applications.md) - [User Applications](https://run-ai-docs.nvidia.com/self-hosted/2.21/infrastructure-setup/authentication/user-applications.md) - [Access Rules](https://run-ai-docs.nvidia.com/self-hosted/2.21/infrastructure-setup/authentication/accessrules.md) - [Cluster Authentication](https://run-ai-docs.nvidia.com/self-hosted/2.21/infrastructure-setup/authentication/cluster-authentication.md) - [Advanced Setup](https://run-ai-docs.nvidia.com/self-hosted/2.21/infrastructure-setup/advanced-setup.md) - [Node Roles](https://run-ai-docs.nvidia.com/self-hosted/2.21/infrastructure-setup/advanced-setup/node-roles.md) - [Advanced Control Plane Configurations](https://run-ai-docs.nvidia.com/self-hosted/2.21/infrastructure-setup/advanced-setup/control-plane-config.md) - [Advanced Cluster Configurations](https://run-ai-docs.nvidia.com/self-hosted/2.21/infrastructure-setup/advanced-setup/cluster-config.md) - [Container Access](https://run-ai-docs.nvidia.com/self-hosted/2.21/infrastructure-setup/advanced-setup/container-access.md) - [External Access to Containers](https://run-ai-docs.nvidia.com/self-hosted/2.21/infrastructure-setup/advanced-setup/container-access/external-access-to-containers.md) - [User Identity in Containers](https://run-ai-docs.nvidia.com/self-hosted/2.21/infrastructure-setup/advanced-setup/container-access/user-identity-in-containers.md) - [Service Mesh](https://run-ai-docs.nvidia.com/self-hosted/2.21/infrastructure-setup/advanced-setup/service-mesh.md) - [Git and S3 Sidecar Containers](https://run-ai-docs.nvidia.com/self-hosted/2.21/infrastructure-setup/advanced-setup/git-and-s3-sidecar-containers.md) - [Integrations](https://run-ai-docs.nvidia.com/self-hosted/2.21/infrastructure-setup/advanced-setup/integrations.md) - [Interworking with Karpenter](https://run-ai-docs.nvidia.com/self-hosted/2.21/infrastructure-setup/advanced-setup/integrations/karpenter.md) - [Security Best Practices](https://run-ai-docs.nvidia.com/self-hosted/2.21/infrastructure-setup/advanced-setup/security-best-practices.md) - [Infrastructure Procedures](https://run-ai-docs.nvidia.com/self-hosted/2.21/infrastructure-setup/procedures.md) - [NVIDIA Run:ai at Scale](https://run-ai-docs.nvidia.com/self-hosted/2.21/infrastructure-setup/procedures/scaling.md) - [High Availability](https://run-ai-docs.nvidia.com/self-hosted/2.21/infrastructure-setup/procedures/high-availability.md) - [Monitoring and Maintenance](https://run-ai-docs.nvidia.com/self-hosted/2.21/infrastructure-setup/procedures/monitoring.md) - [NVIDIA Run:ai System Monitoring](https://run-ai-docs.nvidia.com/self-hosted/2.21/infrastructure-setup/procedures/system-monitoring.md) - [Clusters](https://run-ai-docs.nvidia.com/self-hosted/2.21/infrastructure-setup/procedures/clusters.md) - [Shared Storage](https://run-ai-docs.nvidia.com/self-hosted/2.21/infrastructure-setup/procedures/shared-storage.md) - [Nodes Maintenance](https://run-ai-docs.nvidia.com/self-hosted/2.21/infrastructure-setup/procedures/nodes-maintenance.md) - [Backup and Restore](https://run-ai-docs.nvidia.com/self-hosted/2.21/infrastructure-setup/procedures/cluster-restore.md) - [Secure Your Cluster](https://run-ai-docs.nvidia.com/self-hosted/2.21/infrastructure-setup/procedures/secure-your-cluster.md) - [Logs Collection](https://run-ai-docs.nvidia.com/self-hosted/2.21/infrastructure-setup/procedures/logs-collection.md) - [Event History](https://run-ai-docs.nvidia.com/self-hosted/2.21/infrastructure-setup/procedures/event-history.md) - [Manage AI Initiatives](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/aiinitiatives.md) - [Adapting AI Initiatives to Your Organization](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/aiinitiatives/adapting-ai-initiatives.md) - [Managing Your Organization](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/aiinitiatives/organization.md) - [Projects](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/aiinitiatives/organization/projects.md) - [Departments](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/aiinitiatives/organization/departments.md) - [Managing Your Resources](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/aiinitiatives/resources.md) - [Nodes](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/aiinitiatives/resources/nodes.md) - [Configuring NVIDIA MIG Profiles](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/aiinitiatives/resources/mig-profiles.md) - [Using GB200 NVL72 and Multi-Node NVLink Domains](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/aiinitiatives/resources/using-gb200.md) - [Node Pools](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/aiinitiatives/resources/node-pools.md) - [Scheduling and Resource Optimization](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/runai-scheduler.md) - [Scheduling](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/runai-scheduler/scheduling.md) - [The NVIDIA Run:ai Scheduler: Concepts and Principles](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/runai-scheduler/scheduling/concepts-and-principles.md) - [How the Scheduler Works](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/runai-scheduler/scheduling/how-the-scheduler-works.md) - [Using the Scheduler with Third-Party Workloads](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/runai-scheduler/scheduling/default-scheduler.md) - [Workload Priority Control](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/runai-scheduler/scheduling/workload-priority-control.md) - [Quick Starts](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/runai-scheduler/scheduling/quick-starts.md) - [Over Quota, Fairness and Preemption](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/runai-scheduler/scheduling/quick-starts/over-quota.md) - [Resource Optimization](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/runai-scheduler/resource-optimization.md) - [GPU Fractions](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/runai-scheduler/resource-optimization/fractions.md) - [Dynamic GPU Fractions](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/runai-scheduler/resource-optimization/dynamic-fractions.md) - [Optimize Performance with Node Level Scheduler](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/runai-scheduler/resource-optimization/node-level-scheduler.md) - [GPU Time-Slicing](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/runai-scheduler/resource-optimization/time-slicing.md) - [GPU Memory Swap](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/runai-scheduler/resource-optimization/memory-swap.md) - [Quick Starts](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/runai-scheduler/resource-optimization/quick-starts.md) - [Launching Workloads with GPU Fractions](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/runai-scheduler/resource-optimization/quick-starts/gpu-fractions-quickstart.md) - [Launching Workloads with Dynamic GPU Fractions](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/runai-scheduler/resource-optimization/quick-starts/dynamic-gpu-fractions-quickstart.md) - [Launching Workloads with GPU Memory Swap](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/runai-scheduler/resource-optimization/quick-starts/gpu-memory-swap-quickstart.md) - [Policies](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/policies.md) - [Policies and Rules](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/policies/policies-and-rules.md) - [Workload Policies](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/policies/workload-policies.md) - [Policy YAML Examples](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/policies/policy-yaml-examples.md) - [Policy YAML Reference](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/policies/policy-yaml-reference.md) - [Scheduling Rules](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/policies/scheduling-rules.md) - [Monitor Performance and Health](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/monitor-performance.md) - [Before You Start](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/monitor-performance/before-you-start.md) - [Metrics and Telemetry](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/monitor-performance/metrics.md) - [Reports](https://run-ai-docs.nvidia.com/self-hosted/2.21/platform-management/monitor-performance/reports.md) - [Introduction to Workloads](https://run-ai-docs.nvidia.com/self-hosted/2.21/workloads-in-nvidia-run-ai/introduction-to-workloads.md) - [NVIDIA Run:ai Workload Types](https://run-ai-docs.nvidia.com/self-hosted/2.21/workloads-in-nvidia-run-ai/workload-types.md) - [Workloads](https://run-ai-docs.nvidia.com/self-hosted/2.21/workloads-in-nvidia-run-ai/workloads.md) - [Workload Assets](https://run-ai-docs.nvidia.com/self-hosted/2.21/workloads-in-nvidia-run-ai/assets.md) - [Workload Assets](https://run-ai-docs.nvidia.com/self-hosted/2.21/workloads-in-nvidia-run-ai/assets/overview.md) - [Environments](https://run-ai-docs.nvidia.com/self-hosted/2.21/workloads-in-nvidia-run-ai/assets/environments.md) - [Data Sources](https://run-ai-docs.nvidia.com/self-hosted/2.21/workloads-in-nvidia-run-ai/assets/datasources.md) - [Data Volumes](https://run-ai-docs.nvidia.com/self-hosted/2.21/workloads-in-nvidia-run-ai/assets/data-volumes.md) - [Compute Resources](https://run-ai-docs.nvidia.com/self-hosted/2.21/workloads-in-nvidia-run-ai/assets/compute-resources.md) - [Credentials](https://run-ai-docs.nvidia.com/self-hosted/2.21/workloads-in-nvidia-run-ai/assets/credentials.md) - [Workload Templates](https://run-ai-docs.nvidia.com/self-hosted/2.21/workloads-in-nvidia-run-ai/workload-templates.md) - [Workspace Templates](https://run-ai-docs.nvidia.com/self-hosted/2.21/workloads-in-nvidia-run-ai/workload-templates/templates.md) - [Experiment Using Workspaces](https://run-ai-docs.nvidia.com/self-hosted/2.21/workloads-in-nvidia-run-ai/using-workspaces.md) - [Running Workspaces](https://run-ai-docs.nvidia.com/self-hosted/2.21/workloads-in-nvidia-run-ai/using-workspaces/running-workspace.md) - [Quick Starts](https://run-ai-docs.nvidia.com/self-hosted/2.21/workloads-in-nvidia-run-ai/using-workspaces/quick-starts.md) - [Running Jupyter Notebooks Using Workspaces](https://run-ai-docs.nvidia.com/self-hosted/2.21/workloads-in-nvidia-run-ai/using-workspaces/quick-starts/jupyter-quickstart.md) - [Train Models Using Training](https://run-ai-docs.nvidia.com/self-hosted/2.21/workloads-in-nvidia-run-ai/using-training.md) - [Standard Training](https://run-ai-docs.nvidia.com/self-hosted/2.21/workloads-in-nvidia-run-ai/using-training/standard-training.md) - [Train Models Using a Standard Training Workload](https://run-ai-docs.nvidia.com/self-hosted/2.21/workloads-in-nvidia-run-ai/using-training/standard-training/train-models.md) - [Quick Starts](https://run-ai-docs.nvidia.com/self-hosted/2.21/workloads-in-nvidia-run-ai/using-training/standard-training/quick-starts.md) - [Run Your First Standard Training](https://run-ai-docs.nvidia.com/self-hosted/2.21/workloads-in-nvidia-run-ai/using-training/standard-training/quick-starts/standard-training-quickstart.md) - [Distributed Training](https://run-ai-docs.nvidia.com/self-hosted/2.21/workloads-in-nvidia-run-ai/using-training/distributed-training.md) - [Train Models Using a Distributed Training Workload](https://run-ai-docs.nvidia.com/self-hosted/2.21/workloads-in-nvidia-run-ai/using-training/distributed-training/distributed-training-models.md) - [Quick Starts](https://run-ai-docs.nvidia.com/self-hosted/2.21/workloads-in-nvidia-run-ai/using-training/distributed-training/quick-starts.md) - [Run Your First Distributed Training](https://run-ai-docs.nvidia.com/self-hosted/2.21/workloads-in-nvidia-run-ai/using-training/distributed-training/quick-starts/distributed-training-quickstart.md) - [Best Practices: Checkpointing Preemptible Training Workloads](https://run-ai-docs.nvidia.com/self-hosted/2.21/workloads-in-nvidia-run-ai/using-training/checkpointing-preemptible-workloads.md) - [Deploy Models Using Inference](https://run-ai-docs.nvidia.com/self-hosted/2.21/workloads-in-nvidia-run-ai/using-inference.md) - [Deploy a Custom Inference Workload](https://run-ai-docs.nvidia.com/self-hosted/2.21/workloads-in-nvidia-run-ai/using-inference/custom-inference.md) - [Deploy Inference Workloads from Hugging Face](https://run-ai-docs.nvidia.com/self-hosted/2.21/workloads-in-nvidia-run-ai/using-inference/hugging-face-inference.md) - [Deploy Inference Workloads with NVIDIA NIM](https://run-ai-docs.nvidia.com/self-hosted/2.21/workloads-in-nvidia-run-ai/using-inference/nim-inference.md) - [Deploy NVIDIA Cloud Functions (NVCF) in NVIDIA Run:ai](https://run-ai-docs.nvidia.com/self-hosted/2.21/workloads-in-nvidia-run-ai/using-inference/nvcf.md) - [Quick Starts](https://run-ai-docs.nvidia.com/self-hosted/2.21/workloads-in-nvidia-run-ai/using-inference/quick-starts.md) - [Run Your First Custom Inference Workload](https://run-ai-docs.nvidia.com/self-hosted/2.21/workloads-in-nvidia-run-ai/using-inference/quick-starts/inference-quickstart.md) - [CLI Reference](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli.md) - [Install and Configure CLI](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/install-cli.md) - [Administrator CLI](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/administrator-cli.md) - [Add NVIDIA Run:ai Authorization to Kubeconfig](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/set-kubeconfig-parameters.md) - [CLI Commands Reference](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai.md) - [runai cluster](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_cluster.md) - [runai cluster list](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_cluster_list.md) - [runai cluster set](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_cluster_set.md) - [runai config](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_config.md) - [runai config describe](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_config_describe.md) - [runai config generate](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_config_generate.md) - [runai config set](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_config_set.md) - [runai inference](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_inference.md) - [runai inference delete](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_inference_delete.md) - [runai inference describe](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_inference_describe.md) - [runai inference list](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_inference_list.md) - [runai inference submit](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_inference_submit.md) - [runai inference update](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_inference_update.md) - [runai jax](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_jax.md) - [runai jax attach](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_jax_attach.md) - [runai jax bash](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_jax_bash.md) - [runai jax delete](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_jax_delete.md) - [runai jax describe](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_jax_describe.md) - [runai jax exec](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_jax_exec.md) - [runai jax list](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_jax_list.md) - [runai jax logs](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_jax_logs.md) - [runai jax port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_jax_port-forward.md) - [runai jax resume](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_jax_resume.md) - [runai jax submit](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_jax_submit.md) - [runai jax suspend](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_jax_suspend.md) - [runai kubeconfig](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_kubeconfig.md) - [runai kubeconfig set](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_kubeconfig_set.md) - [runai login](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_login.md) - [runai login application](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_login_application.md) - [runai login sso](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_login_sso.md) - [runai login user](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_login_user.md) - [runai logout](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_logout.md) - [runai mpi](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_mpi.md) - [runai mpi attach](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_mpi_attach.md) - [runai mpi bash](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_mpi_bash.md) - [runai mpi delete](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_mpi_delete.md) - [runai mpi describe](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_mpi_describe.md) - [runai mpi exec](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_mpi_exec.md) - [runai mpi list](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_mpi_list.md) - [runai mpi logs](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_mpi_logs.md) - [runai mpi port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_mpi_port-forward.md) - [runai mpi resume](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_mpi_resume.md) - [runai mpi submit](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_mpi_submit.md) - [runai mpi suspend](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_mpi_suspend.md) - [runai node](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_node.md) - [runai node list](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_node_list.md) - [runai nodepool](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_nodepool.md) - [runai nodepool list](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_nodepool_list.md) - [runai project](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_project.md) - [runai project list](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_project_list.md) - [runai project set](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_project_set.md) - [runai pvc](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_pvc.md) - [runai pvc list](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_pvc_list.md) - [runai pytorch](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_pytorch.md) - [runai pytorch attach](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_pytorch_attach.md) - [runai pytorch bash](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_pytorch_bash.md) - [runai pytorch delete](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_pytorch_delete.md) - [runai pytorch describe](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_pytorch_describe.md) - [runai pytorch exec](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_pytorch_exec.md) - [runai pytorch list](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_pytorch_list.md) - [runai pytorch logs](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_pytorch_logs.md) - [runai pytorch port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_pytorch_port-forward.md) - [runai pytorch resume](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_pytorch_resume.md) - [runai pytorch submit](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_pytorch_submit.md) - [runai pytorch suspend](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_pytorch_suspend.md) - [runai report](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_report.md) - [runai report metrics](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_report_metrics.md) - [runai report metrics clear](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_report_metrics_clear.md) - [runai report metrics config](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_report_metrics_config.md) - [runai report metrics output](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_report_metrics_output.md) - [runai tensorflow](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_tensorflow.md) - [runai tensorflow attach](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_tensorflow_attach.md) - [runai tensorflow bash](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_tensorflow_bash.md) - [runai tensorflow delete](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_tensorflow_delete.md) - [runai tensorflow describe](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_tensorflow_describe.md) - [runai tensorflow exec](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_tensorflow_exec.md) - [runai tensorflow list](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_tensorflow_list.md) - [runai tensorflow logs](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_tensorflow_logs.md) - [runai tensorflow port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_tensorflow_port-forward.md) - [runai tensorflow resume](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_tensorflow_resume.md) - [runai tensorflow submit](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_tensorflow_submit.md) - [runai tensorflow suspend](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_tensorflow_suspend.md) - [runai training](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training.md) - [runai training attach](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_attach.md) - [runai training bash](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_bash.md) - [runai training delete](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_delete.md) - [runai training describe](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_describe.md) - [runai training exec](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_exec.md) - [runai training jax](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_jax.md) - [runai training jax attach](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_jax_attach.md) - [runai training jax bash](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_jax_bash.md) - [runai training jax delete](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_jax_delete.md) - [runai training jax describe](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_jax_describe.md) - [runai training jax exec](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_jax_exec.md) - [runai training jax list](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_jax_list.md) - [runai training jax logs](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_jax_logs.md) - [runai training jax port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_jax_port-forward.md) - [runai training jax resume](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_jax_resume.md) - [runai training jax submit](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_jax_submit.md) - [runai training jax suspend](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_jax_suspend.md) - [runai training list](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_list.md) - [runai training logs](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_logs.md) - [runai training mpi](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_mpi.md) - [runai training mpi attach](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_mpi_attach.md) - [runai training mpi bash](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_mpi_bash.md) - [runai training mpi delete](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_mpi_delete.md) - [runai training mpi describe](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_mpi_describe.md) - [runai training mpi exec](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_mpi_exec.md) - [runai training mpi list](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_mpi_list.md) - [runai training mpi logs](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_mpi_logs.md) - [runai training mpi port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_mpi_port-forward.md) - [runai training mpi resume](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_mpi_resume.md) - [runai training mpi submit](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_mpi_submit.md) - [runai training mpi suspend](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_mpi_suspend.md) - [runai training port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_port-forward.md) - [runai training pytorch](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_pytorch.md) - [runai training pytorch attach](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_pytorch_attach.md) - [runai training pytorch bash](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_pytorch_bash.md) - [runai training pytorch delete](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_pytorch_delete.md) - [runai training pytorch describe](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_pytorch_describe.md) - [runai training pytorch exec](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_pytorch_exec.md) - [runai training pytorch list](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_pytorch_list.md) - [runai training pytorch logs](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_pytorch_logs.md) - [runai training pytorch port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_pytorch_port-forward.md) - [runai training pytorch resume](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_pytorch_resume.md) - [runai training pytorch submit](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_pytorch_submit.md) - [runai training pytorch suspend](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_pytorch_suspend.md) - [runai training resume](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_resume.md) - [runai training standard](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_standard.md) - [runai training standard attach](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_standard_attach.md) - [runai training standard bash](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_standard_bash.md) - [runai training standard delete](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_standard_delete.md) - [runai training standard describe](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_standard_describe.md) - [runai training standard exec](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_standard_exec.md) - [runai training standard list](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_standard_list.md) - [runai training standard logs](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_standard_logs.md) - [runai training standard port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_standard_port-forward.md) - [runai training standard resume](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_standard_resume.md) - [runai training standard submit](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_standard_submit.md) - [runai training standard suspend](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_standard_suspend.md) - [runai training submit](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_submit.md) - [runai training suspend](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_suspend.md) - [runai training tensorflow](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_tensorflow.md) - [runai training tensorflow attach](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_tensorflow_attach.md) - [runai training tensorflow bash](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_tensorflow_bash.md) - [runai training tensorflow delete](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_tensorflow_delete.md) - [runai training tensorflow describe](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_tensorflow_describe.md) - [runai training tensorflow exec](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_tensorflow_exec.md) - [runai training tensorflow list](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_tensorflow_list.md) - [runai training tensorflow logs](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_tensorflow_logs.md) - [runai training tensorflow port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_tensorflow_port-forward.md) - [runai training tensorflow resume](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_tensorflow_resume.md) - [runai training tensorflow submit](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_tensorflow_submit.md) - [runai training tensorflow suspend](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_tensorflow_suspend.md) - [runai training xgboost](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_xgboost.md) - [runai training xgboost attach](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_xgboost_attach.md) - [runai training xgboost bash](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_xgboost_bash.md) - [runai training xgboost delete](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_xgboost_delete.md) - [runai training xgboost describe](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_xgboost_describe.md) - [runai training xgboost exec](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_xgboost_exec.md) - [runai training xgboost list](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_xgboost_list.md) - [runai training xgboost logs](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_xgboost_logs.md) - [runai training xgboost port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_xgboost_port-forward.md) - [runai training xgboost resume](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_xgboost_resume.md) - [runai training xgboost submit](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_xgboost_submit.md) - [runai training xgboost suspend](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_training_xgboost_suspend.md) - [runai upgrade](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_upgrade.md) - [runai version](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_version.md) - [runai whoami](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_whoami.md) - [runai workload](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_workload.md) - [runai workload delete](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_workload_delete.md) - [runai workload describe](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_workload_describe.md) - [runai workload list](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_workload_list.md) - [runai workspace](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_workspace.md) - [runai workspace attach](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_workspace_attach.md) - [runai workspace bash](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_workspace_bash.md) - [runai workspace delete](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_workspace_delete.md) - [runai workspace describe](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_workspace_describe.md) - [runai workspace exec](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_workspace_exec.md) - [runai workspace list](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_workspace_list.md) - [runai workspace logs](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_workspace_logs.md) - [runai workspace port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_workspace_port-forward.md) - [runai workspace resume](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_workspace_resume.md) - [runai workspace submit](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_workspace_submit.md) - [runai workspace suspend](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_workspace_suspend.md) - [runai xgboost](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_xgboost.md) - [runai xgboost attach](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_xgboost_attach.md) - [runai xgboost bash](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_xgboost_bash.md) - [runai xgboost delete](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_xgboost_delete.md) - [runai xgboost describe](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_xgboost_describe.md) - [runai xgboost exec](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_xgboost_exec.md) - [runai xgboost list](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_xgboost_list.md) - [runai xgboost logs](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_xgboost_logs.md) - [runai xgboost port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_xgboost_port-forward.md) - [runai xgboost resume](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_xgboost_resume.md) - [runai xgboost submit](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_xgboost_submit.md) - [runai xgboost suspend](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/runai/runai_xgboost_suspend.md) - [CLI Commands Examples](https://run-ai-docs.nvidia.com/self-hosted/2.21/reference/cli/cli-examples.md) - [Product Support Policy](https://run-ai-docs.nvidia.com/self-hosted/2.21/support-policy/product-support-policy.md) - [Product Version Life Cycle](https://run-ai-docs.nvidia.com/self-hosted/2.21/support-policy/product-version-life-cycle.md) * [NVIDIA Run:ai Self-Hosted Product Documentation](https://run-ai-docs.nvidia.com/self-hosted/2.20/readme.md) * [Overview](https://run-ai-docs.nvidia.com/self-hosted/2.20/getting-started/overview.md) * [What's New](https://run-ai-docs.nvidia.com/self-hosted/2.20/getting-started/whats-new.md) * [What’s New in Version 2.20](https://run-ai-docs.nvidia.com/self-hosted/2.20/getting-started/whats-new/whats-new-2-20.md) * [Hotfixes for Version 2.20](https://run-ai-docs.nvidia.com/self-hosted/2.20/getting-started/whats-new/hotfixes-version-2-20.md) * [Installation](https://run-ai-docs.nvidia.com/self-hosted/2.20/getting-started/installation.md) * [Install Using Helm](https://run-ai-docs.nvidia.com/self-hosted/2.20/getting-started/installation/install-using-helm.md) * [Control Plane System Requirements](https://run-ai-docs.nvidia.com/self-hosted/2.20/getting-started/installation/install-using-helm/cp-system-requirements.md) * [Preparations](https://run-ai-docs.nvidia.com/self-hosted/2.20/getting-started/installation/install-using-helm/preparations.md) * [Network Requirements](https://run-ai-docs.nvidia.com/self-hosted/2.20/getting-started/installation/install-using-helm/network-requirements.md) * [Install the Control Plane](https://run-ai-docs.nvidia.com/self-hosted/2.20/getting-started/installation/install-using-helm/install-control-plane.md) * [Cluster System Requirements](https://run-ai-docs.nvidia.com/self-hosted/2.20/getting-started/installation/install-using-helm/system-requirements.md) * [Install the Cluster](https://run-ai-docs.nvidia.com/self-hosted/2.20/getting-started/installation/install-using-helm/helm-install.md) * [Customized Installation](https://run-ai-docs.nvidia.com/self-hosted/2.20/getting-started/installation/install-using-helm/custom-install.md) * [Upgrade](https://run-ai-docs.nvidia.com/self-hosted/2.20/getting-started/installation/install-using-helm/upgrade.md) * [Uninstall](https://run-ai-docs.nvidia.com/self-hosted/2.20/getting-started/installation/install-using-helm/uninstall.md) * [Authentication and Authorization](https://run-ai-docs.nvidia.com/self-hosted/2.20/infrastructure-setup/authentication.md) * [Authentication and Authorization](https://run-ai-docs.nvidia.com/self-hosted/2.20/infrastructure-setup/authentication/overview.md) * [Users](https://run-ai-docs.nvidia.com/self-hosted/2.20/infrastructure-setup/authentication/users.md) * [SSO](https://run-ai-docs.nvidia.com/self-hosted/2.20/infrastructure-setup/authentication/sso.md) * [Set Up SSO with SAML](https://run-ai-docs.nvidia.com/self-hosted/2.20/infrastructure-setup/authentication/sso/saml.md) * [Set Up SSO with OpenID Connect](https://run-ai-docs.nvidia.com/self-hosted/2.20/infrastructure-setup/authentication/sso/openidconnect.md) * [Set Up SSO with OpenShift](https://run-ai-docs.nvidia.com/self-hosted/2.20/infrastructure-setup/authentication/sso/openshift.md) * [Roles](https://run-ai-docs.nvidia.com/self-hosted/2.20/infrastructure-setup/authentication/roles.md) * [Applications](https://run-ai-docs.nvidia.com/self-hosted/2.20/infrastructure-setup/authentication/applications.md) * [User Applications](https://run-ai-docs.nvidia.com/self-hosted/2.20/infrastructure-setup/authentication/user-applications.md) * [Access Rules](https://run-ai-docs.nvidia.com/self-hosted/2.20/infrastructure-setup/authentication/accessrules.md) * [Cluster Authentication](https://run-ai-docs.nvidia.com/self-hosted/2.20/infrastructure-setup/authentication/cluster-authentication.md) * [Advanced Setup](https://run-ai-docs.nvidia.com/self-hosted/2.20/infrastructure-setup/advanced-setup.md) * [Node Roles](https://run-ai-docs.nvidia.com/self-hosted/2.20/infrastructure-setup/advanced-setup/node-roles.md) * [Advanced Control Plane Configurations](https://run-ai-docs.nvidia.com/self-hosted/2.20/infrastructure-setup/advanced-setup/control-plane-config.md) * [Advanced Cluster Configurations](https://run-ai-docs.nvidia.com/self-hosted/2.20/infrastructure-setup/advanced-setup/cluster-config.md) * [Container Access](https://run-ai-docs.nvidia.com/self-hosted/2.20/infrastructure-setup/advanced-setup/container-access.md) * [External Access to Containers](https://run-ai-docs.nvidia.com/self-hosted/2.20/infrastructure-setup/advanced-setup/container-access/external-access-to-containers.md) * [User Identity in Containers](https://run-ai-docs.nvidia.com/self-hosted/2.20/infrastructure-setup/advanced-setup/container-access/user-identity-in-containers.md) * [Git and S3 Sidecar Containers](https://run-ai-docs.nvidia.com/self-hosted/2.20/infrastructure-setup/advanced-setup/git-and-s3-sidecar-containers.md) * [Integrations](https://run-ai-docs.nvidia.com/self-hosted/2.20/infrastructure-setup/advanced-setup/integrations.md) * [Interworking with Karpenter](https://run-ai-docs.nvidia.com/self-hosted/2.20/infrastructure-setup/advanced-setup/integrations/karpenter.md) * [Security Best Practices](https://run-ai-docs.nvidia.com/self-hosted/2.20/infrastructure-setup/advanced-setup/security-best-practices.md) * [Infrastructure Procedures](https://run-ai-docs.nvidia.com/self-hosted/2.20/infrastructure-setup/procedures.md) * [NVIDIA Run:ai at Scale](https://run-ai-docs.nvidia.com/self-hosted/2.20/infrastructure-setup/procedures/scaling.md) * [High Availability](https://run-ai-docs.nvidia.com/self-hosted/2.20/infrastructure-setup/procedures/high-availability.md) * [Monitoring and Maintenance](https://run-ai-docs.nvidia.com/self-hosted/2.20/infrastructure-setup/procedures/monitoring.md) * [NVIDIA Run:ai System Monitoring](https://run-ai-docs.nvidia.com/self-hosted/2.20/infrastructure-setup/procedures/system-monitoring.md) * [Clusters](https://run-ai-docs.nvidia.com/self-hosted/2.20/infrastructure-setup/procedures/clusters.md) * [Shared Storage](https://run-ai-docs.nvidia.com/self-hosted/2.20/infrastructure-setup/procedures/shared-storage.md) * [Nodes Maintenance](https://run-ai-docs.nvidia.com/self-hosted/2.20/infrastructure-setup/procedures/nodes-maintenance.md) * [Backup and Restore](https://run-ai-docs.nvidia.com/self-hosted/2.20/infrastructure-setup/procedures/cluster-restore.md) * [Secure Your Cluster](https://run-ai-docs.nvidia.com/self-hosted/2.20/infrastructure-setup/procedures/secure-your-cluster.md) * [Logs Collection](https://run-ai-docs.nvidia.com/self-hosted/2.20/infrastructure-setup/procedures/logs-collection.md) * [Event History](https://run-ai-docs.nvidia.com/self-hosted/2.20/infrastructure-setup/procedures/event-history.md) * [Manage AI Initiatives](https://run-ai-docs.nvidia.com/self-hosted/2.20/platform-management/aiinitiatives.md) * [Adapting AI Initiatives to Your Organization](https://run-ai-docs.nvidia.com/self-hosted/2.20/platform-management/aiinitiatives/adapting-ai-initiatives.md) * [Managing Your Organization](https://run-ai-docs.nvidia.com/self-hosted/2.20/platform-management/aiinitiatives/organization.md) * [Projects](https://run-ai-docs.nvidia.com/self-hosted/2.20/platform-management/aiinitiatives/organization/projects.md) * [Departments](https://run-ai-docs.nvidia.com/self-hosted/2.20/platform-management/aiinitiatives/organization/departments.md) * [Managing Your Resources](https://run-ai-docs.nvidia.com/self-hosted/2.20/platform-management/aiinitiatives/resources.md) * [Nodes](https://run-ai-docs.nvidia.com/self-hosted/2.20/platform-management/aiinitiatives/resources/nodes.md) * [Configuring NVIDIA MIG Profiles](https://run-ai-docs.nvidia.com/self-hosted/2.20/platform-management/aiinitiatives/resources/mig-profiles.md) * [Node Pools](https://run-ai-docs.nvidia.com/self-hosted/2.20/platform-management/aiinitiatives/resources/node-pools.md) * [Scheduling and Resource Optimization](https://run-ai-docs.nvidia.com/self-hosted/2.20/platform-management/runai-scheduler.md) * [Scheduling](https://run-ai-docs.nvidia.com/self-hosted/2.20/platform-management/runai-scheduler/scheduling.md) * [The NVIDIA Run:ai Scheduler: Concepts and Principles](https://run-ai-docs.nvidia.com/self-hosted/2.20/platform-management/runai-scheduler/scheduling/concepts.md) * [How the Scheduler Works](https://run-ai-docs.nvidia.com/self-hosted/2.20/platform-management/runai-scheduler/scheduling/how-the-scheduler-works.md) * [Using the Scheduler with Third-Party Workloads](https://run-ai-docs.nvidia.com/self-hosted/2.20/platform-management/runai-scheduler/scheduling/default-scheduler.md) * [Quick Starts](https://run-ai-docs.nvidia.com/self-hosted/2.20/platform-management/runai-scheduler/scheduling/quick-starts.md) * [Over Quota, Fairness and Preemption](https://run-ai-docs.nvidia.com/self-hosted/2.20/platform-management/runai-scheduler/scheduling/quick-starts/over-quota.md) * [Resource Optimization](https://run-ai-docs.nvidia.com/self-hosted/2.20/platform-management/runai-scheduler/resource-optimization.md) * [GPU Fractions](https://run-ai-docs.nvidia.com/self-hosted/2.20/platform-management/runai-scheduler/resource-optimization/fractions.md) * [Dynamic GPU Fractions](https://run-ai-docs.nvidia.com/self-hosted/2.20/platform-management/runai-scheduler/resource-optimization/dynamic-fractions.md) * [Optimize Performance with Node Level Scheduler](https://run-ai-docs.nvidia.com/self-hosted/2.20/platform-management/runai-scheduler/resource-optimization/node-level-scheduler.md) * [GPU Time-Slicing](https://run-ai-docs.nvidia.com/self-hosted/2.20/platform-management/runai-scheduler/resource-optimization/time-slicing.md) * [GPU Memory Swap](https://run-ai-docs.nvidia.com/self-hosted/2.20/platform-management/runai-scheduler/resource-optimization/memory-swap.md) * [Quick Starts](https://run-ai-docs.nvidia.com/self-hosted/2.20/platform-management/runai-scheduler/resource-optimization/quick-starts.md) * [Launching Workloads with GPU Fractions](https://run-ai-docs.nvidia.com/self-hosted/2.20/platform-management/runai-scheduler/resource-optimization/quick-starts/gpu-fractions-quickstart.md) * [Launching Workloads with Dynamic GPU Fractions](https://run-ai-docs.nvidia.com/self-hosted/2.20/platform-management/runai-scheduler/resource-optimization/quick-starts/dynamic-gpu-fractions-quickstart.md) * [Launching Workloads with GPU Memory Swap](https://run-ai-docs.nvidia.com/self-hosted/2.20/platform-management/runai-scheduler/resource-optimization/quick-starts/gpu-memory-swap-quickstart.md) * [Policies](https://run-ai-docs.nvidia.com/self-hosted/2.20/platform-management/policies.md) * [Policies and Rules](https://run-ai-docs.nvidia.com/self-hosted/2.20/platform-management/policies/policies-and-rules.md) * [Workload Policies](https://run-ai-docs.nvidia.com/self-hosted/2.20/platform-management/policies/workload-policies.md) * [Policy YAML Examples](https://run-ai-docs.nvidia.com/self-hosted/2.20/platform-management/policies/policy-yaml-examples.md) * [Policy YAML Reference](https://run-ai-docs.nvidia.com/self-hosted/2.20/platform-management/policies/policy-yaml-reference.md) * [Scheduling Rules](https://run-ai-docs.nvidia.com/self-hosted/2.20/platform-management/policies/scheduling-rules.md) * [Monitor Performance and Health](https://run-ai-docs.nvidia.com/self-hosted/2.20/platform-management/monitor-performance.md) * [Before You Start](https://run-ai-docs.nvidia.com/self-hosted/2.20/platform-management/monitor-performance/before-you-start.md) * [Metrics and Telemetry](https://run-ai-docs.nvidia.com/self-hosted/2.20/platform-management/monitor-performance/metrics.md) * [Reports](https://run-ai-docs.nvidia.com/self-hosted/2.20/platform-management/monitor-performance/reports.md) * [Introduction to Workloads](https://run-ai-docs.nvidia.com/self-hosted/2.20/workloads-in-nvidia-run-ai/introduction-to-workloads.md) * [NVIDIA Run:ai Workload Types](https://run-ai-docs.nvidia.com/self-hosted/2.20/workloads-in-nvidia-run-ai/workload-types.md) * [Workloads](https://run-ai-docs.nvidia.com/self-hosted/2.20/workloads-in-nvidia-run-ai/workloads.md) * [Workload Assets](https://run-ai-docs.nvidia.com/self-hosted/2.20/workloads-in-nvidia-run-ai/assets.md) * [Workload Assets](https://run-ai-docs.nvidia.com/self-hosted/2.20/workloads-in-nvidia-run-ai/assets/overview.md) * [Environments](https://run-ai-docs.nvidia.com/self-hosted/2.20/workloads-in-nvidia-run-ai/assets/environments.md) * [Data Sources](https://run-ai-docs.nvidia.com/self-hosted/2.20/workloads-in-nvidia-run-ai/assets/datasources.md) * [Data Volumes](https://run-ai-docs.nvidia.com/self-hosted/2.20/workloads-in-nvidia-run-ai/assets/data-volumes.md) * [Compute Resources](https://run-ai-docs.nvidia.com/self-hosted/2.20/workloads-in-nvidia-run-ai/assets/compute-resources.md) * [Credentials](https://run-ai-docs.nvidia.com/self-hosted/2.20/workloads-in-nvidia-run-ai/assets/credentials.md) * [Workload Templates](https://run-ai-docs.nvidia.com/self-hosted/2.20/workloads-in-nvidia-run-ai/workload-templates.md) * [Workspace Templates](https://run-ai-docs.nvidia.com/self-hosted/2.20/workloads-in-nvidia-run-ai/workload-templates/templates.md) * [Experiment Using Workspaces](https://run-ai-docs.nvidia.com/self-hosted/2.20/workloads-in-nvidia-run-ai/using-workspaces.md) * [Running Workspaces](https://run-ai-docs.nvidia.com/self-hosted/2.20/workloads-in-nvidia-run-ai/using-workspaces/running-workspace.md) * [Quick Starts](https://run-ai-docs.nvidia.com/self-hosted/2.20/workloads-in-nvidia-run-ai/using-workspaces/quick-starts.md) * [Running Jupyter Notebooks Using Workspaces](https://run-ai-docs.nvidia.com/self-hosted/2.20/workloads-in-nvidia-run-ai/using-workspaces/quick-starts/jupyter-quickstart.md) * [Train Models Using Training](https://run-ai-docs.nvidia.com/self-hosted/2.20/workloads-in-nvidia-run-ai/using-training.md) * [Standard Training](https://run-ai-docs.nvidia.com/self-hosted/2.20/workloads-in-nvidia-run-ai/using-training/standard-training.md) * [Train Models Using a Standard Training Workload](https://run-ai-docs.nvidia.com/self-hosted/2.20/workloads-in-nvidia-run-ai/using-training/standard-training/train-models.md) * [Quick Starts](https://run-ai-docs.nvidia.com/self-hosted/2.20/workloads-in-nvidia-run-ai/using-training/standard-training/quick-starts.md) * [Run Your First Standard Training](https://run-ai-docs.nvidia.com/self-hosted/2.20/workloads-in-nvidia-run-ai/using-training/standard-training/quick-starts/standard-training-quickstart.md) * [Distributed Training](https://run-ai-docs.nvidia.com/self-hosted/2.20/workloads-in-nvidia-run-ai/using-training/distributed-training.md) * [Train Models Using a Distributed Training Workload](https://run-ai-docs.nvidia.com/self-hosted/2.20/workloads-in-nvidia-run-ai/using-training/distributed-training/distributed-training-models.md) * [Quick Starts](https://run-ai-docs.nvidia.com/self-hosted/2.20/workloads-in-nvidia-run-ai/using-training/distributed-training/quick-starts.md) * [Run Your First Distributed Training](https://run-ai-docs.nvidia.com/self-hosted/2.20/workloads-in-nvidia-run-ai/using-training/distributed-training/quick-starts/distributed-training-quickstart.md) * [Best Practices: Checkpointing Preemptible Training Workloads](https://run-ai-docs.nvidia.com/self-hosted/2.20/workloads-in-nvidia-run-ai/using-training/checkpointing-preemptible-workloads.md) * [Deploy Models Using Inference](https://run-ai-docs.nvidia.com/self-hosted/2.20/workloads-in-nvidia-run-ai/using-inference.md) * [Deploy a Custom Inference Workload](https://run-ai-docs.nvidia.com/self-hosted/2.20/workloads-in-nvidia-run-ai/using-inference/custom-inference.md) * [Deploy Inference Workloads from Hugging Face](https://run-ai-docs.nvidia.com/self-hosted/2.20/workloads-in-nvidia-run-ai/using-inference/hugging-face-inference.md) * [Deploy Inference Workloads with NVIDIA NIM](https://run-ai-docs.nvidia.com/self-hosted/2.20/workloads-in-nvidia-run-ai/using-inference/nim-inference.md) * [Quick Starts](https://run-ai-docs.nvidia.com/self-hosted/2.20/workloads-in-nvidia-run-ai/using-inference/quick-starts.md) * [Run Your First Custom Inference Workload](https://run-ai-docs.nvidia.com/self-hosted/2.20/workloads-in-nvidia-run-ai/using-inference/quick-starts/run-your-first-custom-inference-workload.md) * [CLI Reference](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli.md) * [Install and Configure CLI](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/install-cli.md) * [Administrator CLI](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/administrator-cli.md) * [Add NVIDIA Run:ai Authorization to Kubeconfig](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/set-kubeconfig-parameters.md) * [CLI Commands Reference](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai.md) * [runai cluster](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_cluster.md) * [runai cluster list](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_cluster_list.md) * [runai cluster set](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_cluster_set.md) * [runai config](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_config.md) * [runai config generate](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_config_generate.md) * [runai config set](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_config_set.md) * [runai kubeconfig](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_kubeconfig.md) * [runai kubeconfig set](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_kubeconfig_set.md) * [runai login](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_login.md) * [runai login application](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_login_application.md) * [runai login sso](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_login_sso.md) * [runai login user](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_login_user.md) * [runai logout](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_logout.md) * [runai mpi](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_mpi.md) * [runai mpi attach](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_mpi_attach.md) * [runai mpi bash](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_mpi_bash.md) * [runai mpi delete](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_mpi_delete.md) * [runai mpi describe](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_mpi_describe.md) * [runai mpi exec](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_mpi_exec.md) * [runai mpi list](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_mpi_list.md) * [runai mpi logs](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_mpi_logs.md) * [runai mpi port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_mpi_port-forward.md) * [runai mpi resume](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_mpi_resume.md) * [runai mpi submit](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_mpi_submit.md) * [runai mpi suspend](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_mpi_suspend.md) * [runai node](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_node.md) * [runai node list](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_node_list.md) * [runai nodepool](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_nodepool.md) * [runai nodepool list](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_nodepool_list.md) * [runai project](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_project.md) * [runai project list](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_project_list.md) * [runai project set](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_project_set.md) * [runai pytorch](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_pytorch.md) * [runai pytorch attach](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_pytorch_attach.md) * [runai pytorch bash](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_pytorch_bash.md) * [runai pytorch delete](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_pytorch_delete.md) * [runai pytorch describe](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_pytorch_describe.md) * [runai pytorch exec](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_pytorch_exec.md) * [runai pytorch list](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_pytorch_list.md) * [runai pytorch logs](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_pytorch_logs.md) * [runai pytorch port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_pytorch_port-forward.md) * [runai pytorch resume](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_pytorch_resume.md) * [runai pytorch submit](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_pytorch_submit.md) * [runai pytorch suspend](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_pytorch_suspend.md) * [runai report](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_report.md) * [runai report metrics](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_report_metrics.md) * [runai report metrics clear](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_report_metrics_clear.md) * [runai report metrics config](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_report_metrics_config.md) * [runai report metrics output](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_report_metrics_output.md) * [runai tensorflow](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_tensorflow.md) * [runai tensorflow attach](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_tensorflow_attach.md) * [runai tensorflow bash](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_tensorflow_bash.md) * [runai tensorflow delete](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_tensorflow_delete.md) * [runai tensorflow describe](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_tensorflow_describe.md) * [runai tensorflow exec](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_tensorflow_exec.md) * [runai tensorflow list](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_tensorflow_list.md) * [runai tensorflow logs](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_tensorflow_logs.md) * [runai tensorflow port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_tensorflow_port-forward.md) * [runai tensorflow resume](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_tensorflow_resume.md) * [runai tensorflow submit](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_tensorflow_submit.md) * [runai tensorflow suspend](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_tensorflow_suspend.md) * [runai training](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training.md) * [runai training attach](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_attach.md) * [runai training bash](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_bash.md) * [runai training delete](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_delete.md) * [runai training describe](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_describe.md) * [runai training exec](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_exec.md) * [runai training list](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_list.md) * [runai training logs](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_logs.md) * [runai training mpi](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_mpi.md) * [runai training mpi attach](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_mpi_attach.md) * [runai training mpi bash](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_mpi_bash.md) * [runai training mpi delete](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_mpi_delete.md) * [runai training mpi describe](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_mpi_describe.md) * [runai training mpi exec](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_mpi_exec.md) * [runai training mpi list](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_mpi_list.md) * [runai training mpi logs](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_mpi_logs.md) * [runai training mpi port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_mpi_port-forward.md) * [runai training mpi resume](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_mpi_resume.md) * [runai training mpi submit](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_mpi_submit.md) * [runai training mpi suspend](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_mpi_suspend.md) * [runai training port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_port-forward.md) * [runai training pytorch](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_pytorch.md) * [runai training pytorch attach](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_pytorch_attach.md) * [runai training pytorch bash](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_pytorch_bash.md) * [runai training pytorch delete](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_pytorch_delete.md) * [runai training pytorch describe](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_pytorch_describe.md) * [runai training pytorch exec](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_pytorch_exec.md) * [runai training pytorch list](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_pytorch_list.md) * [runai training pytorch logs](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_pytorch_logs.md) * [runai training pytorch port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_pytorch_port-forward.md) * [runai training pytorch resume](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_pytorch_resume.md) * [runai training pytorch submit](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_pytorch_submit.md) * [runai training pytorch suspend](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_pytorch_suspend.md) * [runai training resume](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_resume.md) * [runai training standard](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_standard.md) * [runai training standard attach](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_standard_attach.md) * [runai training standard bash](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_standard_bash.md) * [runai training standard delete](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_standard_delete.md) * [runai training standard describe](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_standard_describe.md) * [runai training standard exec](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_standard_exec.md) * [runai training standard list](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_standard_list.md) * [runai training standard logs](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_standard_logs.md) * [runai training standard port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_standard_port-forward.md) * [runai training standard resume](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_standard_resume.md) * [runai training standard submit](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_standard_submit.md) * [runai training standard suspend](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_standard_suspend.md) * [runai training submit](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_submit.md) * [runai training suspend](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_suspend.md) * [runai training tensorflow](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_tensorflow.md) * [runai training tensorflow attach](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_tensorflow_attach.md) * [runai training tensorflow bash](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_tensorflow_bash.md) * [runai training tensorflow delete](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_tensorflow_delete.md) * [runai training tensorflow describe](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_tensorflow_describe.md) * [runai training tensorflow exec](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_tensorflow_exec.md) * [runai training tensorflow list](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_tensorflow_list.md) * [runai training tensorflow logs](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_tensorflow_logs.md) * [runai training tensorflow port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_tensorflow_port-forward.md) * [runai training tensorflow resume](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_tensorflow_resume.md) * [runai training tensorflow submit](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_tensorflow_submit.md) * [runai training tensorflow suspend](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_tensorflow_suspend.md) * [runai training xgboost](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_xgboost.md) * [runai training xgboost attach](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_xgboost_attach.md) * [runai training xgboost bash](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_xgboost_bash.md) * [runai training xgboost delete](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_xgboost_delete.md) * [runai training xgboost describe](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_xgboost_describe.md) * [runai training xgboost exec](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_xgboost_exec.md) * [runai training xgboost list](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_xgboost_list.md) * [runai training xgboost logs](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_xgboost_logs.md) * [runai training xgboost port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_xgboost_port-forward.md) * [runai training xgboost resume](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_xgboost_resume.md) * [runai training xgboost submit](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_xgboost_submit.md) * [runai training xgboost suspend](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_training_xgboost_suspend.md) * [runai upgrade](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_upgrade.md) * [runai version](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_version.md) * [runai whoami](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_whoami.md) * [runai workload](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_workload.md) * [runai workload describe](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_workload_describe.md) * [runai workload list](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_workload_list.md) * [runai workspace](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_workspace.md) * [runai workspace attach](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_workspace_attach.md) * [runai workspace bash](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_workspace_bash.md) * [runai workspace delete](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_workspace_delete.md) * [runai workspace describe](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_workspace_describe.md) * [runai workspace exec](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_workspace_exec.md) * [runai workspace list](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_workspace_list.md) * [runai workspace logs](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_workspace_logs.md) * [runai workspace port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_workspace_port-forward.md) * [runai workspace resume](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_workspace_resume.md) * [runai workspace submit](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_workspace_submit.md) * [runai workspace suspend](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_workspace_suspend.md) * [runai xgboost](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_xgboost.md) * [runai xgboost attach](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_xgboost_attach.md) * [runai xgboost bash](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_xgboost_bash.md) * [runai xgboost delete](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_xgboost_delete.md) * [runai xgboost describe](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_xgboost_describe.md) * [runai xgboost exec](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_xgboost_exec.md) * [runai xgboost list](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_xgboost_list.md) * [runai xgboost logs](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_xgboost_logs.md) * [runai xgboost port-forward](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_xgboost_port-forward.md) * [runai xgboost resume](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_xgboost_resume.md) * [runai xgboost submit](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_xgboost_submit.md) * [runai xgboost suspend](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/runai/runai_xgboost_suspend.md) * [CLI Commands Examples](https://run-ai-docs.nvidia.com/self-hosted/2.20/reference/cli/cli-examples.md) * [Product Support Policy](https://run-ai-docs.nvidia.com/self-hosted/2.20/support-policy/product-support-policy.md) * [Product Version Life Cycle](https://run-ai-docs.nvidia.com/self-hosted/2.20/support-policy/product-version-life-cycle.md) ## Multi-tenant - [Overview](https://run-ai-docs.nvidia.com/multi-tenant/getting-started/overview.md) - [Installation](https://run-ai-docs.nvidia.com/multi-tenant/getting-started/installation.md) - [Control Plane System Requirements](https://run-ai-docs.nvidia.com/multi-tenant/getting-started/installation/cp-system-requirements.md) - [Metrics Store Requirements](https://run-ai-docs.nvidia.com/multi-tenant/getting-started/installation/metrics-store-requirements.md) - [NVIDIA Run:ai Mimir Helm Chart](https://run-ai-docs.nvidia.com/multi-tenant/getting-started/installation/metrics-store-requirements/nvidia-run-ai-mimir-helm-chart.md) - [Preparations](https://run-ai-docs.nvidia.com/multi-tenant/getting-started/installation/preparations.md) - [Network Requirements](https://run-ai-docs.nvidia.com/multi-tenant/getting-started/installation/network-requirements.md) - [Install the Control Plane](https://run-ai-docs.nvidia.com/multi-tenant/getting-started/installation/install-control-plane.md) - [Upgrade](https://run-ai-docs.nvidia.com/multi-tenant/getting-started/installation/upgrade.md) - [Uninstall](https://run-ai-docs.nvidia.com/multi-tenant/getting-started/installation/uninstall.md) - [API Access Setup](https://run-ai-docs.nvidia.com/multi-tenant/getting-started/api-access-setup.md) - [Organization Onboarding](https://run-ai-docs.nvidia.com/multi-tenant/organization-life-cycle/organization-onboarding.md) - [Create a Tenant](https://run-ai-docs.nvidia.com/multi-tenant/organization-life-cycle/organization-onboarding/create-a-tenant.md) - [Provision Kubernetes Clusters](https://run-ai-docs.nvidia.com/multi-tenant/organization-life-cycle/organization-onboarding/provision-kubernetes-clusters.md) - [Cluster System Requirements](https://run-ai-docs.nvidia.com/multi-tenant/organization-life-cycle/organization-onboarding/system-requirements.md) - [Create and Install Clusters](https://run-ai-docs.nvidia.com/multi-tenant/organization-life-cycle/organization-onboarding/create-and-install-clusters.md) - [Share Tenant Access Details](https://run-ai-docs.nvidia.com/multi-tenant/organization-life-cycle/organization-onboarding/share-tenant-access-details.md) - [Organization Offboarding](https://run-ai-docs.nvidia.com/multi-tenant/organization-life-cycle/organization-offboarding.md) - [Authentication and Authorization](https://run-ai-docs.nvidia.com/multi-tenant/infrastructure-setup/authentication-and-authorization.md) - [Roles](https://run-ai-docs.nvidia.com/multi-tenant/infrastructure-setup/authentication-and-authorization/roles.md) - [Access Rules](https://run-ai-docs.nvidia.com/multi-tenant/infrastructure-setup/authentication-and-authorization/access-rules.md) - [Advanced Setup](https://run-ai-docs.nvidia.com/multi-tenant/infrastructure-setup/advanced-setup.md) - [Node Roles](https://run-ai-docs.nvidia.com/multi-tenant/infrastructure-setup/advanced-setup/node-roles.md) - [Advanced Control Plane Configurations](https://run-ai-docs.nvidia.com/multi-tenant/infrastructure-setup/advanced-setup/control-plane-config.md) - [Advanced Cluster Configurations](https://run-ai-docs.nvidia.com/multi-tenant/infrastructure-setup/advanced-setup/cluster-config.md) - [Vertical Pod Autoscaling (VPA)](https://run-ai-docs.nvidia.com/multi-tenant/infrastructure-setup/advanced-setup/vpa.md) - [Kubernetes Gateway API](https://run-ai-docs.nvidia.com/multi-tenant/infrastructure-setup/advanced-setup/kubernetes-gateway-api.md) - [External Access to Containers](https://run-ai-docs.nvidia.com/multi-tenant/infrastructure-setup/advanced-setup/external-access-to-containers.md) - [Service Mesh](https://run-ai-docs.nvidia.com/multi-tenant/infrastructure-setup/advanced-setup/service-mesh.md) - [Infrastructure Procedures](https://run-ai-docs.nvidia.com/multi-tenant/infrastructure-setup/procedures.md) - [NVIDIA Run:ai at Scale](https://run-ai-docs.nvidia.com/multi-tenant/infrastructure-setup/procedures/scaling.md) - [Infrastructure Monitoring](https://run-ai-docs.nvidia.com/multi-tenant/infrastructure-setup/procedures/monitoring.md) - [NVIDIA Run:ai System Monitoring](https://run-ai-docs.nvidia.com/multi-tenant/infrastructure-setup/procedures/system-monitoring.md) - [Nodes Maintenance](https://run-ai-docs.nvidia.com/multi-tenant/infrastructure-setup/procedures/nodes-maintenance.md) - [Secure Your Cluster](https://run-ai-docs.nvidia.com/multi-tenant/infrastructure-setup/procedures/secure-your-cluster.md) - [Logs Collection](https://run-ai-docs.nvidia.com/multi-tenant/infrastructure-setup/procedures/logs-collection.md) - [Audit Logs API](https://run-ai-docs.nvidia.com/multi-tenant/infrastructure-setup/procedures/event-history.md) - [Product Support Policy](https://run-ai-docs.nvidia.com/multi-tenant/support-policy/product-support-policy.md) - [Product Version Life Cycle](https://run-ai-docs.nvidia.com/multi-tenant/support-policy/product-version-life-cycle.md) * [Overview](https://run-ai-docs.nvidia.com/multi-tenant/2.24/getting-started/overview.md) * [Installation](https://run-ai-docs.nvidia.com/multi-tenant/2.24/getting-started/installation.md) * [Control Plane System Requirements](https://run-ai-docs.nvidia.com/multi-tenant/2.24/getting-started/installation/cp-system-requirements.md) * [Metrics Store Requirements](https://run-ai-docs.nvidia.com/multi-tenant/2.24/getting-started/installation/metrics-store-requirements.md) * [NVIDIA Run:ai Mimir Helm Chart](https://run-ai-docs.nvidia.com/multi-tenant/2.24/getting-started/installation/metrics-store-requirements/nvidia-run-ai-mimir-helm-chart.md) * [Preparations](https://run-ai-docs.nvidia.com/multi-tenant/2.24/getting-started/installation/preparations.md) * [Network Requirements](https://run-ai-docs.nvidia.com/multi-tenant/2.24/getting-started/installation/network-requirements.md) * [Install the Control Plane](https://run-ai-docs.nvidia.com/multi-tenant/2.24/getting-started/installation/install-control-plane.md) * [Upgrade](https://run-ai-docs.nvidia.com/multi-tenant/2.24/getting-started/installation/upgrade.md) * [Uninstall](https://run-ai-docs.nvidia.com/multi-tenant/2.24/getting-started/installation/uninstall.md) * [API Access Setup](https://run-ai-docs.nvidia.com/multi-tenant/2.24/getting-started/api-access-setup.md) * [Organization Onboarding](https://run-ai-docs.nvidia.com/multi-tenant/2.24/organization-life-cycle/organization-onboarding.md) * [Create a Tenant](https://run-ai-docs.nvidia.com/multi-tenant/2.24/organization-life-cycle/organization-onboarding/create-a-tenant.md) * [Provision Kubernetes Clusters](https://run-ai-docs.nvidia.com/multi-tenant/2.24/organization-life-cycle/organization-onboarding/provision-kubernetes-clusters.md) * [Cluster System Requirements](https://run-ai-docs.nvidia.com/multi-tenant/2.24/organization-life-cycle/organization-onboarding/system-requirements.md) * [Create and Install Clusters](https://run-ai-docs.nvidia.com/multi-tenant/2.24/organization-life-cycle/organization-onboarding/create-and-install-clusters.md) * [Share Tenant Access Details](https://run-ai-docs.nvidia.com/multi-tenant/2.24/organization-life-cycle/organization-onboarding/share-tenant-access-details.md) * [Organization Offboarding](https://run-ai-docs.nvidia.com/multi-tenant/2.24/organization-life-cycle/organization-offboarding.md) * [Authentication and Authorization](https://run-ai-docs.nvidia.com/multi-tenant/2.24/infrastructure-setup/authentication-and-authorization.md) * [Roles](https://run-ai-docs.nvidia.com/multi-tenant/2.24/infrastructure-setup/authentication-and-authorization/roles.md) * [Access Rules](https://run-ai-docs.nvidia.com/multi-tenant/2.24/infrastructure-setup/authentication-and-authorization/access-rules.md) * [Advanced Setup](https://run-ai-docs.nvidia.com/multi-tenant/2.24/infrastructure-setup/advanced-setup.md) * [Node Roles](https://run-ai-docs.nvidia.com/multi-tenant/2.24/infrastructure-setup/advanced-setup/node-roles.md) * [Advanced Control Plane Configurations](https://run-ai-docs.nvidia.com/multi-tenant/2.24/infrastructure-setup/advanced-setup/control-plane-config.md) * [Advanced Cluster Configurations](https://run-ai-docs.nvidia.com/multi-tenant/2.24/infrastructure-setup/advanced-setup/cluster-config.md) * [External Access to Containers](https://run-ai-docs.nvidia.com/multi-tenant/2.24/infrastructure-setup/advanced-setup/external-access-to-containers.md) * [Service Mesh](https://run-ai-docs.nvidia.com/multi-tenant/2.24/infrastructure-setup/advanced-setup/service-mesh.md) * [Infrastructure Procedures](https://run-ai-docs.nvidia.com/multi-tenant/2.24/infrastructure-setup/procedures.md) * [NVIDIA Run:ai at Scale](https://run-ai-docs.nvidia.com/multi-tenant/2.24/infrastructure-setup/procedures/scaling.md) * [Infrastructure Monitoring](https://run-ai-docs.nvidia.com/multi-tenant/2.24/infrastructure-setup/procedures/monitoring.md) * [NVIDIA Run:ai System Monitoring](https://run-ai-docs.nvidia.com/multi-tenant/2.24/infrastructure-setup/procedures/system-monitoring.md) * [Nodes Maintenance](https://run-ai-docs.nvidia.com/multi-tenant/2.24/infrastructure-setup/procedures/nodes-maintenance.md) * [Secure Your Cluster](https://run-ai-docs.nvidia.com/multi-tenant/2.24/infrastructure-setup/procedures/secure-your-cluster.md) * [Logs Collection](https://run-ai-docs.nvidia.com/multi-tenant/2.24/infrastructure-setup/procedures/logs-collection.md) * [Audit Logs API](https://run-ai-docs.nvidia.com/multi-tenant/2.24/infrastructure-setup/procedures/event-history.md) * [Administrator CLI](https://run-ai-docs.nvidia.com/multi-tenant/2.24/reference/administrator-cli.md) * [Product Support Policy](https://run-ai-docs.nvidia.com/multi-tenant/2.24/support-policy/product-support-policy.md) * [Product Version Life Cycle](https://run-ai-docs.nvidia.com/multi-tenant/2.24/support-policy/product-version-life-cycle.md) - [Overview](https://run-ai-docs.nvidia.com/multi-tenant/2.23/getting-started/overview.md) - [Installation](https://run-ai-docs.nvidia.com/multi-tenant/2.23/getting-started/installation.md) - [Control Plane System Requirements](https://run-ai-docs.nvidia.com/multi-tenant/2.23/getting-started/installation/cp-system-requirements.md) - [Metrics Store Requirements](https://run-ai-docs.nvidia.com/multi-tenant/2.23/getting-started/installation/metrics-store-requirements.md) - [NVIDIA Run:ai Mimir Helm Chart](https://run-ai-docs.nvidia.com/multi-tenant/2.23/getting-started/installation/metrics-store-requirements/nvidia-run-ai-mimir-helm-chart.md) - [Preparations](https://run-ai-docs.nvidia.com/multi-tenant/2.23/getting-started/installation/preparations.md) - [Network Requirements](https://run-ai-docs.nvidia.com/multi-tenant/2.23/getting-started/installation/network-requirements.md) - [Install the Control Plane](https://run-ai-docs.nvidia.com/multi-tenant/2.23/getting-started/installation/install-control-plane.md) - [Upgrade](https://run-ai-docs.nvidia.com/multi-tenant/2.23/getting-started/installation/upgrade.md) - [Uninstall](https://run-ai-docs.nvidia.com/multi-tenant/2.23/getting-started/installation/uninstall.md) - [API Access Setup](https://run-ai-docs.nvidia.com/multi-tenant/2.23/getting-started/api-access-setup.md) - [Organization Onboarding](https://run-ai-docs.nvidia.com/multi-tenant/2.23/organization-life-cycle/organization-onboarding.md) - [Create a Tenant](https://run-ai-docs.nvidia.com/multi-tenant/2.23/organization-life-cycle/organization-onboarding/create-a-tenant.md) - [Provision Kubernetes Clusters](https://run-ai-docs.nvidia.com/multi-tenant/2.23/organization-life-cycle/organization-onboarding/provision-kubernetes-clusters.md) - [Cluster System Requirements](https://run-ai-docs.nvidia.com/multi-tenant/2.23/organization-life-cycle/organization-onboarding/system-requirements.md) - [Create and Install Clusters](https://run-ai-docs.nvidia.com/multi-tenant/2.23/organization-life-cycle/organization-onboarding/create-and-install-clusters.md) - [Share Tenant Access Details](https://run-ai-docs.nvidia.com/multi-tenant/2.23/organization-life-cycle/organization-onboarding/share-tenant-access-details.md) - [Organization Offboarding](https://run-ai-docs.nvidia.com/multi-tenant/2.23/organization-life-cycle/organization-offboarding.md) - [Advanced Setup](https://run-ai-docs.nvidia.com/multi-tenant/2.23/infrastructure-setup/advanced-setup.md) - [Node Roles](https://run-ai-docs.nvidia.com/multi-tenant/2.23/infrastructure-setup/advanced-setup/node-roles.md) - [Advanced Control Plane Configurations](https://run-ai-docs.nvidia.com/multi-tenant/2.23/infrastructure-setup/advanced-setup/control-plane-config.md) - [Advanced Cluster Configurations](https://run-ai-docs.nvidia.com/multi-tenant/2.23/infrastructure-setup/advanced-setup/cluster-config.md) - [External Access to Containers](https://run-ai-docs.nvidia.com/multi-tenant/2.23/infrastructure-setup/advanced-setup/external-access-to-containers.md) - [Service Mesh](https://run-ai-docs.nvidia.com/multi-tenant/2.23/infrastructure-setup/advanced-setup/service-mesh.md) - [Infrastructure Procedures](https://run-ai-docs.nvidia.com/multi-tenant/2.23/infrastructure-setup/procedures.md) - [NVIDIA Run:ai at Scale](https://run-ai-docs.nvidia.com/multi-tenant/2.23/infrastructure-setup/procedures/scaling.md) - [Infrastructure Monitoring](https://run-ai-docs.nvidia.com/multi-tenant/2.23/infrastructure-setup/procedures/monitoring.md) - [NVIDIA Run:ai System Monitoring](https://run-ai-docs.nvidia.com/multi-tenant/2.23/infrastructure-setup/procedures/system-monitoring.md) - [Nodes Maintenance](https://run-ai-docs.nvidia.com/multi-tenant/2.23/infrastructure-setup/procedures/nodes-maintenance.md) - [Secure Your Cluster](https://run-ai-docs.nvidia.com/multi-tenant/2.23/infrastructure-setup/procedures/secure-your-cluster.md) - [Logs Collection](https://run-ai-docs.nvidia.com/multi-tenant/2.23/infrastructure-setup/procedures/logs-collection.md) - [Audit Logs API](https://run-ai-docs.nvidia.com/multi-tenant/2.23/infrastructure-setup/procedures/event-history.md) - [Administrator CLI](https://run-ai-docs.nvidia.com/multi-tenant/2.23/reference/administrator-cli.md) - [Product Support Policy](https://run-ai-docs.nvidia.com/multi-tenant/2.23/support-policy/product-support-policy.md) - [Product Version Life Cycle](https://run-ai-docs.nvidia.com/multi-tenant/2.23/support-policy/product-version-life-cycle.md) * [Overview](https://run-ai-docs.nvidia.com/multi-tenant/2.22/getting-started/overview.md) * [Installation](https://run-ai-docs.nvidia.com/multi-tenant/2.22/getting-started/installation.md) * [Control Plane System Requirements](https://run-ai-docs.nvidia.com/multi-tenant/2.22/getting-started/installation/cp-system-requirements.md) * [Metrics Store Requirements](https://run-ai-docs.nvidia.com/multi-tenant/2.22/getting-started/installation/metrics-store-requirements.md) * [NVIDIA Run:ai Mimir Helm Chart](https://run-ai-docs.nvidia.com/multi-tenant/2.22/getting-started/installation/metrics-store-requirements/nvidia-run-ai-mimir-helm-chart.md) * [Preparations](https://run-ai-docs.nvidia.com/multi-tenant/2.22/getting-started/installation/preparations.md) * [Network Requirements](https://run-ai-docs.nvidia.com/multi-tenant/2.22/getting-started/installation/network-requirements.md) * [Install the Control Plane](https://run-ai-docs.nvidia.com/multi-tenant/2.22/getting-started/installation/install-control-plane.md) * [Customized Installation](https://run-ai-docs.nvidia.com/multi-tenant/2.22/getting-started/installation/custom-install.md) * [Upgrade](https://run-ai-docs.nvidia.com/multi-tenant/2.22/getting-started/installation/upgrade.md) * [Uninstall](https://run-ai-docs.nvidia.com/multi-tenant/2.22/getting-started/installation/uninstall.md) * [API Access Setup](https://run-ai-docs.nvidia.com/multi-tenant/2.22/getting-started/api-access-setup.md) * [Organization Onboarding](https://run-ai-docs.nvidia.com/multi-tenant/2.22/organization-life-cycle/organization-onboarding.md) * [Create a Tenant](https://run-ai-docs.nvidia.com/multi-tenant/2.22/organization-life-cycle/organization-onboarding/create-a-tenant.md) * [Provision Kubernetes Clusters](https://run-ai-docs.nvidia.com/multi-tenant/2.22/organization-life-cycle/organization-onboarding/provision-kubernetes-clusters.md) * [Cluster System Requirements](https://run-ai-docs.nvidia.com/multi-tenant/2.22/organization-life-cycle/organization-onboarding/system-requirements.md) * [Create and Install Clusters](https://run-ai-docs.nvidia.com/multi-tenant/2.22/organization-life-cycle/organization-onboarding/create-and-install-clusters.md) * [Share Tenant Access Details](https://run-ai-docs.nvidia.com/multi-tenant/2.22/organization-life-cycle/organization-onboarding/share-tenant-access-details.md) * [Organization Offboarding](https://run-ai-docs.nvidia.com/multi-tenant/2.22/organization-life-cycle/organization-offboarding.md) * [Advanced Setup](https://run-ai-docs.nvidia.com/multi-tenant/2.22/infrastructure-setup/advanced-setup.md) * [Node Roles](https://run-ai-docs.nvidia.com/multi-tenant/2.22/infrastructure-setup/advanced-setup/node-roles.md) * [Advanced Control Plane Configurations](https://run-ai-docs.nvidia.com/multi-tenant/2.22/infrastructure-setup/advanced-setup/control-plane-config.md) * [Advanced Cluster Configurations](https://run-ai-docs.nvidia.com/multi-tenant/2.22/infrastructure-setup/advanced-setup/cluster-config.md) * [External Access to Containers](https://run-ai-docs.nvidia.com/multi-tenant/2.22/infrastructure-setup/advanced-setup/external-access-to-containers.md) * [Service Mesh](https://run-ai-docs.nvidia.com/multi-tenant/2.22/infrastructure-setup/advanced-setup/service-mesh.md) * [Infrastructure Procedures](https://run-ai-docs.nvidia.com/multi-tenant/2.22/infrastructure-setup/procedures.md) * [NVIDIA Run:ai at Scale](https://run-ai-docs.nvidia.com/multi-tenant/2.22/infrastructure-setup/procedures/scaling.md) * [Infrastructure Monitoring](https://run-ai-docs.nvidia.com/multi-tenant/2.22/infrastructure-setup/procedures/monitoring.md) * [NVIDIA Run:ai System Monitoring](https://run-ai-docs.nvidia.com/multi-tenant/2.22/infrastructure-setup/procedures/system-monitoring.md) * [Nodes Maintenance](https://run-ai-docs.nvidia.com/multi-tenant/2.22/infrastructure-setup/procedures/nodes-maintenance.md) * [Secure Your Cluster](https://run-ai-docs.nvidia.com/multi-tenant/2.22/infrastructure-setup/procedures/secure-your-cluster.md) * [Logs Collection](https://run-ai-docs.nvidia.com/multi-tenant/2.22/infrastructure-setup/procedures/logs-collection.md) * [Audit Logs API](https://run-ai-docs.nvidia.com/multi-tenant/2.22/infrastructure-setup/procedures/event-history.md) * [Administrator CLI](https://run-ai-docs.nvidia.com/multi-tenant/2.22/reference/administrator-cli.md) * [Product Support Policy](https://run-ai-docs.nvidia.com/multi-tenant/2.22/support-policy/product-support-policy.md) * [Product Version Life Cycle](https://run-ai-docs.nvidia.com/multi-tenant/2.22/support-policy/product-version-life-cycle.md) ## REST API - [NVIDIA Run:ai REST API Documentation](https://run-ai-docs.nvidia.com/api/readme.md) - [About the REST API](https://run-ai-docs.nvidia.com/api/getting-started/about-the-rest-api.md) - [Using the REST API](https://run-ai-docs.nvidia.com/api/getting-started/using-the-rest-api.md) - [Making REST API Requests](https://run-ai-docs.nvidia.com/api/getting-started/using-the-rest-api/making-rest-api-requests.md) - [Pagination](https://run-ai-docs.nvidia.com/api/getting-started/using-the-rest-api/pagination.md) - [HTTP Status Codes](https://run-ai-docs.nvidia.com/api/getting-started/using-the-rest-api/http-status-codes.md) - [How to Authenticate to the API](https://run-ai-docs.nvidia.com/api/getting-started/how-to-authenticate-to-the-api.md) - [NVIDIA Run:ai API Policy](https://run-ai-docs.nvidia.com/api/getting-started/nvidia-run-ai-api-policy.md) - [Clusters](https://run-ai-docs.nvidia.com/api/organizations/clusters.md) - [Departments](https://run-ai-docs.nvidia.com/api/organizations/departments.md) - [Reports](https://run-ai-docs.nvidia.com/api/organizations/reports.md) - [Node Pools](https://run-ai-docs.nvidia.com/api/organizations/node-pools.md) - [Nodes](https://run-ai-docs.nvidia.com/api/organizations/nodes.md) - [Projects](https://run-ai-docs.nvidia.com/api/organizations/projects.md) - [Logo](https://run-ai-docs.nvidia.com/api/organizations/logo.md) - [Researcher Command Line Interface](https://run-ai-docs.nvidia.com/api/organizations/researcher-command-line-interface.md) - [Researcher Command Line Interface Deprecated](https://run-ai-docs.nvidia.com/api/organizations/researcher-command-line-interface-deprecated.md) - [Network Topologies](https://run-ai-docs.nvidia.com/api/organizations/network-topologies.md) - [Access Keys](https://run-ai-docs.nvidia.com/api/authentication-and-authorization/access-keys.md) - [Access Rules](https://run-ai-docs.nvidia.com/api/authentication-and-authorization/access-rules.md) - [Permissions](https://run-ai-docs.nvidia.com/api/authentication-and-authorization/permissions.md) - [Applications](https://run-ai-docs.nvidia.com/api/authentication-and-authorization/applications.md) - [Service Accounts](https://run-ai-docs.nvidia.com/api/authentication-and-authorization/service-accounts.md) - [Roles](https://run-ai-docs.nvidia.com/api/authentication-and-authorization/roles.md) - [Tokens](https://run-ai-docs.nvidia.com/api/authentication-and-authorization/tokens.md) - [Users](https://run-ai-docs.nvidia.com/api/authentication-and-authorization/users.md) - [User Applications](https://run-ai-docs.nvidia.com/api/authentication-and-authorization/user-applications.md) - [Idps](https://run-ai-docs.nvidia.com/api/authentication-and-authorization/idps.md) - [Me](https://run-ai-docs.nvidia.com/api/authentication-and-authorization/me.md) - [Settings](https://run-ai-docs.nvidia.com/api/authentication-and-authorization/settings.md) - [Org Unit](https://run-ai-docs.nvidia.com/api/authentication-and-authorization/org-unit.md) - [Audit Logs](https://run-ai-docs.nvidia.com/api/audit/audit-logs.md) - [Datavolumes](https://run-ai-docs.nvidia.com/api/datavolumes/datavolumes.md) - [Events](https://run-ai-docs.nvidia.com/api/workloads/events.md) - [Pods](https://run-ai-docs.nvidia.com/api/workloads/pods.md) - [Workloads](https://run-ai-docs.nvidia.com/api/workloads/workloads.md) - [Workloads V2](https://run-ai-docs.nvidia.com/api/workloads/workloads-v2.md) - [NVIDIA NIM](https://run-ai-docs.nvidia.com/api/workloads/nvidia-nim.md) - [Workspaces](https://run-ai-docs.nvidia.com/api/workloads/workspaces.md) - [Trainings](https://run-ai-docs.nvidia.com/api/workloads/trainings.md) - [Inferences](https://run-ai-docs.nvidia.com/api/workloads/inferences.md) - [Revisions](https://run-ai-docs.nvidia.com/api/workloads/revisions.md) - [Distributed](https://run-ai-docs.nvidia.com/api/workloads/distributed.md) - [Workloads Batch](https://run-ai-docs.nvidia.com/api/workloads/workloads-batch.md) - [Workload Properties](https://run-ai-docs.nvidia.com/api/workloads/workload-properties.md) - [Workload Templates](https://run-ai-docs.nvidia.com/api/workloads/workload-templates.md) - [Distributed Inferences](https://run-ai-docs.nvidia.com/api/workloads/distributed-inferences.md) - [Compute](https://run-ai-docs.nvidia.com/api/workload-assets/compute.md) - [Credentials](https://run-ai-docs.nvidia.com/api/workload-assets/credentials.md) - [Datasources](https://run-ai-docs.nvidia.com/api/workload-assets/datasources.md) - [Environment](https://run-ai-docs.nvidia.com/api/workload-assets/environment.md) - [Storage Classes](https://run-ai-docs.nvidia.com/api/workload-assets/storage-classes.md) - [Storage Class Configuration](https://run-ai-docs.nvidia.com/api/workload-assets/storage-class-configuration.md) - [Git](https://run-ai-docs.nvidia.com/api/workload-assets/git.md) - [Host Path](https://run-ai-docs.nvidia.com/api/workload-assets/host-path.md) - [NFS](https://run-ai-docs.nvidia.com/api/workload-assets/nfs.md) - [PVC](https://run-ai-docs.nvidia.com/api/workload-assets/pvc.md) - [Registry](https://run-ai-docs.nvidia.com/api/workload-assets/registry.md) - [S3](https://run-ai-docs.nvidia.com/api/workload-assets/s3.md) - [Config Map](https://run-ai-docs.nvidia.com/api/workload-assets/config-map.md) - [Secret](https://run-ai-docs.nvidia.com/api/workload-assets/secret.md) - [Template](https://run-ai-docs.nvidia.com/api/workload-assets/template.md) - [Policy](https://run-ai-docs.nvidia.com/api/policies/policy.md) - [Notification State](https://run-ai-docs.nvidia.com/api/notifications/notification-state.md) - [Notification Types](https://run-ai-docs.nvidia.com/api/notifications/notification-types.md) - [Notification Channels](https://run-ai-docs.nvidia.com/api/notifications/notification-channels.md) - [Slack](https://run-ai-docs.nvidia.com/api/notifications/slack.md) - [Email](https://run-ai-docs.nvidia.com/api/notifications/email.md) - [Subscriptions](https://run-ai-docs.nvidia.com/api/notifications/subscriptions.md) - [AI Applications](https://run-ai-docs.nvidia.com/api/ai-applications/ai-applications.md) - [Interacting with Workloads Using the Cluster API](https://run-ai-docs.nvidia.com/api/api-guides/interacting-with-workloads-using-the-cluster-api.md) - [Configuring Slack Notifications](https://run-ai-docs.nvidia.com/api/api-guides/configuring-slack-notifications.md) - [Using Node Affinity via API](https://run-ai-docs.nvidia.com/api/api-guides/using-node-affinity-via-api.md) - [NIM Observability Metrics via API](https://run-ai-docs.nvidia.com/api/api-guides/nim-observability-metrics-via-api.md) - [API Python Client (runapy)](https://run-ai-docs.nvidia.com/api/api-python-client-reference/api-python-client-runapy.md) - [Install and Configure the Client](https://run-ai-docs.nvidia.com/api/api-python-client-reference/install-and-configure-the-client.md) * [NVIDIA Run:ai REST API Documentation](https://run-ai-docs.nvidia.com/api/2.25/readme.md) * [About the REST API](https://run-ai-docs.nvidia.com/api/2.25/getting-started/about-the-rest-api.md) * [Using the REST API](https://run-ai-docs.nvidia.com/api/2.25/getting-started/using-the-rest-api.md) * [Making REST API Requests](https://run-ai-docs.nvidia.com/api/2.25/getting-started/using-the-rest-api/making-rest-api-requests.md) * [Pagination](https://run-ai-docs.nvidia.com/api/2.25/getting-started/using-the-rest-api/pagination.md) * [HTTP Status Codes](https://run-ai-docs.nvidia.com/api/2.25/getting-started/using-the-rest-api/http-status-codes.md) * [How to Authenticate to the API](https://run-ai-docs.nvidia.com/api/2.25/getting-started/how-to-authenticate-to-the-api.md) * [NVIDIA Run:ai API Policy](https://run-ai-docs.nvidia.com/api/2.25/getting-started/nvidia-run-ai-api-policy.md) * [Clusters](https://run-ai-docs.nvidia.com/api/2.25/organizations/clusters.md) * [Departments](https://run-ai-docs.nvidia.com/api/2.25/organizations/departments.md) * [Reports](https://run-ai-docs.nvidia.com/api/2.25/organizations/reports.md) * [NodePools](https://run-ai-docs.nvidia.com/api/2.25/organizations/nodepools.md) * [Nodes](https://run-ai-docs.nvidia.com/api/2.25/organizations/nodes.md) * [Projects](https://run-ai-docs.nvidia.com/api/2.25/organizations/projects.md) * [Logo](https://run-ai-docs.nvidia.com/api/2.25/organizations/logo.md) * [Researcher Command Line Interface](https://run-ai-docs.nvidia.com/api/2.25/organizations/researcher-command-line-interface.md) * [Researcher Command Line Interface Deprecated](https://run-ai-docs.nvidia.com/api/2.25/organizations/researcher-command-line-interface-deprecated.md) * [Network Topologies](https://run-ai-docs.nvidia.com/api/2.25/organizations/network-topologies.md) * [Access Keys](https://run-ai-docs.nvidia.com/api/2.25/authentication-and-authorization/access-keys.md) * [Access rules](https://run-ai-docs.nvidia.com/api/2.25/authentication-and-authorization/access-rules.md) * [Permissions](https://run-ai-docs.nvidia.com/api/2.25/authentication-and-authorization/permissions.md) * [Applications](https://run-ai-docs.nvidia.com/api/2.25/authentication-and-authorization/applications.md) * [Service Accounts](https://run-ai-docs.nvidia.com/api/2.25/authentication-and-authorization/service-accounts.md) * [Roles](https://run-ai-docs.nvidia.com/api/2.25/authentication-and-authorization/roles.md) * [Tokens](https://run-ai-docs.nvidia.com/api/2.25/authentication-and-authorization/tokens.md) * [Users](https://run-ai-docs.nvidia.com/api/2.25/authentication-and-authorization/users.md) * [User Applications](https://run-ai-docs.nvidia.com/api/2.25/authentication-and-authorization/user-applications.md) * [Idps](https://run-ai-docs.nvidia.com/api/2.25/authentication-and-authorization/idps.md) * [Me](https://run-ai-docs.nvidia.com/api/2.25/authentication-and-authorization/me.md) * [Settings](https://run-ai-docs.nvidia.com/api/2.25/authentication-and-authorization/settings.md) * [Org unit](https://run-ai-docs.nvidia.com/api/2.25/authentication-and-authorization/org-unit.md) * [AuditLogs](https://run-ai-docs.nvidia.com/api/2.25/audit/auditlogs.md) * [Datavolumes](https://run-ai-docs.nvidia.com/api/2.25/datavolumes/datavolumes.md) * [Events](https://run-ai-docs.nvidia.com/api/2.25/workloads/events.md) * [Pods](https://run-ai-docs.nvidia.com/api/2.25/workloads/pods.md) * [Workloads](https://run-ai-docs.nvidia.com/api/2.25/workloads/workloads.md) * [Workloads V2](https://run-ai-docs.nvidia.com/api/2.25/workloads/workloads-v2.md) * [NVIDIA NIM](https://run-ai-docs.nvidia.com/api/2.25/workloads/nvidia-nim.md) * [Workspaces](https://run-ai-docs.nvidia.com/api/2.25/workloads/workspaces.md) * [Trainings](https://run-ai-docs.nvidia.com/api/2.25/workloads/trainings.md) * [Inferences](https://run-ai-docs.nvidia.com/api/2.25/workloads/inferences.md) * [Revisions](https://run-ai-docs.nvidia.com/api/2.25/workloads/revisions.md) * [Distributed](https://run-ai-docs.nvidia.com/api/2.25/workloads/distributed.md) * [Workloads batch](https://run-ai-docs.nvidia.com/api/2.25/workloads/workloads-batch.md) * [Workload properties](https://run-ai-docs.nvidia.com/api/2.25/workloads/workload-properties.md) * [Workload templates](https://run-ai-docs.nvidia.com/api/2.25/workloads/workload-templates.md) * [Distributed Inferences](https://run-ai-docs.nvidia.com/api/2.25/workloads/distributed-inferences.md) * [Compute](https://run-ai-docs.nvidia.com/api/2.25/workload-assets/compute.md) * [Credentials](https://run-ai-docs.nvidia.com/api/2.25/workload-assets/credentials.md) * [Datasources](https://run-ai-docs.nvidia.com/api/2.25/workload-assets/datasources.md) * [Environment](https://run-ai-docs.nvidia.com/api/2.25/workload-assets/environment.md) * [Storage Classes](https://run-ai-docs.nvidia.com/api/2.25/workload-assets/storage-classes.md) * [Storage Class Configuration](https://run-ai-docs.nvidia.com/api/2.25/workload-assets/storage-class-configuration.md) * [Git](https://run-ai-docs.nvidia.com/api/2.25/workload-assets/git.md) * [HostPath](https://run-ai-docs.nvidia.com/api/2.25/workload-assets/hostpath.md) * [NFS](https://run-ai-docs.nvidia.com/api/2.25/workload-assets/nfs.md) * [PVC](https://run-ai-docs.nvidia.com/api/2.25/workload-assets/pvc.md) * [Registry](https://run-ai-docs.nvidia.com/api/2.25/workload-assets/registry.md) * [S3](https://run-ai-docs.nvidia.com/api/2.25/workload-assets/s3.md) * [ConfigMap](https://run-ai-docs.nvidia.com/api/2.25/workload-assets/configmap.md) * [Secret](https://run-ai-docs.nvidia.com/api/2.25/workload-assets/secret.md) * [Template](https://run-ai-docs.nvidia.com/api/2.25/workload-assets/template.md) * [Policy](https://run-ai-docs.nvidia.com/api/2.25/policies/policy.md) * [Notification State](https://run-ai-docs.nvidia.com/api/2.25/notifications/notification-state.md) * [Notification Types](https://run-ai-docs.nvidia.com/api/2.25/notifications/notification-types.md) * [NotificationChannels](https://run-ai-docs.nvidia.com/api/2.25/notifications/notificationchannels.md) * [Slack](https://run-ai-docs.nvidia.com/api/2.25/notifications/slack.md) * [Email](https://run-ai-docs.nvidia.com/api/2.25/notifications/email.md) * [Subscriptions](https://run-ai-docs.nvidia.com/api/2.25/notifications/subscriptions.md) * [AI Applications](https://run-ai-docs.nvidia.com/api/2.25/ai-applications/ai-applications.md) * [Interacting with Workloads Using the Cluster API](https://run-ai-docs.nvidia.com/api/2.25/api-guides/interacting-with-workloads-using-the-cluster-api.md) * [Configuring Slack Notifications](https://run-ai-docs.nvidia.com/api/2.25/api-guides/configuring-slack-notifications.md) * [Using Node Affinity via API](https://run-ai-docs.nvidia.com/api/2.25/api-guides/using-node-affinity-via-api.md) * [NIM Observability Metrics via API](https://run-ai-docs.nvidia.com/api/2.25/api-guides/nim-observability-metrics-via-api.md) * [API Python Client (runapy)](https://run-ai-docs.nvidia.com/api/2.25/api-python-client-reference/api-python-client-runapy.md) * [Install and Configure the Client](https://run-ai-docs.nvidia.com/api/2.25/api-python-client-reference/install-and-configure-the-client.md) - [NVIDIA Run:ai REST API Documentation](https://run-ai-docs.nvidia.com/api/2.24/readme.md) - [About the REST API](https://run-ai-docs.nvidia.com/api/2.24/getting-started/about-the-rest-api.md) - [Using the REST API](https://run-ai-docs.nvidia.com/api/2.24/getting-started/using-the-rest-api.md) - [Making REST API Requests](https://run-ai-docs.nvidia.com/api/2.24/getting-started/using-the-rest-api/making-rest-api-requests.md) - [Pagination](https://run-ai-docs.nvidia.com/api/2.24/getting-started/using-the-rest-api/pagination.md) - [HTTP Status Codes](https://run-ai-docs.nvidia.com/api/2.24/getting-started/using-the-rest-api/http-status-codes.md) - [How to Authenticate to the API](https://run-ai-docs.nvidia.com/api/2.24/getting-started/how-to-authenticate-to-the-api.md) - [NVIDIA Run:ai API Policy](https://run-ai-docs.nvidia.com/api/2.24/getting-started/nvidia-run-ai-api-policy.md) - [Clusters](https://run-ai-docs.nvidia.com/api/2.24/organizations/clusters.md) - [Departments](https://run-ai-docs.nvidia.com/api/2.24/organizations/departments.md) - [Reports](https://run-ai-docs.nvidia.com/api/2.24/organizations/reports.md) - [NodePools](https://run-ai-docs.nvidia.com/api/2.24/organizations/nodepools.md) - [Nodes](https://run-ai-docs.nvidia.com/api/2.24/organizations/nodes.md) - [Projects](https://run-ai-docs.nvidia.com/api/2.24/organizations/projects.md) - [Tenant](https://run-ai-docs.nvidia.com/api/2.24/organizations/tenant.md) - [Logo](https://run-ai-docs.nvidia.com/api/2.24/organizations/logo.md) - [Researcher Command Line Interface](https://run-ai-docs.nvidia.com/api/2.24/organizations/researcher-command-line-interface.md) - [Researcher Command Line Interface Deprecated](https://run-ai-docs.nvidia.com/api/2.24/organizations/researcher-command-line-interface-deprecated.md) - [Administrator Command Line Interface](https://run-ai-docs.nvidia.com/api/2.24/organizations/administrator-command-line-interface.md) - [Network Topologies](https://run-ai-docs.nvidia.com/api/2.24/organizations/network-topologies.md) - [Access Keys](https://run-ai-docs.nvidia.com/api/2.24/authentication-and-authorization/access-keys.md) - [Access rules](https://run-ai-docs.nvidia.com/api/2.24/authentication-and-authorization/access-rules.md) - [Permissions](https://run-ai-docs.nvidia.com/api/2.24/authentication-and-authorization/permissions.md) - [Applications](https://run-ai-docs.nvidia.com/api/2.24/authentication-and-authorization/applications.md) - [Service Accounts](https://run-ai-docs.nvidia.com/api/2.24/authentication-and-authorization/service-accounts.md) - [Roles](https://run-ai-docs.nvidia.com/api/2.24/authentication-and-authorization/roles.md) - [Tokens](https://run-ai-docs.nvidia.com/api/2.24/authentication-and-authorization/tokens.md) - [Users](https://run-ai-docs.nvidia.com/api/2.24/authentication-and-authorization/users.md) - [User Applications](https://run-ai-docs.nvidia.com/api/2.24/authentication-and-authorization/user-applications.md) - [Idps](https://run-ai-docs.nvidia.com/api/2.24/authentication-and-authorization/idps.md) - [Me](https://run-ai-docs.nvidia.com/api/2.24/authentication-and-authorization/me.md) - [Settings](https://run-ai-docs.nvidia.com/api/2.24/authentication-and-authorization/settings.md) - [Org unit](https://run-ai-docs.nvidia.com/api/2.24/authentication-and-authorization/org-unit.md) - [AuditLogs](https://run-ai-docs.nvidia.com/api/2.24/audit/auditlogs.md) - [Datavolumes](https://run-ai-docs.nvidia.com/api/2.24/datavolumes/datavolumes.md) - [Events](https://run-ai-docs.nvidia.com/api/2.24/workloads/events.md) - [Pods](https://run-ai-docs.nvidia.com/api/2.24/workloads/pods.md) - [Workloads](https://run-ai-docs.nvidia.com/api/2.24/workloads/workloads.md) - [Workloads V2](https://run-ai-docs.nvidia.com/api/2.24/workloads/workloads-v2.md) - [NVIDIA NIM](https://run-ai-docs.nvidia.com/api/2.24/workloads/nvidia-nim.md) - [Workspaces](https://run-ai-docs.nvidia.com/api/2.24/workloads/workspaces.md) - [Trainings](https://run-ai-docs.nvidia.com/api/2.24/workloads/trainings.md) - [Inferences](https://run-ai-docs.nvidia.com/api/2.24/workloads/inferences.md) - [Revisions](https://run-ai-docs.nvidia.com/api/2.24/workloads/revisions.md) - [Distributed](https://run-ai-docs.nvidia.com/api/2.24/workloads/distributed.md) - [Workloads batch](https://run-ai-docs.nvidia.com/api/2.24/workloads/workloads-batch.md) - [Workload properties](https://run-ai-docs.nvidia.com/api/2.24/workloads/workload-properties.md) - [Workload templates](https://run-ai-docs.nvidia.com/api/2.24/workloads/workload-templates.md) - [Distributed Inferences](https://run-ai-docs.nvidia.com/api/2.24/workloads/distributed-inferences.md) - [Compute](https://run-ai-docs.nvidia.com/api/2.24/workload-assets/compute.md) - [Credentials](https://run-ai-docs.nvidia.com/api/2.24/workload-assets/credentials.md) - [Datasources](https://run-ai-docs.nvidia.com/api/2.24/workload-assets/datasources.md) - [Environment](https://run-ai-docs.nvidia.com/api/2.24/workload-assets/environment.md) - [Storage Classes](https://run-ai-docs.nvidia.com/api/2.24/workload-assets/storage-classes.md) - [Storage Class Configuration](https://run-ai-docs.nvidia.com/api/2.24/workload-assets/storage-class-configuration.md) - [Git](https://run-ai-docs.nvidia.com/api/2.24/workload-assets/git.md) - [HostPath](https://run-ai-docs.nvidia.com/api/2.24/workload-assets/hostpath.md) - [NFS](https://run-ai-docs.nvidia.com/api/2.24/workload-assets/nfs.md) - [PVC](https://run-ai-docs.nvidia.com/api/2.24/workload-assets/pvc.md) - [Registry](https://run-ai-docs.nvidia.com/api/2.24/workload-assets/registry.md) - [S3](https://run-ai-docs.nvidia.com/api/2.24/workload-assets/s3.md) - [ConfigMap](https://run-ai-docs.nvidia.com/api/2.24/workload-assets/configmap.md) - [Secret](https://run-ai-docs.nvidia.com/api/2.24/workload-assets/secret.md) - [Template](https://run-ai-docs.nvidia.com/api/2.24/workload-assets/template.md) - [Policy](https://run-ai-docs.nvidia.com/api/2.24/policies/policy.md) - [Notification State](https://run-ai-docs.nvidia.com/api/2.24/notifications/notification-state.md) - [Notification Types](https://run-ai-docs.nvidia.com/api/2.24/notifications/notification-types.md) - [NotificationChannels](https://run-ai-docs.nvidia.com/api/2.24/notifications/notificationchannels.md) - [Slack](https://run-ai-docs.nvidia.com/api/2.24/notifications/slack.md) - [Subscriptions](https://run-ai-docs.nvidia.com/api/2.24/notifications/subscriptions.md) - [AI Applications](https://run-ai-docs.nvidia.com/api/2.24/ai-applications/ai-applications.md) - [Interacting with Workloads Using the Cluster API](https://run-ai-docs.nvidia.com/api/2.24/api-guides/interacting-with-workloads-using-the-cluster-api.md) - [Configuring Slack Notifications](https://run-ai-docs.nvidia.com/api/2.24/api-guides/configuring-slack-notifications.md) - [Using Node Affinity via API](https://run-ai-docs.nvidia.com/api/2.24/api-guides/using-node-affinity-via-api.md) - [NIM Observability Metrics via API](https://run-ai-docs.nvidia.com/api/2.24/api-guides/nim-observability-metrics-via-api.md) - [API Python Client (runapy)](https://run-ai-docs.nvidia.com/api/2.24/api-python-client-reference/api-python-client-runapy.md) - [Install and Configure the Client](https://run-ai-docs.nvidia.com/api/2.24/api-python-client-reference/install-and-configure-the-client.md) * [NVIDIA Run:ai REST API Documentation](https://run-ai-docs.nvidia.com/api/2.23/readme.md) * [About the REST API](https://run-ai-docs.nvidia.com/api/2.23/getting-started/about-the-rest-api.md) * [Using the REST API](https://run-ai-docs.nvidia.com/api/2.23/getting-started/using-the-rest-api.md) * [Making REST API Requests](https://run-ai-docs.nvidia.com/api/2.23/getting-started/using-the-rest-api/making-rest-api-requests.md) * [Pagination](https://run-ai-docs.nvidia.com/api/2.23/getting-started/using-the-rest-api/pagination.md) * [HTTP Status Codes](https://run-ai-docs.nvidia.com/api/2.23/getting-started/using-the-rest-api/http-status-codes.md) * [How to Authenticate to the API](https://run-ai-docs.nvidia.com/api/2.23/getting-started/how-to-authenticate-to-the-api.md) * [NVIDIA Run:ai API Policy](https://run-ai-docs.nvidia.com/api/2.23/getting-started/nvidia-run-ai-api-policy.md) * [Clusters](https://run-ai-docs.nvidia.com/api/2.23/organizations/clusters.md) * [Departments](https://run-ai-docs.nvidia.com/api/2.23/organizations/departments.md) * [Reports](https://run-ai-docs.nvidia.com/api/2.23/organizations/reports.md) * [NodePools](https://run-ai-docs.nvidia.com/api/2.23/organizations/nodepools.md) * [Nodes](https://run-ai-docs.nvidia.com/api/2.23/organizations/nodes.md) * [Projects](https://run-ai-docs.nvidia.com/api/2.23/organizations/projects.md) * [Tenant](https://run-ai-docs.nvidia.com/api/2.23/organizations/tenant.md) * [Logo](https://run-ai-docs.nvidia.com/api/2.23/organizations/logo.md) * [Researcher Command Line Interface](https://run-ai-docs.nvidia.com/api/2.23/organizations/researcher-command-line-interface.md) * [Researcher Command Line Interface Deprecated](https://run-ai-docs.nvidia.com/api/2.23/organizations/researcher-command-line-interface-deprecated.md) * [Administrator Command Line Interface](https://run-ai-docs.nvidia.com/api/2.23/organizations/administrator-command-line-interface.md) * [Network Topologies](https://run-ai-docs.nvidia.com/api/2.23/organizations/network-topologies.md) * [Access rules](https://run-ai-docs.nvidia.com/api/2.23/authentication-and-authorization/access-rules.md) * [Permissions](https://run-ai-docs.nvidia.com/api/2.23/authentication-and-authorization/permissions.md) * [Applications](https://run-ai-docs.nvidia.com/api/2.23/authentication-and-authorization/applications.md) * [Roles](https://run-ai-docs.nvidia.com/api/2.23/authentication-and-authorization/roles.md) * [Tokens](https://run-ai-docs.nvidia.com/api/2.23/authentication-and-authorization/tokens.md) * [Users](https://run-ai-docs.nvidia.com/api/2.23/authentication-and-authorization/users.md) * [User Applications](https://run-ai-docs.nvidia.com/api/2.23/authentication-and-authorization/user-applications.md) * [Idps](https://run-ai-docs.nvidia.com/api/2.23/authentication-and-authorization/idps.md) * [Me](https://run-ai-docs.nvidia.com/api/2.23/authentication-and-authorization/me.md) * [Settings](https://run-ai-docs.nvidia.com/api/2.23/authentication-and-authorization/settings.md) * [Org unit](https://run-ai-docs.nvidia.com/api/2.23/authentication-and-authorization/org-unit.md) * [AuditLogs](https://run-ai-docs.nvidia.com/api/2.23/audit/auditlogs.md) * [Datavolumes](https://run-ai-docs.nvidia.com/api/2.23/datavolumes/datavolumes.md) * [Events](https://run-ai-docs.nvidia.com/api/2.23/workloads/events.md) * [Pods](https://run-ai-docs.nvidia.com/api/2.23/workloads/pods.md) * [Workloads](https://run-ai-docs.nvidia.com/api/2.23/workloads/workloads.md) * [Workloads V2](https://run-ai-docs.nvidia.com/api/2.23/workloads/workloads-v2.md) * [NVIDIA NIM](https://run-ai-docs.nvidia.com/api/2.23/workloads/nvidia-nim.md) * [Workspaces](https://run-ai-docs.nvidia.com/api/2.23/workloads/workspaces.md) * [Trainings](https://run-ai-docs.nvidia.com/api/2.23/workloads/trainings.md) * [Inferences](https://run-ai-docs.nvidia.com/api/2.23/workloads/inferences.md) * [Revisions](https://run-ai-docs.nvidia.com/api/2.23/workloads/revisions.md) * [Distributed](https://run-ai-docs.nvidia.com/api/2.23/workloads/distributed.md) * [Workloads batch](https://run-ai-docs.nvidia.com/api/2.23/workloads/workloads-batch.md) * [Workload properties](https://run-ai-docs.nvidia.com/api/2.23/workloads/workload-properties.md) * [Workload templates](https://run-ai-docs.nvidia.com/api/2.23/workloads/workload-templates.md) * [Distributed Inferences](https://run-ai-docs.nvidia.com/api/2.23/workloads/distributed-inferences.md) * [Compute](https://run-ai-docs.nvidia.com/api/2.23/workload-assets/compute.md) * [Credentials](https://run-ai-docs.nvidia.com/api/2.23/workload-assets/credentials.md) * [Datasources](https://run-ai-docs.nvidia.com/api/2.23/workload-assets/datasources.md) * [Environment](https://run-ai-docs.nvidia.com/api/2.23/workload-assets/environment.md) * [Storage Classes](https://run-ai-docs.nvidia.com/api/2.23/workload-assets/storage-classes.md) * [Storage Class Configuration](https://run-ai-docs.nvidia.com/api/2.23/workload-assets/storage-class-configuration.md) * [Git](https://run-ai-docs.nvidia.com/api/2.23/workload-assets/git.md) * [HostPath](https://run-ai-docs.nvidia.com/api/2.23/workload-assets/hostpath.md) * [NFS](https://run-ai-docs.nvidia.com/api/2.23/workload-assets/nfs.md) * [PVC](https://run-ai-docs.nvidia.com/api/2.23/workload-assets/pvc.md) * [Registry](https://run-ai-docs.nvidia.com/api/2.23/workload-assets/registry.md) * [S3](https://run-ai-docs.nvidia.com/api/2.23/workload-assets/s3.md) * [ConfigMap](https://run-ai-docs.nvidia.com/api/2.23/workload-assets/configmap.md) * [Secret](https://run-ai-docs.nvidia.com/api/2.23/workload-assets/secret.md) * [Template](https://run-ai-docs.nvidia.com/api/2.23/workload-assets/template.md) * [Policy](https://run-ai-docs.nvidia.com/api/2.23/policies/policy.md) * [Notification State](https://run-ai-docs.nvidia.com/api/2.23/notifications/notification-state.md) * [Notification Types](https://run-ai-docs.nvidia.com/api/2.23/notifications/notification-types.md) * [NotificationChannels](https://run-ai-docs.nvidia.com/api/2.23/notifications/notificationchannels.md) * [Subscriptions](https://run-ai-docs.nvidia.com/api/2.23/notifications/subscriptions.md) * [AI Applications](https://run-ai-docs.nvidia.com/api/2.23/ai-applications/ai-applications.md) * [Interacting with Workloads Using the Cluster API](https://run-ai-docs.nvidia.com/api/2.23/api-guides/interacting-with-workloads-using-the-cluster-api.md) * [Configuring Slack Notifications](https://run-ai-docs.nvidia.com/api/2.23/api-guides/configuring-slack-notifications.md) * [Using Node Affinity via API](https://run-ai-docs.nvidia.com/api/2.23/api-guides/using-node-affinity-via-api.md) * [NIM Observability Metrics via API](https://run-ai-docs.nvidia.com/api/2.23/api-guides/nim-observability-metrics-via-api.md) * [API Python Client (runapy)](https://run-ai-docs.nvidia.com/api/2.23/api-python-client-reference/api-python-client-runapy.md) * [Install and Configure the Client](https://run-ai-docs.nvidia.com/api/2.23/api-python-client-reference/install-and-configure-the-client.md) - [NVIDIA Run:ai REST API Documentation](https://run-ai-docs.nvidia.com/api/2.22/nvidia-run-ai-rest-api-documentation.md) - [About the REST API](https://run-ai-docs.nvidia.com/api/2.22/getting-started/about-the-rest-api.md) - [Using the REST API](https://run-ai-docs.nvidia.com/api/2.22/getting-started/using-the-rest-api.md) - [Making REST API Requests](https://run-ai-docs.nvidia.com/api/2.22/getting-started/using-the-rest-api/making-rest-api-requests.md) - [Pagination](https://run-ai-docs.nvidia.com/api/2.22/getting-started/using-the-rest-api/pagination.md) - [HTTP Status Codes](https://run-ai-docs.nvidia.com/api/2.22/getting-started/using-the-rest-api/http-status-codes.md) - [How to Authenticate to the API](https://run-ai-docs.nvidia.com/api/2.22/getting-started/how-to-authenticate-to-the-api.md) - [NVIDIA Run:ai API Policy](https://run-ai-docs.nvidia.com/api/2.22/getting-started/nvidia-run-ai-api-policy.md) - [Clusters](https://run-ai-docs.nvidia.com/api/2.22/organizations/clusters.md) - [Departments](https://run-ai-docs.nvidia.com/api/2.22/organizations/departments.md) - [Reports](https://run-ai-docs.nvidia.com/api/2.22/organizations/reports.md) - [NodePools](https://run-ai-docs.nvidia.com/api/2.22/organizations/nodepools.md) - [Nodes](https://run-ai-docs.nvidia.com/api/2.22/organizations/nodes.md) - [Projects](https://run-ai-docs.nvidia.com/api/2.22/organizations/projects.md) - [Tenant](https://run-ai-docs.nvidia.com/api/2.22/organizations/tenant.md) - [Logo](https://run-ai-docs.nvidia.com/api/2.22/organizations/logo.md) - [Researcher Command Line Interface](https://run-ai-docs.nvidia.com/api/2.22/organizations/researcher-command-line-interface.md) - [Researcher Command Line Interface Deprecated](https://run-ai-docs.nvidia.com/api/2.22/organizations/researcher-command-line-interface-deprecated.md) - [Administrator Command Line Interface](https://run-ai-docs.nvidia.com/api/2.22/organizations/administrator-command-line-interface.md) - [Access rules](https://run-ai-docs.nvidia.com/api/2.22/authentication-and-authorization/access-rules.md) - [Permissions](https://run-ai-docs.nvidia.com/api/2.22/authentication-and-authorization/permissions.md) - [Applications](https://run-ai-docs.nvidia.com/api/2.22/authentication-and-authorization/applications.md) - [Roles](https://run-ai-docs.nvidia.com/api/2.22/authentication-and-authorization/roles.md) - [Tokens](https://run-ai-docs.nvidia.com/api/2.22/authentication-and-authorization/tokens.md) - [Users](https://run-ai-docs.nvidia.com/api/2.22/authentication-and-authorization/users.md) - [User Applications](https://run-ai-docs.nvidia.com/api/2.22/authentication-and-authorization/user-applications.md) - [Idps](https://run-ai-docs.nvidia.com/api/2.22/authentication-and-authorization/idps.md) - [Me](https://run-ai-docs.nvidia.com/api/2.22/authentication-and-authorization/me.md) - [Settings](https://run-ai-docs.nvidia.com/api/2.22/authentication-and-authorization/settings.md) - [Org unit](https://run-ai-docs.nvidia.com/api/2.22/authentication-and-authorization/org-unit.md) - [Logout](https://run-ai-docs.nvidia.com/api/2.22/authentication-and-authorization/logout.md) - [AuditLogs](https://run-ai-docs.nvidia.com/api/2.22/audit/auditlogs.md) - [Datavolumes](https://run-ai-docs.nvidia.com/api/2.22/datavolumes/datavolumes.md) - [Events](https://run-ai-docs.nvidia.com/api/2.22/workloads/events.md) - [Pods](https://run-ai-docs.nvidia.com/api/2.22/workloads/pods.md) - [Workloads](https://run-ai-docs.nvidia.com/api/2.22/workloads/workloads.md) - [Workspaces](https://run-ai-docs.nvidia.com/api/2.22/workloads/workspaces.md) - [Trainings](https://run-ai-docs.nvidia.com/api/2.22/workloads/trainings.md) - [Inferences](https://run-ai-docs.nvidia.com/api/2.22/workloads/inferences.md) - [Revisions](https://run-ai-docs.nvidia.com/api/2.22/workloads/revisions.md) - [Distributed](https://run-ai-docs.nvidia.com/api/2.22/workloads/distributed.md) - [Workloads batch](https://run-ai-docs.nvidia.com/api/2.22/workloads/workloads-batch.md) - [Workloads priorities](https://run-ai-docs.nvidia.com/api/2.22/workloads/workloads-priorities.md) - [Workload templates](https://run-ai-docs.nvidia.com/api/2.22/workloads/workload-templates.md) - [Distributed Inferences](https://run-ai-docs.nvidia.com/api/2.22/workloads/distributed-inferences.md) - [Compute](https://run-ai-docs.nvidia.com/api/2.22/workload-assets/compute.md) - [Credentials](https://run-ai-docs.nvidia.com/api/2.22/workload-assets/credentials.md) - [Datasources](https://run-ai-docs.nvidia.com/api/2.22/workload-assets/datasources.md) - [Environment](https://run-ai-docs.nvidia.com/api/2.22/workload-assets/environment.md) - [Storage Classes](https://run-ai-docs.nvidia.com/api/2.22/workload-assets/storage-classes.md) - [Git](https://run-ai-docs.nvidia.com/api/2.22/workload-assets/git.md) - [HostPath](https://run-ai-docs.nvidia.com/api/2.22/workload-assets/hostpath.md) - [NFS](https://run-ai-docs.nvidia.com/api/2.22/workload-assets/nfs.md) - [PVC](https://run-ai-docs.nvidia.com/api/2.22/workload-assets/pvc.md) - [Registry](https://run-ai-docs.nvidia.com/api/2.22/workload-assets/registry.md) - [S3](https://run-ai-docs.nvidia.com/api/2.22/workload-assets/s3.md) - [ConfigMap](https://run-ai-docs.nvidia.com/api/2.22/workload-assets/configmap.md) - [Secret](https://run-ai-docs.nvidia.com/api/2.22/workload-assets/secret.md) - [Template](https://run-ai-docs.nvidia.com/api/2.22/workload-assets/template.md) - [Policy](https://run-ai-docs.nvidia.com/api/2.22/policies/policy.md) - [Notification State](https://run-ai-docs.nvidia.com/api/2.22/notifications/notification-state.md) - [Notification Types](https://run-ai-docs.nvidia.com/api/2.22/notifications/notification-types.md) - [NotificationChannels](https://run-ai-docs.nvidia.com/api/2.22/notifications/notificationchannels.md) - [Subscriptions](https://run-ai-docs.nvidia.com/api/2.22/notifications/subscriptions.md) - [Configuring Slack Notifications](https://run-ai-docs.nvidia.com/api/2.22/api-guides/configuring-slack-notifications.md) - [Using Node Affinity via API](https://run-ai-docs.nvidia.com/api/2.22/api-guides/using-node-affinity-via-api.md) - [API Python Client (runapy)](https://run-ai-docs.nvidia.com/api/2.22/api-python-client-reference/api-python-client-runapy.md) - [Install and Configure the Client](https://run-ai-docs.nvidia.com/api/2.22/api-python-client-reference/install-and-configure-the-client.md) * [NVIDIA Run:ai REST API Documentation](https://run-ai-docs.nvidia.com/api/2.21/nvidia-run-ai-rest-api-documentation.md) * [About the REST API](https://run-ai-docs.nvidia.com/api/2.21/getting-started/about-the-rest-api.md) * [Using the REST API](https://run-ai-docs.nvidia.com/api/2.21/getting-started/using-the-rest-api.md) * [Making REST API Requests](https://run-ai-docs.nvidia.com/api/2.21/getting-started/using-the-rest-api/making-rest-api-requests.md) * [Pagination](https://run-ai-docs.nvidia.com/api/2.21/getting-started/using-the-rest-api/pagination.md) * [HTTP Status Codes](https://run-ai-docs.nvidia.com/api/2.21/getting-started/using-the-rest-api/http-status-codes.md) * [How to Authenticate to the API](https://run-ai-docs.nvidia.com/api/2.21/getting-started/how-to-authenticate-to-the-api.md) * [NVIDIA Run:ai API Policy](https://run-ai-docs.nvidia.com/api/2.21/getting-started/nvidia-run-ai-api-policy.md) * [Clusters](https://run-ai-docs.nvidia.com/api/2.21/organizations/clusters.md) * [Departments](https://run-ai-docs.nvidia.com/api/2.21/organizations/departments.md) * [Reports](https://run-ai-docs.nvidia.com/api/2.21/organizations/reports.md) * [NodePools](https://run-ai-docs.nvidia.com/api/2.21/organizations/nodepools.md) * [Nodes](https://run-ai-docs.nvidia.com/api/2.21/organizations/nodes.md) * [Projects](https://run-ai-docs.nvidia.com/api/2.21/organizations/projects.md) * [Tenant](https://run-ai-docs.nvidia.com/api/2.21/organizations/tenant.md) * [Logo](https://run-ai-docs.nvidia.com/api/2.21/organizations/logo.md) * [Researcher Command Line Interface](https://run-ai-docs.nvidia.com/api/2.21/organizations/researcher-command-line-interface.md) * [Researcher Command Line Interface Deprecated](https://run-ai-docs.nvidia.com/api/2.21/organizations/researcher-command-line-interface-deprecated.md) * [Administrator Command Line Interface](https://run-ai-docs.nvidia.com/api/2.21/organizations/administrator-command-line-interface.md) * [Access rules](https://run-ai-docs.nvidia.com/api/2.21/authentication-and-authorization/access-rules.md) * [Permissions](https://run-ai-docs.nvidia.com/api/2.21/authentication-and-authorization/permissions.md) * [Applications](https://run-ai-docs.nvidia.com/api/2.21/authentication-and-authorization/applications.md) * [Roles](https://run-ai-docs.nvidia.com/api/2.21/authentication-and-authorization/roles.md) * [Tokens](https://run-ai-docs.nvidia.com/api/2.21/authentication-and-authorization/tokens.md) * [Users](https://run-ai-docs.nvidia.com/api/2.21/authentication-and-authorization/users.md) * [User Applications](https://run-ai-docs.nvidia.com/api/2.21/authentication-and-authorization/user-applications.md) * [Idps](https://run-ai-docs.nvidia.com/api/2.21/authentication-and-authorization/idps.md) * [Me](https://run-ai-docs.nvidia.com/api/2.21/authentication-and-authorization/me.md) * [Settings](https://run-ai-docs.nvidia.com/api/2.21/authentication-and-authorization/settings.md) * [AuditLogs](https://run-ai-docs.nvidia.com/api/2.21/audit/auditlogs.md) * [Datavolumes](https://run-ai-docs.nvidia.com/api/2.21/datavolumes/datavolumes.md) * [Deployments](https://run-ai-docs.nvidia.com/api/2.21/workloads/deployments.md) * [Events](https://run-ai-docs.nvidia.com/api/2.21/workloads/events.md) * [Jobs](https://run-ai-docs.nvidia.com/api/2.21/workloads/jobs.md) * [Pods](https://run-ai-docs.nvidia.com/api/2.21/workloads/pods.md) * [Workloads](https://run-ai-docs.nvidia.com/api/2.21/workloads/workloads.md) * [Workspaces](https://run-ai-docs.nvidia.com/api/2.21/workloads/workspaces.md) * [Trainings](https://run-ai-docs.nvidia.com/api/2.21/workloads/trainings.md) * [Inferences](https://run-ai-docs.nvidia.com/api/2.21/workloads/inferences.md) * [Revisions](https://run-ai-docs.nvidia.com/api/2.21/workloads/revisions.md) * [Distributed](https://run-ai-docs.nvidia.com/api/2.21/workloads/distributed.md) * [Workloads batch](https://run-ai-docs.nvidia.com/api/2.21/workloads/workloads-batch.md) * [Compute](https://run-ai-docs.nvidia.com/api/2.21/workload-assets/compute.md) * [Credentials](https://run-ai-docs.nvidia.com/api/2.21/workload-assets/credentials.md) * [Datasources](https://run-ai-docs.nvidia.com/api/2.21/workload-assets/datasources.md) * [Environment](https://run-ai-docs.nvidia.com/api/2.21/workload-assets/environment.md) * [Storage Classes](https://run-ai-docs.nvidia.com/api/2.21/workload-assets/storage-classes.md) * [Git](https://run-ai-docs.nvidia.com/api/2.21/workload-assets/git.md) * [HostPath](https://run-ai-docs.nvidia.com/api/2.21/workload-assets/hostpath.md) * [NFS](https://run-ai-docs.nvidia.com/api/2.21/workload-assets/nfs.md) * [PVC](https://run-ai-docs.nvidia.com/api/2.21/workload-assets/pvc.md) * [Registry](https://run-ai-docs.nvidia.com/api/2.21/workload-assets/registry.md) * [S3](https://run-ai-docs.nvidia.com/api/2.21/workload-assets/s3.md) * [ConfigMap](https://run-ai-docs.nvidia.com/api/2.21/workload-assets/configmap.md) * [Secret](https://run-ai-docs.nvidia.com/api/2.21/workload-assets/secret.md) * [Template](https://run-ai-docs.nvidia.com/api/2.21/workload-assets/template.md) * [Policy](https://run-ai-docs.nvidia.com/api/2.21/policies/policy.md) * [Notification State](https://run-ai-docs.nvidia.com/api/2.21/notifications/notification-state.md) * [Notification Types](https://run-ai-docs.nvidia.com/api/2.21/notifications/notification-types.md) * [NotificationChannels](https://run-ai-docs.nvidia.com/api/2.21/notifications/notificationchannels.md) * [Subscriptions](https://run-ai-docs.nvidia.com/api/2.21/notifications/subscriptions.md) * [Configuring Slack Notifications](https://run-ai-docs.nvidia.com/api/2.21/api-guides/configuring-slack-notifications.md) * [API Python Client (runapy)](https://run-ai-docs.nvidia.com/api/2.21/api-python-client-reference/api-python-client-runapy.md) * [Install and Configure the Client](https://run-ai-docs.nvidia.com/api/2.21/api-python-client-reference/install-and-configure-the-client.md) - [NVIDIA Run:ai REST API Documentation](https://run-ai-docs.nvidia.com/api/2.20/nvidia-run-ai-rest-api-documentation.md) - [About the REST API](https://run-ai-docs.nvidia.com/api/2.20/getting-started/about-the-rest-api.md) - [Using the REST API](https://run-ai-docs.nvidia.com/api/2.20/getting-started/using-the-rest-api.md) - [Making REST API Requests](https://run-ai-docs.nvidia.com/api/2.20/getting-started/using-the-rest-api/making-rest-api-requests.md) - [Pagination](https://run-ai-docs.nvidia.com/api/2.20/getting-started/using-the-rest-api/pagination.md) - [HTTP Status Codes](https://run-ai-docs.nvidia.com/api/2.20/getting-started/using-the-rest-api/http-status-codes.md) - [How to Authenticate to the API](https://run-ai-docs.nvidia.com/api/2.20/getting-started/how-to-authenticate-to-the-api.md) - [NVIDIA Run:ai API Policy](https://run-ai-docs.nvidia.com/api/2.20/getting-started/nvidia-run-ai-api-policy.md) - [Clusters](https://run-ai-docs.nvidia.com/api/2.20/organizations/clusters.md) - [Departments](https://run-ai-docs.nvidia.com/api/2.20/organizations/departments.md) - [Reports](https://run-ai-docs.nvidia.com/api/2.20/organizations/reports.md) - [NodePools](https://run-ai-docs.nvidia.com/api/2.20/organizations/nodepools.md) - [Nodes](https://run-ai-docs.nvidia.com/api/2.20/organizations/nodes.md) - [Projects](https://run-ai-docs.nvidia.com/api/2.20/organizations/projects.md) - [Tenant](https://run-ai-docs.nvidia.com/api/2.20/organizations/tenant.md) - [Logo](https://run-ai-docs.nvidia.com/api/2.20/organizations/logo.md) - [Researcher Command Line Interface](https://run-ai-docs.nvidia.com/api/2.20/organizations/researcher-command-line-interface.md) - [Researcher Command Line Interface Deprecated](https://run-ai-docs.nvidia.com/api/2.20/organizations/researcher-command-line-interface-deprecated.md) - [Administrator Command Line Interface](https://run-ai-docs.nvidia.com/api/2.20/organizations/administrator-command-line-interface.md) - [Access rules](https://run-ai-docs.nvidia.com/api/2.20/authentication-and-authorization/access-rules.md) - [Permissions](https://run-ai-docs.nvidia.com/api/2.20/authentication-and-authorization/permissions.md) - [Applications](https://run-ai-docs.nvidia.com/api/2.20/authentication-and-authorization/applications.md) - [Roles](https://run-ai-docs.nvidia.com/api/2.20/authentication-and-authorization/roles.md) - [Tokens](https://run-ai-docs.nvidia.com/api/2.20/authentication-and-authorization/tokens.md) - [Users](https://run-ai-docs.nvidia.com/api/2.20/authentication-and-authorization/users.md) - [User Applications](https://run-ai-docs.nvidia.com/api/2.20/authentication-and-authorization/user-applications.md) - [AuditLogs](https://run-ai-docs.nvidia.com/api/2.20/audit/auditlogs.md) - [Datavolumes](https://run-ai-docs.nvidia.com/api/2.20/datavolumes/datavolumes.md) - [Deployments](https://run-ai-docs.nvidia.com/api/2.20/workloads/deployments.md) - [Events](https://run-ai-docs.nvidia.com/api/2.20/workloads/events.md) - [Jobs](https://run-ai-docs.nvidia.com/api/2.20/workloads/jobs.md) - [Pods](https://run-ai-docs.nvidia.com/api/2.20/workloads/pods.md) - [Workloads](https://run-ai-docs.nvidia.com/api/2.20/workloads/workloads.md) - [Workspaces](https://run-ai-docs.nvidia.com/api/2.20/workloads/workspaces.md) - [Trainings](https://run-ai-docs.nvidia.com/api/2.20/workloads/trainings.md) - [Inferences](https://run-ai-docs.nvidia.com/api/2.20/workloads/inferences.md) - [Distributed](https://run-ai-docs.nvidia.com/api/2.20/workloads/distributed.md) - [Workloads batch](https://run-ai-docs.nvidia.com/api/2.20/workloads/workloads-batch.md) - [Compute](https://run-ai-docs.nvidia.com/api/2.20/workload-assets/compute.md) - [Credentials](https://run-ai-docs.nvidia.com/api/2.20/workload-assets/credentials.md) - [Datasources](https://run-ai-docs.nvidia.com/api/2.20/workload-assets/datasources.md) - [Environment](https://run-ai-docs.nvidia.com/api/2.20/workload-assets/environment.md) - [Storage Classes](https://run-ai-docs.nvidia.com/api/2.20/workload-assets/storage-classes.md) - [Git](https://run-ai-docs.nvidia.com/api/2.20/workload-assets/git.md) - [HostPath](https://run-ai-docs.nvidia.com/api/2.20/workload-assets/hostpath.md) - [NFS](https://run-ai-docs.nvidia.com/api/2.20/workload-assets/nfs.md) - [PVC](https://run-ai-docs.nvidia.com/api/2.20/workload-assets/pvc.md) - [Registry](https://run-ai-docs.nvidia.com/api/2.20/workload-assets/registry.md) - [S3](https://run-ai-docs.nvidia.com/api/2.20/workload-assets/s3.md) - [ConfigMap](https://run-ai-docs.nvidia.com/api/2.20/workload-assets/configmap.md) - [Secret](https://run-ai-docs.nvidia.com/api/2.20/workload-assets/secret.md) - [Template](https://run-ai-docs.nvidia.com/api/2.20/workload-assets/template.md) - [Policy](https://run-ai-docs.nvidia.com/api/2.20/policies/policy.md) - [Notification State](https://run-ai-docs.nvidia.com/api/2.20/notifications/notification-state.md) - [Notification Types](https://run-ai-docs.nvidia.com/api/2.20/notifications/notification-types.md) - [NotificationChannels](https://run-ai-docs.nvidia.com/api/2.20/notifications/notificationchannels.md) - [Subscriptions](https://run-ai-docs.nvidia.com/api/2.20/notifications/subscriptions.md) - [API Python Client (runapy)](https://run-ai-docs.nvidia.com/api/2.20/api-python-client-reference/api-python-client-runapy.md) - [Install and Configure the Client](https://run-ai-docs.nvidia.com/api/2.20/api-python-client-reference/install-and-configure-the-client.md) * [NVIDIA Run:ai REST API Documentation](https://run-ai-docs.nvidia.com/api/2.19/nvidia-run-ai-rest-api-documentation.md) * [About the REST API](https://run-ai-docs.nvidia.com/api/2.19/getting-started/about-the-rest-api.md) * [Using the REST API](https://run-ai-docs.nvidia.com/api/2.19/getting-started/using-the-rest-api.md) * [Making REST API Requests](https://run-ai-docs.nvidia.com/api/2.19/getting-started/using-the-rest-api/making-rest-api-requests.md) * [Pagination](https://run-ai-docs.nvidia.com/api/2.19/getting-started/using-the-rest-api/pagination.md) * [HTTP Status Codes](https://run-ai-docs.nvidia.com/api/2.19/getting-started/using-the-rest-api/http-status-codes.md) * [How to Authenticate to the API](https://run-ai-docs.nvidia.com/api/2.19/getting-started/how-to-authenticate-to-the-api.md) * [NVIDIA Run:ai API Policy](https://run-ai-docs.nvidia.com/api/2.19/getting-started/nvidia-run-ai-api-policy.md) * [Clusters](https://run-ai-docs.nvidia.com/api/2.19/organizations/clusters.md) * [Departments](https://run-ai-docs.nvidia.com/api/2.19/organizations/departments.md) * [Reports](https://run-ai-docs.nvidia.com/api/2.19/organizations/reports.md) * [NodePools](https://run-ai-docs.nvidia.com/api/2.19/organizations/nodepools.md) * [Nodes](https://run-ai-docs.nvidia.com/api/2.19/organizations/nodes.md) * [Projects](https://run-ai-docs.nvidia.com/api/2.19/organizations/projects.md) * [Tenant](https://run-ai-docs.nvidia.com/api/2.19/organizations/tenant.md) * [Logo](https://run-ai-docs.nvidia.com/api/2.19/organizations/logo.md) * [Researcher Command Line Interface](https://run-ai-docs.nvidia.com/api/2.19/organizations/researcher-command-line-interface.md) * [Administrator Command Line Interface](https://run-ai-docs.nvidia.com/api/2.19/organizations/administrator-command-line-interface.md) * [Access rules](https://run-ai-docs.nvidia.com/api/2.19/authentication-and-authorization/access-rules.md) * [Permissions](https://run-ai-docs.nvidia.com/api/2.19/authentication-and-authorization/permissions.md) * [Applications](https://run-ai-docs.nvidia.com/api/2.19/authentication-and-authorization/applications.md) * [Roles](https://run-ai-docs.nvidia.com/api/2.19/authentication-and-authorization/roles.md) * [Tokens](https://run-ai-docs.nvidia.com/api/2.19/authentication-and-authorization/tokens.md) * [Users](https://run-ai-docs.nvidia.com/api/2.19/authentication-and-authorization/users.md) * [Audit](https://run-ai-docs.nvidia.com/api/2.19/audit/audit.md) * [AuditLogs](https://run-ai-docs.nvidia.com/api/2.19/audit/auditlogs.md) * [Datavolumes](https://run-ai-docs.nvidia.com/api/2.19/datavolumes/datavolumes.md) * [Deployments](https://run-ai-docs.nvidia.com/api/2.19/workloads/deployments.md) * [Events](https://run-ai-docs.nvidia.com/api/2.19/workloads/events.md) * [Jobs](https://run-ai-docs.nvidia.com/api/2.19/workloads/jobs.md) * [Pods](https://run-ai-docs.nvidia.com/api/2.19/workloads/pods.md) * [Workloads](https://run-ai-docs.nvidia.com/api/2.19/workloads/workloads.md) * [Workspaces](https://run-ai-docs.nvidia.com/api/2.19/workloads/workspaces.md) * [Trainings](https://run-ai-docs.nvidia.com/api/2.19/workloads/trainings.md) * [Inferences](https://run-ai-docs.nvidia.com/api/2.19/workloads/inferences.md) * [Distributed](https://run-ai-docs.nvidia.com/api/2.19/workloads/distributed.md) * [Workloads batch](https://run-ai-docs.nvidia.com/api/2.19/workloads/workloads-batch.md) * [Compute](https://run-ai-docs.nvidia.com/api/2.19/workload-assets/compute.md) * [Credentials](https://run-ai-docs.nvidia.com/api/2.19/workload-assets/credentials.md) * [Datasources](https://run-ai-docs.nvidia.com/api/2.19/workload-assets/datasources.md) * [Environment](https://run-ai-docs.nvidia.com/api/2.19/workload-assets/environment.md) * [Storage Classes](https://run-ai-docs.nvidia.com/api/2.19/workload-assets/storage-classes.md) * [Git](https://run-ai-docs.nvidia.com/api/2.19/workload-assets/git.md) * [HostPath](https://run-ai-docs.nvidia.com/api/2.19/workload-assets/hostpath.md) * [NFS](https://run-ai-docs.nvidia.com/api/2.19/workload-assets/nfs.md) * [PVC](https://run-ai-docs.nvidia.com/api/2.19/workload-assets/pvc.md) * [Registry](https://run-ai-docs.nvidia.com/api/2.19/workload-assets/registry.md) * [S3](https://run-ai-docs.nvidia.com/api/2.19/workload-assets/s3.md) * [ConfigMap](https://run-ai-docs.nvidia.com/api/2.19/workload-assets/configmap.md) * [Secret](https://run-ai-docs.nvidia.com/api/2.19/workload-assets/secret.md) * [Template](https://run-ai-docs.nvidia.com/api/2.19/workload-assets/template.md) * [Policy](https://run-ai-docs.nvidia.com/api/2.19/policies/policy.md) ## Multi-tenant REST API - [NVIDIA Run:ai Multi-Tenant REST API Documentation](https://run-ai-docs.nvidia.com/multi-tenant-api/nvidia-run-ai-multi-tenant-rest-api-documentation.md) - [About the REST API](https://run-ai-docs.nvidia.com/multi-tenant-api/getting-started/about-the-rest-api.md) - [Using the REST API](https://run-ai-docs.nvidia.com/multi-tenant-api/getting-started/using-the-rest-api.md) - [Making REST API Requests](https://run-ai-docs.nvidia.com/multi-tenant-api/getting-started/using-the-rest-api/making-rest-api-requests.md) - [Pagination](https://run-ai-docs.nvidia.com/multi-tenant-api/getting-started/using-the-rest-api/pagination.md) - [HTTP Status Codes](https://run-ai-docs.nvidia.com/multi-tenant-api/getting-started/using-the-rest-api/http-status-codes.md) - [API Access Setup](https://run-ai-docs.nvidia.com/multi-tenant-api/getting-started/api-access-setup.md) - [NVIDIA Run:ai API Policy](https://run-ai-docs.nvidia.com/multi-tenant-api/getting-started/nvidia-run-ai-api-policy.md) - [Clusters](https://run-ai-docs.nvidia.com/multi-tenant-api/organizations/clusters.md) - [Access Keys](https://run-ai-docs.nvidia.com/multi-tenant-api/authentication-and-authorization/access-keys.md) - [Access rules](https://run-ai-docs.nvidia.com/multi-tenant-api/authentication-and-authorization/access-rules.md) - [Permissions](https://run-ai-docs.nvidia.com/multi-tenant-api/authentication-and-authorization/permissions.md) - [Applications](https://run-ai-docs.nvidia.com/multi-tenant-api/authentication-and-authorization/applications.md) - [Service Accounts](https://run-ai-docs.nvidia.com/multi-tenant-api/authentication-and-authorization/service-accounts.md) - [Roles](https://run-ai-docs.nvidia.com/multi-tenant-api/authentication-and-authorization/roles.md) - [Tokens](https://run-ai-docs.nvidia.com/multi-tenant-api/authentication-and-authorization/tokens.md) - [Users](https://run-ai-docs.nvidia.com/multi-tenant-api/authentication-and-authorization/users.md) - [User Applications](https://run-ai-docs.nvidia.com/multi-tenant-api/authentication-and-authorization/user-applications.md) - [Idps](https://run-ai-docs.nvidia.com/multi-tenant-api/authentication-and-authorization/idps.md) - [Me](https://run-ai-docs.nvidia.com/multi-tenant-api/authentication-and-authorization/me.md) - [Settings](https://run-ai-docs.nvidia.com/multi-tenant-api/authentication-and-authorization/settings.md) - [AuditLogs](https://run-ai-docs.nvidia.com/multi-tenant-api/audit/auditlogs.md) * [NVIDIA Run:ai Multi-Tenant REST API Documentation](https://run-ai-docs.nvidia.com/multi-tenant-api/2.24/nvidia-run-ai-multi-tenant-rest-api-documentation.md) * [About the REST API](https://run-ai-docs.nvidia.com/multi-tenant-api/2.24/getting-started/about-the-rest-api.md) * [Using the REST API](https://run-ai-docs.nvidia.com/multi-tenant-api/2.24/getting-started/using-the-rest-api.md) * [Making REST API Requests](https://run-ai-docs.nvidia.com/multi-tenant-api/2.24/getting-started/using-the-rest-api/making-rest-api-requests.md) * [Pagination](https://run-ai-docs.nvidia.com/multi-tenant-api/2.24/getting-started/using-the-rest-api/pagination.md) * [HTTP Status Codes](https://run-ai-docs.nvidia.com/multi-tenant-api/2.24/getting-started/using-the-rest-api/http-status-codes.md) * [API Access Setup](https://run-ai-docs.nvidia.com/multi-tenant-api/2.24/getting-started/api-access-setup.md) * [NVIDIA Run:ai API Policy](https://run-ai-docs.nvidia.com/multi-tenant-api/2.24/getting-started/nvidia-run-ai-api-policy.md) * [Clusters](https://run-ai-docs.nvidia.com/multi-tenant-api/2.24/organizations/clusters.md) * [Tenant](https://run-ai-docs.nvidia.com/multi-tenant-api/2.24/organizations/tenant.md) * [Access Keys](https://run-ai-docs.nvidia.com/multi-tenant-api/2.24/authentication-and-authorization/access-keys.md) * [Access rules](https://run-ai-docs.nvidia.com/multi-tenant-api/2.24/authentication-and-authorization/access-rules.md) * [Permissions](https://run-ai-docs.nvidia.com/multi-tenant-api/2.24/authentication-and-authorization/permissions.md) * [Applications](https://run-ai-docs.nvidia.com/multi-tenant-api/2.24/authentication-and-authorization/applications.md) * [Service Accounts](https://run-ai-docs.nvidia.com/multi-tenant-api/2.24/authentication-and-authorization/service-accounts.md) * [Roles](https://run-ai-docs.nvidia.com/multi-tenant-api/2.24/authentication-and-authorization/roles.md) * [Tokens](https://run-ai-docs.nvidia.com/multi-tenant-api/2.24/authentication-and-authorization/tokens.md) * [Users](https://run-ai-docs.nvidia.com/multi-tenant-api/2.24/authentication-and-authorization/users.md) * [User Applications](https://run-ai-docs.nvidia.com/multi-tenant-api/2.24/authentication-and-authorization/user-applications.md) * [Idps](https://run-ai-docs.nvidia.com/multi-tenant-api/2.24/authentication-and-authorization/idps.md) * [Me](https://run-ai-docs.nvidia.com/multi-tenant-api/2.24/authentication-and-authorization/me.md) * [Settings](https://run-ai-docs.nvidia.com/multi-tenant-api/2.24/authentication-and-authorization/settings.md) * [AuditLogs](https://run-ai-docs.nvidia.com/multi-tenant-api/2.24/audit/auditlogs.md) - [NVIDIA Run:ai Multi-Tenant REST API Documentation](https://run-ai-docs.nvidia.com/multi-tenant-api/2.23/nvidia-run-ai-multi-tenant-rest-api-documentation.md) - [About the REST API](https://run-ai-docs.nvidia.com/multi-tenant-api/2.23/getting-started/about-the-rest-api.md) - [Using the REST API](https://run-ai-docs.nvidia.com/multi-tenant-api/2.23/getting-started/using-the-rest-api.md) - [Making REST API Requests](https://run-ai-docs.nvidia.com/multi-tenant-api/2.23/getting-started/using-the-rest-api/making-rest-api-requests.md) - [Pagination](https://run-ai-docs.nvidia.com/multi-tenant-api/2.23/getting-started/using-the-rest-api/pagination.md) - [HTTP Status Codes](https://run-ai-docs.nvidia.com/multi-tenant-api/2.23/getting-started/using-the-rest-api/http-status-codes.md) - [API Access Setup](https://run-ai-docs.nvidia.com/multi-tenant-api/2.23/getting-started/api-access-setup.md) - [NVIDIA Run:ai API Policy](https://run-ai-docs.nvidia.com/multi-tenant-api/2.23/getting-started/nvidia-run-ai-api-policy.md) - [Tenant](https://run-ai-docs.nvidia.com/multi-tenant-api/2.23/organizations/tenant.md) - [Applications](https://run-ai-docs.nvidia.com/multi-tenant-api/2.23/authentication-and-authorization/applications.md) - [Tokens](https://run-ai-docs.nvidia.com/multi-tenant-api/2.23/authentication-and-authorization/tokens.md) - [Users](https://run-ai-docs.nvidia.com/multi-tenant-api/2.23/authentication-and-authorization/users.md) - [User Applications](https://run-ai-docs.nvidia.com/multi-tenant-api/2.23/authentication-and-authorization/user-applications.md) - [Idps](https://run-ai-docs.nvidia.com/multi-tenant-api/2.23/authentication-and-authorization/idps.md) - [Settings](https://run-ai-docs.nvidia.com/multi-tenant-api/2.23/authentication-and-authorization/settings.md) - [AuditLogs](https://run-ai-docs.nvidia.com/multi-tenant-api/2.23/audit/auditlogs.md) * [NVIDIA Run:ai Multi-Tenant REST API Documentation](https://run-ai-docs.nvidia.com/multi-tenant-api/2.22/nvidia-run-ai-multi-tenant-rest-api-documentation.md) * [About the REST API](https://run-ai-docs.nvidia.com/multi-tenant-api/2.22/getting-started/about-the-rest-api.md) * [Using the REST API](https://run-ai-docs.nvidia.com/multi-tenant-api/2.22/getting-started/using-the-rest-api.md) * [Making REST API Requests](https://run-ai-docs.nvidia.com/multi-tenant-api/2.22/getting-started/using-the-rest-api/making-rest-api-requests.md) * [Pagination](https://run-ai-docs.nvidia.com/multi-tenant-api/2.22/getting-started/using-the-rest-api/pagination.md) * [HTTP Status Codes](https://run-ai-docs.nvidia.com/multi-tenant-api/2.22/getting-started/using-the-rest-api/http-status-codes.md) * [API Access Setup](https://run-ai-docs.nvidia.com/multi-tenant-api/2.22/getting-started/api-access-setup.md) * [NVIDIA Run:ai API Policy](https://run-ai-docs.nvidia.com/multi-tenant-api/2.22/getting-started/nvidia-run-ai-api-policy.md) * [Tenant](https://run-ai-docs.nvidia.com/multi-tenant-api/2.22/organizations/tenant.md) * [Applications](https://run-ai-docs.nvidia.com/multi-tenant-api/2.22/authentication-and-authorization/applications.md) * [Tokens](https://run-ai-docs.nvidia.com/multi-tenant-api/2.22/authentication-and-authorization/tokens.md) * [Users](https://run-ai-docs.nvidia.com/multi-tenant-api/2.22/authentication-and-authorization/users.md) * [User Applications](https://run-ai-docs.nvidia.com/multi-tenant-api/2.22/authentication-and-authorization/user-applications.md) * [Idps](https://run-ai-docs.nvidia.com/multi-tenant-api/2.22/authentication-and-authorization/idps.md) * [Settings](https://run-ai-docs.nvidia.com/multi-tenant-api/2.22/authentication-and-authorization/settings.md) * [AuditLogs](https://run-ai-docs.nvidia.com/multi-tenant-api/2.22/audit/auditlogs.md) --- # Agent Instructions This documentation is published with GitBook. GitBook is the documentation platform designed so that both humans and AI agents can read, navigate, and reason over technical content effectively. Learn more at gitbook.com. ## Querying This Documentation If you need additional information, you can query the documentation dynamically by asking a question. Perform an HTTP GET request on a page URL with the `ask` query parameter: ``` GET https://run-ai-docs.nvidia.com/welcome-to-nvidia-run-ai-documentation.md?ask= ``` The question should be specific, self-contained, and written in natural language. The response will contain a direct answer to the question and relevant excerpts and sources from the documentation. Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.