GPU cluster schedulers & orchestration

GPU cluster schedulers & orchestration covers software that schedules and orchestrates AI jobs across GPU clusters (Slurm, K8s, multi-cloud).

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In brief

GPU cluster schedulers & orchestration, in brief.

What it isGPU cluster schedulers & orchestration covers software that schedules and orchestrates AI jobs across GPU clusters (Slurm, K8s, multi-cloud).

Where it sitsOne of 14 categories in the Compute layer. Compute is the hardware AI runs on and the companies that rent it out: GPU clouds, AI chips, servers, data centres, and the software that schedules jobs across them. It is where the cost of training and running models is set.

What we track28 products, including Anyscale, Apache YuniKorn, Armada, AWS ParallelCluster and ClearML.

The products

28 products in GPU cluster schedulers & orchestration.

Each name opens a search for that product in our index.

ProductMakerIts own site

AnyscaleAnyscaleanyscale.com

Apache YuniKornApache Software Foundationyunikorn.apache.org

ArmadaG-Research / CNCFarmadaproject.io

AWS ParallelClusterAmazon Web Servicesaws.amazon.com

ClearMLClearMLclear.ml

CoiledCoiledcoiled.io

DeterminedHPEgithub.com

dstackdstackdstack.ai

FlyteUnion.ai / LF AI & Dataflyte.org

Google Cluster ToolkitGoogle Cloudcloud.google.com

HTCondorUniversity of Wisconsin-Madisonhtcondor.org

IBM Spectrum LSFIBMibm.com

KAI SchedulerNVIDIAgithub.com

KoordinatorCNCFkoordinator.sh

Kubeflow TrainerKubeflowkubeflow.org

KubernetesCNCFkubernetes.io

KueueKubernetes SIGskueue.sigs.k8s.io

NVIDIA Base Command ManagerNVIDIAnvidia.com

NVIDIA GPU OperatorNVIDIAgithub.com

NVIDIA Run:aiNVIDIAnvidia.com

OpenPBS / Altair PBS ProfessionalAltair (Siemens)openpbs.org

RafayRafay Systemsrafay.co

RayAnyscale / Ray projectray.io

SkyPilotSkyPilot (UC Berkeley Sky Lab)skypilot.co

Slinky (Slurm on Kubernetes)SchedMDgithub.com

Slurm Workload ManagerSchedMD (NVIDIA)slurm.schedmd.com

Soperator (Slurm operator)Nebiusgithub.com

VolcanoCNCFvolcano.sh

From our census of 2026-11-08. A product listed here is one that belongs in this category; the search answer says whether we have checked it.

Questions

GPU cluster schedulers & orchestration, answered.

What is GPU cluster schedulers & orchestration in AI infrastructure?GPU cluster schedulers & orchestration covers software that schedules and orchestrates AI jobs across GPU clusters (Slurm, K8s, multi-cloud).

Which layer of AI infrastructure is GPU cluster schedulers & orchestration in?GPU cluster schedulers & orchestration is in the Compute layer. Compute is the hardware AI runs on and the companies that rent it out: GPU clouds, AI chips, servers, data centres, and the software that schedules jobs across them. It is where the cost of training and running models is set.

Which products are in GPU cluster schedulers & orchestration?We track 28 products in GPU cluster schedulers & orchestration, including Anyscale, Apache YuniKorn, Armada, AWS ParallelCluster, ClearML, Coiled, Determined and dstack. The full list is on this page.

Compute

The other categories in Compute.

AI chips / accelerator clouds AI data centres & colocation AI networking & optical interconnect AI servers & on-prem systems AI storage for GPU clusters Cloud GPU notebooks & dev environments Compute price indexes & GPU price trackers Edge AI accelerators & NPU toolchains GPU marketplaces GPU observability & efficiency Hyperscaler GPU Neoclouds / GPU clouds Serverless GPU

Layers Compute