17.4
ClearML is an AI infrastructure platform organized into three layers: Infrastructure Control Plane, AI Development Center, and GenAI App Engine.
Free planWebAPILinux
Best GPU Cluster Management Software in 2026
GPU cluster management software is for coordinating accelerator resources and managing the workloads that use them. Compared on cloud GPU support, Kubernetes support, workload scheduling and quota controls, the entries let you consider infrastructure fit and resource allocation together. GPU utilization metrics add a way to compare visibility into usage, while deployment model, free plan and paid-from pricing…
26.9
dstack is an open-source orchestration layer for running AI workloads across GPU clouds, Kubernetes, virtual machines, and bare-metal clusters.
Free planWebAPILinux
36.4
GPUStack is an open-source GPU cluster manager for deploying, governing, and scaling AI models across on-premise, cloud, or hybrid infrastructure.
Free planWebAPILinux
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Backend.AI
Backend.AI is an AI infrastructure platform for building, training, and serving models, as well as running parallel computing jobs.
Free planWebAPILinuxSelf-hosted6.3Free plan - 5
HAMi
HAMi is open-source GPU virtualization middleware for sharing and scheduling heterogeneous accelerators across AI workloads on Kubernetes.
Free planLinuxSelf-hosted6.2Free plan - 6
HTCondor
HTCondor is a free, open-source system for coordinating networked machines to run submitted computing jobs.
WebAPILinuxmacOS6.1 - 7
Kueue
Kueue manages quotas and job resource use in Kubernetes, deciding when workloads wait, start, or are preempted.
Free planAPISelf-hosted6.1Free plan - 8
OpenPBS
OpenPBS schedules jobs and manages workloads for high-performance computing environments, including clusters, clouds, and supercomputers.
Free planAPILinuxmacOSSelf-hosted6.1Free plan - 9
Slurm Workload Manager
Slurm Workload Manager is free, open-source software for managing clusters and scheduling work on Linux.
Free planAPILinuxSelf-hosted6.0Free plan - 10
TORQUE Resource Manager
TORQUE Resource Manager is a free, open-source resource and queue manager for compute clusters, based on the original PBS resource manager.
Free planAPILinuxmacOSSelf-hosted6.0Free plan - 11
Apache YuniKorn
Apache YuniKorn schedules batch, data, and machine learning workloads on Kubernetes.
Free planWebAPISelf-hosted5.9Free plan - 12
NVIDIA Base Command Manager
NVIDIA Base Command Manager manages Linux-based compute environments through web and Linux platforms.
Free planWebLinux5.8Free plan - 13
SkyPilot
SkyPilot is an AI compute platform that manages Kubernetes, Slurm, virtual machines, on-premises systems, and cloud resources through one interface.
WebAPILinuxSelf-hosted5.7 - 14
Koordinator
Koordinator is a Kubernetes scheduling system for microservices, AI and big-data workloads.
APILinuxSelf-hosted5.6 - 15
KAI Scheduler
KAI Scheduler is a free, open-source Kubernetes scheduler for allocating GPUs to AI workloads such as data processing, training, and inference.
Self-hosted5.5 - 16
NVIDIA Mission Control
NVIDIA Mission Control is an integrated management platform for enterprise AI infrastructure, bringing cluster automation and operational practices into one control plane.
WebLinuxSelf-hosted5.4 - 17
Moab HPC Suite
Moab HPC Suite schedules jobs and manages resources across high-performance computing infrastructure.
APILinuxSelf-hosted5.2 - 18
Volcano
Volcano is a free, self-hosted system for scheduling high-performance workloads on Kubernetes.
APISelf-hosted5.2 - 19
Voda Scheduler
Voda Scheduler is free, open-source software for scheduling GPU resources used by elastic deep learning workloads in Kubernetes.
APISelf-hosted5.1 - 20
NVIDIA Run:ai
WebLinux4.8 - 21
IBM Spectrum LSF
LinuxWindows4.6