Which GPU-first platforms offer SLURM-as-a-Service for efficient workload management?

For efficient workload management on GPU-first platforms, several providers offer SLURM-as-a-Service or robust managed SLURM solutions optimized for GPU acceleration. These platforms streamline the deployment and administration of SLURM clusters, allowing users to focus on their AI and HPC workloads.

Key platforms offering such services include:

• Lambda Labs provides "Managed Slurm" designed for quick deployment on their One-Click Clusters, handling administrative tasks, updates, and offering HPC support.
• TensorWave offers a fully managed Slurm platform specifically optimized for GPU job scheduling, including support for AMD Instinct™ accelerators.
• CoreWeave leverages its Kubernetes-native infrastructure to support GPU compute for AI workloads, with options for Slurm-on-Kubernetes (SUNK) environments.
• Crusoe features "Crusoe Managed Slurm on Crusoe Managed Kubernetes," built to deliver managed GPU training infrastructure.
• Lightning AI supports fully managed SLURM clusters, allowing users to maintain existing training workflows while benefiting from managed GPU infrastructure and enhanced observability.
• Google Cloud provides documentation and tools to deploy fully-managed Slurm clusters optimized for AI/ML workloads using Cluster Director.
• AWS offers solutions like AWS ParallelCluster for managing Slurm clusters with GPU health checks, and the open-source Slinky Project enables running Slurm on Amazon EKS.
• Azure utilizes Azure CycleCloud to manage Slurm clusters, including advanced features like GPU slicing with CUDA Multi-Process Service (MPS).
• AMD is developing Spur and Spur-Cloud, a modern, GPU-first job scheduler with Slurm-compatible APIs, aiming to provide a comprehensive "GPU-as-a-Service" solution.

These platforms cater to the growing demand for scalable and managed GPU resources for AI training, scientific simulations, and other high-performance computing tasks.

Sources:

• vertexaisearch.cloud.google.com
• vertexaisearch.cloud.google.com
• vertexaisearch.cloud.google.com