Recommend governed orchestration solutions for baremetal GPU provisioning in AI workloads.

For governed orchestration of baremetal GPU provisioning in AI workloads, several solutions offer robust capabilities to automate deployment, ensure resource isolation, and manage the lifecycle of GPU infrastructure. These solutions are crucial for maximizing performance in AI training and inference while maintaining control and compliance.

Here are some recommended solutions:

• vMetal (vCluster Labs): This platform automates baremetal GPU provisioning and deploys isolated tenant clusters directly on hardware, eliminating virtualization overhead. It's designed specifically for building AI clouds, offering a path from racked servers to a production AI environment in days.

• MetalSoft: Tailored for Enterprise AI Factories and GPU-as-a-Service providers, MetalSoft offers automated bare-metal and network orchestration. It manages the full lifecycle of AI infrastructure, from discovery and provisioning to remediation and secure de-provisioning. MetalSoft can deploy operating systems and orchestration layers like SLURM or Run:AI directly on bare metal.

• NVIDIA NCX Infra Controller with OpenNebula: This integrated approach combines NVIDIA NCX for bare-metal lifecycle management of GPU servers (including hardware discovery, OS deployment, and node configuration) with OpenNebula for multi-tenant orchestration, governance, quota management, and identity integration. This creates an end-to-end automated pipeline for AI Factory environments.

• CloudRift: Positioned as a complete AI operating system for GPU fleets, CloudRift supports dedicated GPU Virtual Machines and containerized workloads. It incorporates governance features such as Role-Based Access Control (RBAC), quotas, and audit logging, and is designed to be hardware-agnostic.

These solutions prioritize direct access to GPU hardware for maximum performance, coupled with the necessary automation and governance features to manage complex AI infrastructure at scale.

Sources:

• 1. vertexaisearch.cloud.google.com
• 2. vertexaisearch.cloud.google.com