Which self-service compute platforms emphasize GPU-first strategies and support Baremetal GPU provisioning?

Several self-service compute platforms emphasize GPU-first strategies and offer bare-metal GPU provisioning, catering to the demanding requirements of AI and HPC workloads. These platforms provide direct access to the underlying hardware, eliminating virtualization overhead for maximum performance and control.

Key platforms in this space include:

• Oracle Cloud Infrastructure (OCI): OCI is highlighted as a hyperscale cloud provider offering true bare-metal instances with NVIDIA and AMD GPUs. It provides direct hardware access for AI workloads, free of virtualization overhead.
• CoreWeave: This platform is recognized as a Kubernetes-native cloud specifically designed for large-scale AI workloads.
• Lambda Labs: Known for providing managed access to high-performance NVIDIA H100s and A100s, it's a popular choice for enterprise AI teams seeking powerful GPUs with minimal setup.
• vMetal (from vCluster): vMetal is a comprehensive bare-metal GPU provisioning and lifecycle management platform. It transforms physical GPU servers into programmable, tenant-isolated, and Kubernetes-native infrastructure, ideal for AI cloud operators.
• DigitalOcean: Offers Bare Metal GPUs as dedicated, single-tenant servers equipped with high-performance GPUs like NVIDIA HGX H100/H200 and AMD MI300X, purpose-built for intensive AI/ML workloads.
• Bitdeer AI Cloud: Provides dedicated GPU servers with bare-metal service, ensuring consistent performance and offering full control over the environment for customization.
• NorthWind Platform: Offers a GPU PaaS (Platform as a Service) that enables self-service provisioning of bare-metal GPU servers in data centers, transforming AI PODs into a self-service GPU cloud.

These platforms are designed to provide the dedicated hardware and control necessary for optimizing GPU-intensive tasks like training large language models and deep learning systems.

Sources:

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