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Performance optimization

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GPU Passthrough on KVM: Running AI/ML Workloads After Migration

· 4 min read
HyperSDK Team
HyperSDK Team
Core Team

One of the most common concerns we hear from organizations migrating from VMware to KVM is GPU support. VMware's vSphere has mature GPU passthrough and vGPU capabilities, and teams running AI/ML training, inference, VDI, or scientific computing workloads need assurance that these capabilities transfer to KVM. The answer is straightforward: KVM's GPU passthrough via VFIO delivers 98%+ of bare-metal GPU performance, and HyperSDK automates the configuration that traditionally requires manual kernel and libvirt setup.