INFRASTRUCTURE GUIDE
Getting started with GPU workloads
1PBPS editorial · General planning guide
Know your memory requirements
Model size, batch size and numerical precision influence GPU memory requirements. Estimate the working set before selecting a GPU.
Check your software stack
Confirm driver, framework and accelerator compatibility. Test a representative workload before planning a larger deployment.
Measure useful work
Compare end-to-end completion times and cost per completed workload. Data loading and storage can become bottlenecks even with capable accelerators.
Turn the guide into a deployment brief.
Compare hardware, select your region and share the requirements that matter.