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Picking an instance comes down to three things: GPU memory for your model, regional availability, and capacity commitment.
  • GPU memory. Estimate the memory your model needs using the precision-based formulas (FP16, INT8, INT4) and the training overhead multiplier documented in Selecting an instance, then pick an instance whose aggregate GPU memory exceeds that.
  • Regional availability. Not every instance is in every Availability Zone. Check the Instance Availability Matrix to confirm your target instance is in your target region.
  • Capacity plan. Reserved Instances, Flex Reservations, On-Demand, and Spot trade cost for guarantees in different ways. See Capacity plans.
Contact CoreWeave support for help sizing your GPU requirements, finding capacity in a specific region, or choosing between capacity plans.
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Last modified on June 18, 2026