Decision inputs
- Dense accelerators under sustained operation
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Real application / AI / SUSTAINED HIGH DENSITY
For training clusters and online inference racks, with system boundaries defined by sustained heat load, concurrency changes and service windows.
Engineering focus
Application guide
Map sustained vs burst thermal load, accelerator density, job scheduling and maintenance windows.
Determine cold plates per node, rack CDU capacity, facility water conditions and flow-distribution strategy.
Balance redundancy, staged rollout, control integration and hot-swap access.
Engineering details