kernels

Verify the throughput definition and service outcomes, compare resolved configurations and execution traces, then isolate supported changes. Quantify capacity replacement correctly and choose rollback from the full release risk.

Validate the exact model, accelerator generation and serving features. Separate packed storage from kernel execution, derive the real memory fallback, and compare qualified throughput and total migration cost.

Map a checkpoint format to compute capability, then say which part of the speedup survives on each generation. The same file can load on two GPUs and take two different execution paths.

Turn FLOPs and HBM bytes into resource bounds, then compare them with elapsed time. A tighter memory bound suggests an investigation rather than proving the measured bottleneck.