Complete CPU run: all 16 models on all three devices, and the throughput finding

Add CPU to the device comparison and a generated evaluation figure across CUDA, CPU and MPS

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CUDA benchmarks on an RTX 5090: checkpoints, agreement runs, shared init weights, and the corrected comparison

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