Refactor all NVIDIA GPU profiles for mixed-load (lower) and dedicated (upper) configurations. Enable auto-tuning of per-batch iterations (do not set desired iters). Adjust thread/block counts, iteration budgets, and enable/disable sampling and verification to balance responsiveness and overhead for each profile. Add usage tips and logging level guidance.