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add Optuna sampler benchmark sweep; reorganize benchmark folder

- bench: select sampler via --sampler (cmaes/tpe/random/qmc/gp/...), recorded per row; make_sampler factory in bench_core

- per-sampler worker x core sweep (sweep_samplers.sh, popsize=NW) + plot_samplers.py; figures under plots/

- group scripts into slurm/ results/ logs/; rename run_one->run_config, submit_multinode->sweep_core_grid, consolidate->plot_core_scaling

- remove deprecated dask-jobqueue path (mode, runner, slurm job, prototype entrypoint)

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