1) Writes the sampler_kwargs, fully expanded (i.e. "default" gets
expanded into its actual values) into the complete config: better
reproducibility
2) Update the sampler_kwargs if request-cpu > 1 based on the sampler
3) Moved sampler_kwargs logic into inputs to enable the above changes