Dynamic resource allocation for AsyncHyperband is broken

[ShreyaR]

Currently, the dynamic resource allocation function used in Ludwig evenly distributes all CPUs and GPUs among all trials.

However, for schedulers like async_hyperband that require different resources per trial depending on the iteration, the resource allocation function should be dynamically updated. Example of such a function is here.