Resource Specifications Should Be Per-Architecture

[insertinterestingnamehere]

Currently the end user specifies resource use for a task independent of the architecture used. This doesn't make practical sense since if something runs on a CPU it may use an entirely different set of resources than if it runs on a GPU.

It's also unclear how to specify resources for a task that wants to utilize multiple devices.