Introduce Instructlab profiles managed via ilab profile... to run key commands at different Fidelity levels

This enhancement discusses "more intensive" training and data generation techniques as well as a new Data Mixing command. This is all built off of the command redesign. The goal here is to produce higher fidelity models using the CLI.

Signed-off-by: Charlie Doern <[email protected]>

Author: cdoern