Consider keeping these separate—do not combine sunny and shady training sites even though they may be informationally the same.
For consideration…
Have you collected enough signatures to cover the classification scheme?
Do you have multiple training sites for each class to cover spectral variability?
Do your training sites appear homogenous?
Did you collect any sunny & shady versions of the same information class?