The mountains are the foothills of montagne de lure, south of sisteron. Not so sure if you can see those from digne, maybe the lure proper.

I am pretty sure this is the same plant that i saw on plateau valensole, and a google search tells me it would be salvia sclarea.

Anyway thank you all, definitely some salvia.