Model in first picture is wearing a medium - her true size (but it's fairly snug). Stock model (in blue just for size reference) is wearing size small.
Amber prefers the large and is normally a size 8 (10 in her butt).
There is no stretch, as its tencel material, so keep that in mind when sizing your self. I would say it is very safe to size up.