Many solution here with lot of upvotes didn't work for me, even the accepted answer. I solved it by setting the scaleY, but isn't a good solution if you need too much height because the drawable comes pixelated.
Programmatically:
progressBar.setScaleY(2f);
XML Layout:
android:scaleY="2"