Does this mean that I have to use 50v supply to get that much of current.
No, 50V is the maximum rating
How much can i get at 12v?
1.5A see the graph, i/p current controls o/p current
Have you looked at ULN2803 (500ma for each) you get 8 drivers, can be put in parallel, with common snubbing diodes.
