I thought 20 LED would be easy to run for a day
I don't know what made you think that?
Not knowing the spec of the LEDs doesn't help but I make it probably closer to 320mA rather than 400mA, but that is still a lot for a whole day.
That should say:-
Make sure you use a low-impedance cow - bull