By far, the lightest and most powerful batteries would be lithium.
Instead of purchasing an expensive lithium ion battery , you can make one.
The box is roughly the size of 3-4 water bottles.
It weighs ~ 10 LBS
I use cells that would have gone in the landfill.
I wrap the cells in PVC...