Do you guys glue in the wedge before pinning or not?

I'm doing a 3 piece flat wedge (wood sandwiched between 2 thin pieces of metal) and I think the final shaping of the wedge pieces and pinning will be easier if I glue it together first.

What do you do and if you glue, what glue do you recommend to glue wood to metal?

Thanks.