Yeah, I've done many things over the dance career, packing tape, duct tape, etc since sometimes bras just couldn't be worn with costumes. I hate hate hate bras though.
My fave is
lululemon athletica | yoga-inspired athletic apparel for men & women but I have the full version so I can just wear it like a tank top.