What peace? The peace before Russia began annexing territory?
World's GDP spent on military I would argue applies more to inter-state violence, which is comparatively more rare than violence within the state.
World GDP also doesn't account for purchase parity. A state with cheaper labour building the exact same weapon as a state with more expensive labour would still result in the same weapon being created.