Description

The PriorAcquisitionFunction utilizes the distributions contained in the ConfigSpace for the prior. However, using these distributions will also adapt SAMCs sampling behavior. This needs to be changed. We, therefore, need to move the prior information out of the ConfigSpace. I will do this using a dictionary for now. I am open to proposals for a better structure.

Related

I will also fix #1076 at the same time.