Hi,
The problem is that you are using a large number of trees and few events for training and this does not work well when using Bagging. If I increase for example the total number of input events/category to 10000 and use 100 trees it works fine.
Note that the option UseBaggedGrad is deprecated and you should use UseBaggedBoost
Lorenzo