Hello @dangkhai : I don't have much insight on your configuration used in your model. It all depends on the configuration what you are using in your RF i.e hyperparameters, depths etc. As you clearly mention that you are getting good resulted in GPU but not in CPU. 

Can you try running your model with CPU based cluster with minor tweak using parallelism and see if that work out?