Add control of iteration used in testing

[marabout2015]

Currently, the testing script uses the maximum number of iterations of the trained model to score the data. Add an "early_stopping_rounds" argument to the training script so it records the best iteration on validation data found, and an argument to the testing script that controls whether that is the iteration used in scoring.