We run two forward passes through the model: i. The first forward pass uses the concatenated copy obtained from 2.i. In this forward pass, the Batch Normalization statistics are updated. ii. In the second forward pass, we only use the concatenated copy obtained from 2.ii. Batch Normalization layers are run in inference mode.