The forward method for this model is not only calling all submodules sequentially, but also transforming the input, if the pretrained model is used as seen here.
Generally, I would not recommend to wrap all submodules in e.g. an nn.Sequential container or to call them sequentially without checking the forward method first and make sure that no functional calls would be dropped.
CC @acoder_acoder