First of all, create a config. You may find some examples of configs in folders mnist_pipeline, cifar_pipeline and imagenet_pipeline. Then, call:
python3 bin/train.py path_to_config
For example, for reproducing results from Fixup paper just call:
python3 bin/train.py cifar_pipeline/configs/resnet110_fixup.py