Write functions of the form:
hydra_configs.torch.register(), hydra_configs.torch.optim.register(), etc.
Within these functions, call config store API:
cs = ConfigStore.instance()
cs.store(name="adamconf", node=AdamConf)
Call these in __init__.py for the module.