from collections import OrderedDict import torch import structure.model from concern.config import Configurable, State class Builder(Configurable): model = State() model_args = State() def __init__(self, cmd={}, **kwargs): self.load_all(**kwargs) if 'backbone' in cmd: self.model_args['backbone'] = cmd['backbone'] @property def model_name(self): return self.model + '-' + getattr(structure.model, self.model).model_name(self.model_args) def build(self, device, distributed=False, local_rank: int = 0): Model = getattr(structure.model,self.model) model = Model(self.model_args, device, distributed=distributed, local_rank=local_rank) return model