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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
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