| 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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|