56 lines
1.6 KiB
Python
56 lines
1.6 KiB
Python
# -*- coding: utf-8 -*-
|
|
# Copyright (c) Alibaba, Inc. and its affiliates.
|
|
from scepter.modules.model.base_model import BaseModel
|
|
from scepter.modules.model.registry import BACKBONES
|
|
from scepter.modules.utils.config import dict_to_yaml
|
|
|
|
|
|
@BACKBONES.register_class()
|
|
class TIMM_MODEL(BaseModel):
|
|
para_dict = {
|
|
'MODEL_NAME': {
|
|
'value': '',
|
|
'description': 'The name of timm!'
|
|
},
|
|
'NUM_CLASSES': {
|
|
'value': 1000,
|
|
'description': 'The num class for your task!'
|
|
},
|
|
'PRETRAINED': {
|
|
'value': True,
|
|
'description': 'Use the pretrained model or not!'
|
|
}
|
|
}
|
|
|
|
def __init__(self, cfg, logger=None):
|
|
super().__init__(cfg, logger=logger)
|
|
import timm
|
|
num_classes = cfg.NUM_CLASSES
|
|
model_name = cfg.MODEL_NAME
|
|
pretrained = cfg.get('PRETRAINED', False)
|
|
self.visual = timm.create_model(model_name,
|
|
pretrained=pretrained,
|
|
num_classes=num_classes)
|
|
|
|
def forward(self, x):
|
|
out = self.visual.forward(x)
|
|
return out
|
|
|
|
@staticmethod
|
|
def get_config_template():
|
|
'''
|
|
{ "ENV" :
|
|
{ "description" : "",
|
|
"A" : {
|
|
"value": 1.0,
|
|
"description": ""
|
|
}
|
|
}
|
|
}
|
|
:return:
|
|
'''
|
|
return dict_to_yaml('BACKBONES',
|
|
__class__.__name__,
|
|
TIMM_MODEL.para_dict,
|
|
set_name=True)
|