import warnings | |
from annotator.uniformer.mmcv.cnn import MODELS as MMCV_MODELS | |
from annotator.uniformer.mmcv.utils import Registry | |
MODELS = Registry('models', parent=MMCV_MODELS) | |
BACKBONES = MODELS | |
NECKS = MODELS | |
HEADS = MODELS | |
LOSSES = MODELS | |
SEGMENTORS = MODELS | |
def build_backbone(cfg): | |
"""Build backbone.""" | |
return BACKBONES.build(cfg) | |
def build_neck(cfg): | |
"""Build neck.""" | |
return NECKS.build(cfg) | |
def build_head(cfg): | |
"""Build head.""" | |
return HEADS.build(cfg) | |
def build_loss(cfg): | |
"""Build loss.""" | |
return LOSSES.build(cfg) | |
def build_segmentor(cfg, train_cfg=None, test_cfg=None): | |
"""Build segmentor.""" | |
if train_cfg is not None or test_cfg is not None: | |
warnings.warn( | |
'train_cfg and test_cfg is deprecated, ' | |
'please specify them in model', UserWarning) | |
assert cfg.get('train_cfg') is None or train_cfg is None, \ | |
'train_cfg specified in both outer field and model field ' | |
assert cfg.get('test_cfg') is None or test_cfg is None, \ | |
'test_cfg specified in both outer field and model field ' | |
return SEGMENTORS.build( | |
cfg, default_args=dict(train_cfg=train_cfg, test_cfg=test_cfg)) | |