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