import warnings from mmcv.utils import Registry from mmdet.models.builder import (BACKBONES, DETECTORS, HEADS, LOSSES, NECKS, ROI_EXTRACTORS, SHARED_HEADS, build) VOXEL_ENCODERS = Registry('voxel_encoder') MIDDLE_ENCODERS = Registry('middle_encoder') FUSION_LAYERS = Registry('fusion_layer') def build_backbone(cfg): """Build backbone.""" return build(cfg, BACKBONES) def build_neck(cfg): """Build neck.""" return build(cfg, NECKS) def build_roi_extractor(cfg): """Build RoI feature extractor.""" return build(cfg, ROI_EXTRACTORS) def build_shared_head(cfg): """Build shared head of detector.""" return build(cfg, SHARED_HEADS) def build_head(cfg): """Build head.""" return build(cfg, HEADS) def build_loss(cfg): """Build loss function.""" return build(cfg, LOSSES) def build_detector(cfg, train_cfg=None, test_cfg=None): """Build detector.""" 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 build(cfg, DETECTORS, dict(train_cfg=train_cfg, test_cfg=test_cfg)) def build_voxel_encoder(cfg): """Build voxel encoder.""" return build(cfg, VOXEL_ENCODERS) def build_middle_encoder(cfg): """Build middle level encoder.""" return build(cfg, MIDDLE_ENCODERS) def build_fusion_layer(cfg): """Build fusion layer.""" return build(cfg, FUSION_LAYERS)