mmdetection3d

https://mmdetection3d.readthedocs.io/zh_CN/latest/user_guides/data_pipeline.html

https://betheme.net/houduan/31648.html?action=onClick

Examples:
        >>> # define a registry
        >>> MODELS = Registry('models')
        >>> # registry the `ResNet` to `MODELS`
        >>> @MODELS.register_module()
        >>> class ResNet:
        >>>     pass
        >>> # build model from `MODELS`
        >>> resnet = MODELS.build(dict(type='ResNet'))
        >>> @MODELS.register_module()
        >>> def resnet50():
        >>>     pass
        >>> resnet = MODELS.build(dict(type='resnet50'))

        >>> # hierarchical registry
        >>> DETECTORS = Registry('detectors', parent=MODELS, scope='det')
        >>> @DETECTORS.register_module()
        >>> class FasterRCNN:
        >>>     pass
        >>> fasterrcnn = DETECTORS.build(dict(type='FasterRCNN'))

        >>> # add locations to enable auto import
        >>> DETECTORS = Registry('detectors', parent=MODELS,
        >>>     scope='det', locations=['det.models.detectors'])
        >>> # define this class in 'det.models.detectors'
        >>> @DETECTORS.register_module()
        >>> class MaskRCNN:
        >>>     pass
        >>> # The registry will auto import det.models.detectors.MaskRCNN
        >>> fasterrcnn = DETECTORS.build(dict(type='det.MaskRCNN'))

/root/miniconda3/lib/python3.8/site-packages/mmengine/registry/registry.py

Examples:
            >>> # define a registry
            >>> MODELS = Registry('models')
            >>> # register `ResNet` to `MODELS`
            >>> @MODELS.register_module()
            >>> class ResNet:
            >>>     pass
            >>> resnet_cls = MODELS.get('ResNet')

            >>> # hierarchical registry
            >>> DETECTORS = Registry('detector', parent=MODELS, scope='det')
            >>> # `ResNet` does not exist in `DETECTORS` but `get` method
            >>> # will try to search from its parents or ancestors
            >>> resnet_cls = DETECTORS.get('ResNet')
            >>> CLASSIFIER = Registry('classifier', parent=MODELS, scope='cls')
            >>> @CLASSIFIER.register_module()
            >>> class MobileNet:
            >>>     pass
            >>> # `get` from its sibling registries
            >>> mobilenet_cls = DETECTORS.get('cls.MobileNet')

build model:

model = MODELS.build(cfg.model)
def build(self, cfg: dict, *args, **kwargs) -> Any:
        """Build an instance.

        Build an instance by calling :attr:`build_func`.

        Args:
            cfg (dict): Config dict needs to be built.

        Returns:
            Any: The constructed object.

        Examples:
            >>> from mmengine import Registry
            >>> MODELS = Registry('models')
            >>> @MODELS.register_module()
            >>> class ResNet:
            >>>     def __init__(self, depth, stages=4):
            >>>         self.depth = depth
            >>>         self.stages = stages
            >>> cfg = dict(type='ResNet', depth=50)
            >>> model = MODELS.build(cfg)
        """
        return self.build_func(cfg, *args, **kwargs, registry=self)

def build_model_from_cfg(
    cfg: Union[dict, ConfigDict, Config],
    registry: Registry,
    default_args: Optional[Union[dict, 'ConfigDict', 'Config']] = None
) -> 'nn.Module':
    """Build a PyTorch model from config dict(s). Different from
    ``build_from_cfg``, if cfg is a list, a ``nn.Sequential`` will be built.

    Args:
        cfg (dict, list[dict]): The config of modules, which is either a config
            dict or a list of config dicts. If cfg is a list, the built
            modules will be wrapped with ``nn.Sequential``.
        registry (:obj:`Registry`): A registry the module belongs to.
        default_args (dict, optional): Default arguments to build the module.
            Defaults to None.

    Returns:
        nn.Module: A built nn.Module.
    """
    from ..model import Sequential
    if isinstance(cfg, list):
        modules = [
            build_from_cfg(_cfg, registry, default_args) for _cfg in cfg
        ]
        return Sequential(*modules)
    else:
        return build_from_cfg(cfg, registry, default_args)