| | |
| |
|
| |
|
| | class Registry(): |
| | """ |
| | The registry that provides name -> object mapping, to support third-party |
| | users' custom modules. |
| | |
| | To create a registry (e.g. a backbone registry): |
| | |
| | .. code-block:: python |
| | |
| | BACKBONE_REGISTRY = Registry('BACKBONE') |
| | |
| | To register an object: |
| | |
| | .. code-block:: python |
| | |
| | @BACKBONE_REGISTRY.register() |
| | class MyBackbone(): |
| | ... |
| | |
| | Or: |
| | |
| | .. code-block:: python |
| | |
| | BACKBONE_REGISTRY.register(MyBackbone) |
| | """ |
| |
|
| | def __init__(self, name): |
| | """ |
| | Args: |
| | name (str): the name of this registry |
| | """ |
| | self._name = name |
| | self._obj_map = {} |
| |
|
| | def _do_register(self, name, obj): |
| | assert (name not in self._obj_map), (f"An object named '{name}' was already registered " |
| | f"in '{self._name}' registry!") |
| | self._obj_map[name] = obj |
| |
|
| | def register(self, obj=None): |
| | """ |
| | Register the given object under the the name `obj.__name__`. |
| | Can be used as either a decorator or not. |
| | See docstring of this class for usage. |
| | """ |
| | if obj is None: |
| | |
| | def deco(func_or_class): |
| | name = func_or_class.__name__ |
| | self._do_register(name, func_or_class) |
| | return func_or_class |
| |
|
| | return deco |
| |
|
| | |
| | name = obj.__name__ |
| | self._do_register(name, obj) |
| |
|
| | def get(self, name): |
| | ret = self._obj_map.get(name) |
| | if ret is None: |
| | raise KeyError(f"No object named '{name}' found in '{self._name}' registry!") |
| | return ret |
| |
|
| | def __contains__(self, name): |
| | return name in self._obj_map |
| |
|
| | def __iter__(self): |
| | return iter(self._obj_map.items()) |
| |
|
| | def keys(self): |
| | return self._obj_map.keys() |
| |
|
| |
|
| | DATASET_REGISTRY = Registry('dataset') |
| | ARCH_REGISTRY = Registry('arch') |
| | MODEL_REGISTRY = Registry('model') |
| | LOSS_REGISTRY = Registry('loss') |
| | METRIC_REGISTRY = Registry('metric') |
| |
|