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