# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. from collections.abc import Sequence import inspect class ComponentManager: """ Implement a manager class to add the new component properly. The component can be added as either class or function type. For example: >>> model_manager = ComponentManager() >>> class AlexNet: ... >>> class ResNet: ... >>> model_manager.add_component(AlexNet) >>> model_manager.add_component(ResNet) or pass a sequence alliteratively: >>> model_manager.add_component([AlexNet, ResNet]) >>> print(model_manager.components_dict) output: {'AlexNet': , 'ResNet': } Or an easier way, using it as a Python decorator, while just add it above the class declaration. >>> model_manager = ComponentManager() >>> @model_manager.add_component >>> class AlexNet: ... >>> @model_manager.add_component >>> class ResNet: ... >>> print(model_manager.components_dict) output: {'AlexNet': , 'ResNet': } """ def __init__(self): self._components_dict = dict() def __len__(self): return len(self._components_dict) def __repr__(self): return "{}:{}".format(self.__class__.__name__, list(self._components_dict.keys())) def __getitem__(self, item): if item not in self._components_dict.keys(): raise KeyError("{} does not exist in the current {}".format( item, self)) return self._components_dict[item] @property def components_dict(self): return self._components_dict def _add_single_component(self, component): """ Add a single component into the corresponding manager Args: component (function | class): a new component Returns: None """ # Currently only support class or function type if not (inspect.isclass(component) or inspect.isfunction(component)): raise TypeError( "Expect class/function type, but received {}".format( type(component))) # Obtain the internal name of the component component_name = component.__name__ # Check whether the component was added already if component_name in self._components_dict.keys(): raise KeyError("{} exists already!".format(component_name)) else: # Take the internal name of the component as its key self._components_dict[component_name] = component def add_component(self, components): """ Add component(s) into the corresponding manager Args: components (function | class | list | tuple): support three types of components Returns: None """ # Check whether the type is a sequence if isinstance(components, Sequence): for component in components: self._add_single_component(component) else: component = components self._add_single_component(component) return components MODELS = ComponentManager() BACKBONES = ComponentManager() DATASETS = ComponentManager() TRANSFORMS = ComponentManager() LOSSES = ComponentManager()