# Copyright (c) 2021 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. """ This file is modified from PaddleSeg: https://github.com/PaddlePaddle/PaddleSeg/blob/release/v2.0/paddleseg/cvlibs/manager.py """ import inspect from collections.abc import Sequence class ComponentManager: """ Implement a manager class to add the new component properly. The component can be added as either class or function type. Args: name (str): The name of component. Returns: A callable object of ComponentManager. Examples 1: from paddleseg.cvlibs.manager import ComponentManager 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) # {'AlexNet': , 'ResNet': } Examples 2: # Or an easier way, using it as a Python decorator, while just add it above the class declaration. from paddleseg.cvlibs.manager import ComponentManager model_manager = ComponentManager() @model_manager.add_component class AlexNet: ... @model_manager.add_component class ResNet: ... print(model_manager.components_dict) # {'AlexNet': , 'ResNet': } """ def __init__(self, name=None): self._components_dict = dict() self._name = name def __len__(self): return len(self._components_dict) def __repr__(self): name_str = self._name if self._name else self.__class__.__name__ return "{}:{}".format(name_str, list(self._components_dict.keys())) def __getitem__(self, item): if item not in self._components_dict.keys(): raise KeyError("{} does not exist in availabel {}".format( item, self)) return self._components_dict[item] @property def components_dict(self): return self._components_dict @property def name(self): return self._name def _add_single_component(self, component): """ Add a single component into the corresponding manager. Args: component (function|class): A new component. Raises: TypeError: When `component` is neither class nor function. KeyError: When `component` was added already. """ # 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 four types of components. Returns: components (function|class|list|tuple): Same with input components. """ # 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("models") BACKBONES = ComponentManager("backbones") HEADS = ComponentManager("heads") POSTPROCESSORS = ComponentManager("post_processors") DATASETS = ComponentManager("datasets") TRANSFORMS = ComponentManager("transforms") LOSSES = ComponentManager("losses")