manager.py 3.2 KB
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# -*- encoding: utf-8 -*-
# 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.

import collections
import inspect


class ComponentManager:
    """
    Implement a manager class to add the new component properly.
    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)
    output: {'AlexNet': <class '__main__.AlexNet'>, 'ResNet': <class '__main__.ResNet'>}

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    Or an easier way, using it as a Python decorator, while just add it above the class declaration.
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        >>> model_manager = ComponentManager()
        >>> @model_manager.add_component
        >>> class AlexNet: ...
        >>> @model_manager.add_component
        >>> class ResNet: ...
        >>> print(model_manager.components)
    output: {'AlexNet': <class '__main__.AlexNet'>, 'ResNet': <class '__main__.ResNet'>}
    """

    def __init__(self):
        self._components_dict = dict()

    @property
    def components(self):
        return self._components_dict

    def _add_single_component(self, component):
        """
        Add a single component into the corresponding manager

        :param component (class): a new component
        :return: None
        """

        # only support a class type
        if not inspect.isclass(component):
            raise TypeError("Expect class 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

        :param components (class | list | tuple): support three types of components
        :return: None
        """

        # check whether the type is a sequence
        if isinstance(components, collections.Sequence):
            for component in components:
                self._add_single_component(component)
        else:
            component = components
            self._add_single_component(component)

    def __len__(self):
        return len(self._components_dict)

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    def __repr__(self):
        return "{}:{}".format(self.__class__.__name__, list(self._components_dict.keys()))