python/mxnet/registry.py - master - githubmirror/incubator-mxnet

python/mxnet/registry.py
172 строки5 KB
hankaj
Python string formatting (#21136)
16 сен 2022, 14:01
16 сен 2022, 14:01c8922fe
# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements.  See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership.  The ASF licenses this file
# to you 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.

# coding: utf-8
# pylint: disable=no-member

"""Registry for serializable objects."""

import json
import warnings

from .base import string_types

_REGISTRY = {}


def get_registry(base_class):
    """Get a copy of the registry.

    Parameters
    ----------
    base_class : type
        base class for classes that will be registered.

    Returns
    -------
    a registrator
    """
    if base_class not in _REGISTRY:
        _REGISTRY[base_class] = {}
    return _REGISTRY[base_class].copy()


def get_register_func(base_class, nickname):
    """Get registrator function.

    Parameters
    ----------
    base_class : type
        base class for classes that will be reigstered
    nickname : str
        nickname of base_class for logging

    Returns
    -------
    a registrator function
    """
    if base_class not in _REGISTRY:
        _REGISTRY[base_class] = {}
    registry = _REGISTRY[base_class]

    def register(klass, name=None):
        """Register functions"""
        assert issubclass(klass, base_class), \
             f"Can only register subclass of {base_class.__name__}"
        if name is None:
            name = klass.__name__
        name = name.lower()
        if name in registry:
            warnings.warn(
                f"\033[91mNew {nickname} {klass.__module__}.{klass.__name__} registered with name {name} is"
                f"overriding existing {nickname} {registry[name].__module__}.{registry[name].__name__}\033[0m",
                UserWarning, stacklevel=2)
        registry[name] = klass
        return klass

    register.__doc__ = f"Register {nickname} to the {nickname} factory"
    return register


def get_alias_func(base_class, nickname):
    """Get registrator function that allow aliases.

    Parameters
    ----------
    base_class : type
        base class for classes that will be reigstered
    nickname : str
        nickname of base_class for logging

    Returns
    -------
    a registrator function
    """
    register = get_register_func(base_class, nickname)

    def alias(*aliases):
        """alias registrator"""
        def reg(klass):
            """registrator function"""
            for name in aliases:
                register(klass, name)
            return klass
        return reg
    return alias


def get_create_func(base_class, nickname):
    """Get creator function

    Parameters
    ----------
    base_class : type
        base class for classes that will be reigstered
    nickname : str
        nickname of base_class for logging

    Returns
    -------
    a creator function
    """
    if base_class not in _REGISTRY:
        _REGISTRY[base_class] = {}
    registry = _REGISTRY[base_class]

    def create(*args, **kwargs):
        """Create instance from config"""
        if len(args):
            name = args[0]
            args = args[1:]
        else:
            name = kwargs.pop(nickname)

        if isinstance(name, base_class):
            assert len(args) == 0 and len(kwargs) == 0, \
                f"{nickname} is already an instance. Additional arguments are invalid"
            return name

        if isinstance(name, dict):
            return create(**name)

        assert isinstance(name, string_types), f"{nickname} must be of string type"

        if name.startswith('['):
            assert not args and not kwargs
            name, kwargs = json.loads(name)
            return create(name, **kwargs)
        elif name.startswith('{'):
            assert not args and not kwargs
            kwargs = json.loads(name)
            return create(**kwargs)

        name = name.lower()
        assert name in registry, \
            f"{str(name)} is not registered. Please register with {nickname}.register first"
        return registry[name](*args, **kwargs)

    create.__doc__ = f"""Create a {nickname} instance from config.

Parameters
----------
{nickname} : str or {base_class.__name__} instance
    class name of desired instance. If is a instance,
    it will be returned directly.
**kwargs : dict
    arguments to be passed to constructor"""

    return create