When should I subclass EnumMeta instead of Enum?

enums, metaclass, python

Solution

The best cases I have seen so far for subclassing `EnumMeta` comes from these four questions:

A more pythonic way to define an enum with dynamic members

Prevent invalid enum attribute assignment

Create an abstract Enum class

Invoke a function when an enum member is accessed

We'll examine the dynamic member case further here.

First, a look at the code needed when not subclassing `EnumMeta`:

The stdlib way

from enum import Enum
import json

class BaseCountry(Enum):
    def __new__(cls, record):
        member = object.__new__(cls)
        member.country_name = record['name']
        member.code = int(record['country-code'])
        member.abbr = record['alpha-2']
        member._value_ = member.abbr, member.code, member.country_name
        if not hasattr(cls, '_choices'):
            cls._choices = {}
        cls._choices[member.code] = member.country_name
        cls._choices[member.abbr] = member.country_name
        return member                
    def __str__(self):
        return self.country_name

Country = BaseCountry(
        'Country',
        [(rec['alpha-2'], rec) for rec in json.load(open('slim-2.json'))],
        )

The `aenum` way 1 2

from aenum import Enum, MultiValue
import json

class Country(Enum, init='abbr code country_name', settings=MultiValue):
    _ignore_ = 'country this'  # do not add these names as members
    # create members
    this = vars()
    for country in json.load(open('slim-2.json')):
        this[country['alpha-2']] = (
                country['alpha-2'],
                int(country['country-code']),
                country['name'],
                )
    # have str() print just the country name
    def __str__(self):
        return self.country_name

The above code is fine for a one-off enumeration -- but what if creating Enums from JSON files was common for you? Imagine if you could do this instead:

class Country(JSONEnum):
    _init_ = 'abbr code country_name'  # remove if not using aenum
    _file = 'some_file.json'
    _name = 'alpha-2'
    _value = {
            1: ('alpha-2', None),
            2: ('country-code', lambda c: int(c)),
            3: ('name', None),
            }

As you can see:

- `_file` is the name of the json file to use

- `_name` is the path to whatever should be used for the name

- `_value` is a dictionary mapping paths to values3

- `_init_` specifies the attribute names for the different value components (if using `aenum`)

The JSON data is taken from https://github.com/lukes/ISO-3166-Countries-with-Regional-Codes -- here is a short excerpt:

[{"name":"Afghanistan","alpha-2":"AF","country-code":"004"},

{"name":"Åland Islands","alpha-2":"AX","country-code":"248"},

{"name":"Albania","alpha-2":"AL","country-code":"008"},

{"name":"Algeria","alpha-2":"DZ","country-code":"012"}]

Here is the `JSONEnumMeta` class:

class JSONEnumMeta(EnumMeta):

    @classmethod
    def __prepare__(metacls, cls, bases, **kwds):
        # return a standard dictionary for the initial processing
        return {}

    def __init__(cls, *args , **kwds):
        super(JSONEnumMeta, cls).__init__(*args)

    def __new__(metacls, cls, bases, clsdict, **kwds):
        import json
        members = []
        missing = [
               name
               for name in ('_file', '_name', '_value')
               if name not in clsdict
               ]
        if len(missing) in (1, 2):
            # all three must be present or absent
            raise TypeError('missing required settings: %r' % (missing, ))
        if not missing:
            # process
            name_spec = clsdict.pop('_name')
            if not isinstance(name_spec, (tuple, list)):
                name_spec = (name_spec, )
            value_spec = clsdict.pop('_value')
            file = clsdict.pop('_file')
            with open(file) as f:
                json_data = json.load(f)
            for data in json_data:
                values = []
                name = data[name_spec[0]]
                for piece in name_spec[1:]:
                    name = name[piece]
                for order, (value_path, func) in sorted(value_spec.items()):
                    if not isinstance(value_path, (list, tuple)):
                        value_path = (value_path, )
                    value = data[value_path[0]]
                    for piece in value_path[1:]:
                        value = value[piece]
                    if func is not None:
                        value = func(value)
                    values.append(value)
                values = tuple(values)
                members.append(
                    (name, values)
                    )
        # get the real EnumDict
        enum_dict = super(JSONEnumMeta, metacls).__prepare__(cls, bases, **kwds)
        # transfer the original dict content, _items first
        items = list(clsdict.items())
        items.sort(key=lambda p: (0 if p[0][0] == '_' else 1, p))
        for name, value in items:
            enum_dict[name] = value
        # add the members
        for name, value in members:
            enum_dict[name] = value
        return super(JSONEnumMeta, metacls).__new__(metacls, cls, bases, enum_dict, **kwds)

# for use with both Python 2/3
JSONEnum = JSONEnumMeta('JsonEnum', (Enum, ), {})

A few notes:

`JSONEnumMeta.__prepare__` returns a normal `dict`

`EnumMeta.__prepare__` is used to get an instance of `_EnumDict` -- this is the proper way to get one

keys with a leading underscore are passed to the real `_EnumDict` first as they may be needed when processing the enum members

Enum members are in the same order as they were in the file

1 Disclosure: I am the author of the Python stdlib `Enum`, the `enum34` backport, and the Advanced Enumeration (`aenum`) library.

2 This requires `aenum 2.0.5+`.

3 The keys are numeric to keep multiple values in order should your `Enum` need more than one.

Problem

In this article Nick Coghlan talks about some of the design decisions that went in to the PEP 435 `Enum` type, and how `EnumMeta` can be subclassed to provide a different `Enum` experience. However, the advice I give (and I am the primary stdlib `Enum` author) about using a metaclass is it should not be done without a really good reason -- such as not being able to accomplish what you need with a class decorator, or a dedicated function to hide any ugliness; and in my own work I've been able to do whatever I needed simply by using `__new__`, `__init__`, and/or normal class/instance methods when creating the `Enum` class: `Enum` with attributes Handling missing members class constants that are not `Enum` members And then there is this cautionary tale of being careful when delving into `Enum`, with and without metaclass subclassing: - Is it possible to override `__new__` in an enum to parse strings to an instance? Given all that, when would I need to fiddle with `EnumMeta` itself?

Original source

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