Use of python namedtuple Function

  • 2021-11-10 10:19:39
  • OfStack

Look at the demonstration first in the directory
Access attributes like Class 1 are similar to dictionary access
Why is this possible?
Source code parsing
Why is there a shadow of class?
Why is there a dictionary shadow?

Look at the demo first

Access properties like Class 1


from collections import namedtuple

Friend = namedtuple('Friend', ['name', 'gender', 'address', 'star', 'signature'])

RidingRoad = Friend('RidingRoad', 'male', 'Mars', 'The five-star high praise',
                    'Change the world by Program!\n'
                    'Do what you like!\n'
                    'Live what you want!')

print(RidingRoad.name)
print(RidingRoad.gender)
print(RidingRoad.address)
print(RidingRoad.star)
print(RidingRoad.signature)

RidingRoad
male
Mars
The five-star high praise
Change the world by Program!
Do what you like!
Live what you want!

Dictionary-like access

Access items, keys, values like Dictionary 1


for key, value in RidingRoad.__dict__.items():
    print(key, value)

print("*" * 30)

for key in RidingRoad.__dict__.keys():
    print('{}: '.format(key), eval('RidingRoad.{}'.format(key)))

print("*" * 30)

for value in RidingRoad.__dict__.values():
    print(value)

('name', 'RidingRoad')
('gender', 'male')
('address', 'Mars')
('star', 'The five-star high praise')
('signature', 'Change the world by Program!\nDo what you like!\nLive what you want!')
******************************
('name: ', 'RidingRoad')
('gender: ', 'male')
('address: ', 'Mars')
('star: ', 'The five-star high praise')
('signature: ', 'Change the world by Program!\nDo what you like!\nLive what you want!')
******************************
RidingRoad
male
Mars
The five-star high praise
Change the world by Program!
Do what you like!
Live what you want!

Why is this possible?

Here, you should have two questions:

Why is there a shadow of class? Why is there a dictionary shadow?

Source code parsing

Why is there a shadow of class?

Look at the source code _class_template part, in fact, the function inside for us to create a class


# Fill-in the class template
    class_definition = _class_template.format(
        typename = typename,
        field_names = tuple(field_names),
        num_fields = len(field_names),
        arg_list = repr(tuple(field_names)).replace("'", "")[1:-1],
        repr_fmt = ', '.join(_repr_template.format(name=name)
                             for name in field_names),
        field_defs = '\n'.join(_field_template.format(index=index, name=name)
                               for index, name in enumerate(field_names))
    )
    if verbose:
        print class_definition

Then what did _class_template do? Defining a class


_class_template = '''\
class {typename}(tuple):
    '{typename}({arg_list})'

    __slots__ = ()

    _fields = {field_names!r}

    def __new__(_cls, {arg_list}):
        'Create new instance of {typename}({arg_list})'
        return _tuple.__new__(_cls, ({arg_list}))

    @classmethod
    def _make(cls, iterable, new=tuple.__new__, len=len):
        'Make a new {typename} object from a sequence or iterable'
        result = new(cls, iterable)
        if len(result) != {num_fields:d}:
            raise TypeError('Expected {num_fields:d} arguments, got %d' % len(result))
        return result

    def __repr__(self):
        'Return a nicely formatted representation string'
        return '{typename}({repr_fmt})' % self

    def _asdict(self):
        'Return a new OrderedDict which maps field names to their values'
        return OrderedDict(zip(self._fields, self))

    def _replace(_self, **kwds):
        'Return a new {typename} object replacing specified fields with new values'
        result = _self._make(map(kwds.pop, {field_names!r}, _self))
        if kwds:
            raise ValueError('Got unexpected field names: %r' % kwds.keys())
        return result

    def __getnewargs__(self):
        'Return self as a plain tuple.  Used by copy and pickle.'
        return tuple(self)

    __dict__ = _property(_asdict)

    def __getstate__(self):
        'Exclude the OrderedDict from pickling'
        pass

{field_defs}
'''

Why is there a dictionary shadow?

Look at the _asdict part of the source code, which is encapsulated as an ordered dictionary, so we can access the dictionary features through __dict__


__dict__ = _property(_asdict)
 def _asdict(self):
        'Return a new OrderedDict which maps field names to their values'
        return OrderedDict(zip(self._fields, self))

The above is the python namedtuple function of the use of the details, more information about the python namedtuple function please pay attention to other related articles on this site!


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