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Created October 27, 2011 12:00
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Convert any dictionary to a named tuple
from collections import namedtuple
def convert(dictionary):
return namedtuple('GenericDict', dictionary.keys())(**dictionary)
"""
>>> d = dictionary(a=1, b='b', c=[3])
>>> named = convert(d)
>>> named.a == d.a
True
>>> named.b == d.b
True
>>> named.c == d.c
True
"""
@twslankard
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twslankard commented Sep 7, 2016

This approach is likely to be error prone because python dictionaries aren't ordered but namedtuple is ordered. You could get different positions in the tuple for different fields from run to run.

For example, this program (when using Python 3.4.X) occasionally throws an error. Run it a few times to reproduce it.

import collections
Point = collections.namedtuple('Point', {'x':0, 'y':0})
p = Point(11, y=22)     # instantiate with positional or keyword arguments
p[0] + p[1]             # indexable like the plain tuple (11, 22)

The error looks like this:

Traceback (most recent call last):
  File "tupletest.py", line 5, in <module>
    p = Point(11, y=22)     # instantiate with positional or keyword arguments
TypeError: __new__() got multiple values for argument 'y'

@wtrevino
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wtrevino commented Nov 2, 2016

I added support for list values to suganthsundar's solution:

def convert(dictionary):
    for key, value in dictionary.items():
            if isinstance(value, dict):
                dictionary[key] = convert(value)
            if isinstance(value, list):
                dictionary[key] = [convert(i) for i in value]
    return namedtuple('GenericDict', dictionary.keys())(**dictionary)

@JinghongHuang
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Above code breaks if the item of the list is not a dictionary. Modifying the code as following, which should work for most of the cases:

from collections import namedtuple
def convert(obj):
    if isinstance(obj, dict):
        for key, value in obj.iteritems():
            obj[key] = convert(value) 
        return namedtuple('GenericDict', obj.keys())(**obj)
    elif isinstance(obj, list):
        return [convert(item) for item in obj]
    else:
        return obj

@liiight
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liiight commented Oct 25, 2017

Thanks for this!

@junjizhi
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junjizhi commented Aug 2, 2018

@JinghongHuang The snippet you posted above has bad performance because it creates many GenericDict classes recursively and in python these classes are never garbage recycled so it will memory leaks!

@haydenflinner
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Anyone interested in this should also check out the dotmap package / alternatives to that package

@malcolmgreaves
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malcolmgreaves commented Dec 11, 2018

I wrote up this [1] implementation a little while ago. Stumbled upon this thread. From the namedtuple_fmt module, the serialize function accepts a dictionary (e.g. from a json.load call) and will convert to an instance of the given namedtuple-deriving type. Likewise, deserialize will convert any namedtuple-deriving type into a dictionary-l object. These functions also work on any list-like type: List and Tuple are process-able.

E.g.

import json
from typing import Sequence

from namedtuple_fmt import serialize, deserialize

X = NamedTuple('X', [('msg',str)])

json_str="""{"msg": "This is the first message"}"""
first_msg = deserialize(json.loads(json_str), X) 
print(first_msg.msg)
print(deserialize(serialize(first_msg)) == X("This is the first message"))
print(deserialize(json.loads(json.dumps(serialize(first_msg)))) == X("This is the first message"))

json_str="""[{"msg": "This is the first message"},{"msg": "This is the 2nd message"}]"""
messages = deserialize(json.loads(json_str), Sequence[X])
print(f"{len(messages)} messages")
print('\n'.join(map(lambda x: x.msg, messages))

Implementation note: There are explicit type checks for the Sequence types. It's important to not mess-up when it comes to handling str and tuple. A first draft of this idea incorrectly did for _ in X when trying to "test" if something was list-like. This idea, unfortunately, will iterate over characters in a str or elements in a tuple. We want the tuple-iterating part, but not when it comes to a NamedTuple (or namedtuple)!

[1] https://gist.github.com/malcolmgreaves/d71ae1f09075812e54d8ec54a5613616

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