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A flexible utility for flattening and unflattening dict-like objects in Python.

Project description

Please visit the GitHub repository for more information.

flatten-dict

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A flexible utility for flattening and unflattening dict-like objects in Python.

Introduction

This Python package provide a function flatten() for flattening dict-like objects. It also provides some key joining methods (reducer), and you can choose the reducer you want or even implement your own reducer. You can also choose to invert the resulting flat dict.

Documentation

Flatten

def flatten(d, reducer='tuple', inverse=False):
    """Flatten dict-like object.

    Parameters
    ----------
    d: dict-like object
        The dict that will be flattened.
    reducer: {'tuple', 'path', function} (default: 'tuple')
        The key joining method. If a function is given, the function will be
        used to reduce.
        'tuple': The resulting key will be tuple of the original keys
        'path': Use ``os.path.join`` to join keys.
    inverse: bool (default: False)
        Whether you want invert the resulting key and value.

    Returns
    -------
    flat_dict: dict
    """
Examples
In [1]: from flatten_dict import flatten

In [2]: normal_dict = {
   ...:     'a': '0',
   ...:     'b': {
   ...:         'a': '1.0',
   ...:         'b': '1.1',
   ...:     },
   ...:     'c': {
   ...:         'a': '2.0',
   ...:         'b': {
   ...:             'a': '2.1.0',
   ...:             'b': '2.1.1',
   ...:         },
   ...:     },
   ...: }

In [3]: flatten(normal_dict)
Out[3]:
{('a',): '0',
 ('b', 'a'): '1.0',
 ('b', 'b'): '1.1',
 ('c', 'a'): '2.0',
 ('c', 'b', 'a'): '2.1.0',
 ('c', 'b', 'b'): '2.1.1'}

In [4]: flatten(normal_dict, reducer='path')
Out[4]:
{'a': '0',
 'b/a': '1.0',
 'b/b': '1.1',
 'c/a': '2.0',
 'c/b/a': '2.1.0',
 'c/b/b': '2.1.1'}

In [5]: flatten(normal_dict, reducer='path', inverse=True)
Out[5]:
{'0': 'a',
 '1.0': 'b/a',
 '1.1': 'b/b',
 '2.0': 'c/a',
 '2.1.0': 'c/b/a',
 '2.1.1': 'c/b/b'}

In [6]: def underscore_reducer(k1, k2):
   ...:     if k1 is None:
   ...:         return k2
   ...:     else:
   ...:         return k1 + "_" + k2
   ...:

In [7]: flatten(normal_dict, reducer=underscore_reducer)
Out[7]:
{'a': '0',
 'b_a': '1.0',
 'b_b': '1.1',
 'c_a': '2.0',
 'c_b_a': '2.1.0',
 'c_b_b': '2.1.1'}

Unflatten

def unflatten(d, splitter='tuple', inverse=False):
    """Unflatten dict-like object.

    Parameters
    ----------
    d: dict-like object
        The dict that will be unflattened.
    splitter: {'tuple', 'path', function} (default: 'tuple')
        The key splitting method. If a function is given, the function will be
        used to split.
        'tuple': Use each element in the tuple key as the key of the unflattened dict.
        'path': Use ``pathlib.Path.parts`` to split keys.
    inverse: bool (default: False)
        Whether you want to invert the key and value before flattening.

    Returns
    -------
    unflattened_dict: dict
    """
Examples
In [1]: from flatten_dict import unflatten

In [2]: flat_dict = {
   ...:     ('a',): '0',
   ...:     ('b', 'a'): '1.0',
   ...:     ('b', 'b'): '1.1',
   ...:     ('c', 'a'): '2.0',
   ...:     ('c', 'b', 'a'): '2.1.0',
   ...:     ('c', 'b', 'b'): '2.1.1',
   ...: }

In [3]: unflatten(flat_dict)
Out[3]:
{'a': '0',
 'b': {'a': '1.0', 'b': '1.1'},
 'c': {'a': '2.0', 'b': {'a': '2.1.0', 'b': '2.1.1'}}}

In [4]: flat_dict = {
   ...:     'a': '0',
   ...:     'b/a': '1.0',
   ...:     'b/b': '1.1',
   ...:     'c/a': '2.0',
   ...:     'c/b/a': '2.1.0',
   ...:     'c/b/b': '2.1.1',
   ...: }

In [5]: unflatten(flat_dict, splitter='path')
Out[5]:
{'a': '0',
 'b': {'a': '1.0', 'b': '1.1'},
 'c': {'a': '2.0', 'b': {'a': '2.1.0', 'b': '2.1.1'}}}

In [6]: flat_dict = {
   ...:     '0': 'a',
   ...:     '1.0': 'b/a',
   ...:     '1.1': 'b/b',
   ...:     '2.0': 'c/a',
   ...:     '2.1.0': 'c/b/a',
   ...:     '2.1.1': 'c/b/b',
   ...: }

In [7]: unflatten(flat_dict, splitter='path', inverse=True)
Out[7]:
{'a': '0',
 'b': {'a': '1.0', 'b': '1.1'},
 'c': {'a': '2.0', 'b': {'a': '2.1.0', 'b': '2.1.1'}}}

In [8]: def underscore_splitter(flat_key):
   ...:     return flat_key.split("_")
   ...:

In [9]: flat_dict = {
   ...:     'a': '0',
   ...:     'b_a': '1.0',
   ...:     'b_b': '1.1',
   ...:     'c_a': '2.0',
   ...:     'c_b_a': '2.1.0',
   ...:     'c_b_b': '2.1.1',
   ...: }

In [10]: unflatten(flat_dict, splitter=underscore_splitter)
Out[10]:
{'a': '0',
 'b': {'a': '1.0', 'b': '1.1'},
 'c': {'a': '2.0', 'b': {'a': '2.1.0', 'b': '2.1.1'}}}

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