How to type hint a dictionary with values of different types

Question

When declaring a dictionary as a literal, is there a way to type-hint what value I am expecting for a specific key?

And then, for discussion: are there guiding principles around dictionary typing in Python? I’m wondering whether it is considered bad practice to mix types in dictionaries.

Here’s an example:

Consider the declaration of a dictionary in a class’s __init__ :

(Disclaimer: I realize in the example, some of the .elements entries would probably be more appropriate as class attributes, but it’s for the sake of the example.)

class Rectangle:
    def __init__(self, corners: Tuple[Tuple[float, float]], **kwargs):
        self.x, self.z = corners[0][0], corners[0][1]
        self.elements = {
            'front': Line(corners[0], corners[1]),
            'left': Line(corners[0], corners[2]),
            'right': Line(corners[1], corners[3]),
            'rear': Line(corners[3], corners[2]),
            'cog': calc_cog(corners),
            'area': calc_area(corners),
            'pins': None
        }


class Line:
    def __init__(self, p1: Tuple[float, float], p2: Tuple[float, float]):
        self.p1, self.p2 = p1, p2
        self.vertical = p1[0] == p2[0]
        self.horizontal = p1[1] == p2[1]

When I type type the following,

rec1 = Rectangle(rec1_corners, show=True, name='Nr1')
rec1.sides['f...

Pycharm will suggest 'front' for me. Better still, when I do

rec1.sides['front'].ver...

Pycharm will suggest .vertical

So Pycharm remembers the keys from the dictionary literal declaration in the class’s __init__, and also their values’ expected types. Or rather: it expects any value to have any one of the types that are in the literal declaration – probably the same as if I had done a self.elements = {} # type: Union[type1, type2] would do. Either way, I find it super helpful.

If your functions have their outputs type-hinted, then Pycharm will also take that into account.

So assuming that in the Rectangle example above, I wanted to indicate that pins is a list of Pin objects… if pins was a normal class attribute, it would be:

    self.pins = None  # type: List[Pin]

(provided the necessary imports were done)

Is there a way to give the same type hint in the dictionary literal declaration?

The following does not achieve what I am looking for:

Add a Union[...] type hint at the end of the literal declaration?

            'area': calc_area(corners),
            'pins': None
        }  # type: Union[Line, Tuple[float, float], float, List[Pin]]

Adding a type-hint to every line:

            'area': calc_area(corners),  # type: float
            'pins': None  # type: List[Pin]
        }

Is there a best practice for this kind of thing?

Some more background:

I work with Python in PyCharm and I make extensive use of typing, since it helps me to predict and validate my work as I go along. When I create new classes, I also sometimes throw some less frequently used properties into a dictionary to avoid cluttering the object with too many attributes (this is helpful in debug mode).

Asked By: levraininjaneer

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Source

Answer 1

After some more investigation, the best workaround I could find so far was to ensure the the class Pin could return some kind of a placeholder, and then use the placeholder as a value in the literal declaration.

therefore:

class Pin:
    def __init__(self, **kwargs):
        if len(kwargs) == 0:
            return

Now, in the example in the OP, I could do the following to achieve what I wanted:

        ...
        'area': calc_area(corners),
        'pins': List[Pin(),]
    }

However, if I had a basic type (or types) as a entries, this would not work.

        ...
        'area': calc_area(corners),
        'pins': List[Pin(),]
        'color': None
        'lap_times': None
    }

where
color expects a string and
lap_times expects a list with floats…

In such a case the best work-around would be

        ...
        'area': calc_area(corners),
        'pins': List[Pin(),]
        'color': 'blue'
        'lap_times': [0.,]
    }

    self.elements['color'], self.elements['lap_times'] = None, None

Neither of these seems very elegant, so I am still hoping someone can suggest something better.

Answered By: levraininjaneer

Answer 2

You are looking for TypedDict. It is currently only a mypy-only extension, but there are plans to make it an officially sanctioned type in the near-future. I am not sure if PyCharm supports this feature yet, though.

So, in your case, you’d do:

from mypy_extensions import TypedDict

RectangleElements = TypedDict('RectangleElements', {
    'front': Line,
    'left': Line,
    'right': Line,
    'rear': Line,
    'cog': float,
    'area': float,
    'pins': Optional[List[Pin]]
})

class Rectangle:
    def __init__(self, corners: Tuple[Tuple[float, float]], **kwargs):
        self.x, self.z = corners[0][0], corners[0][1]
        self.elements = {
            'front': Line(corners[0], corners[1]),
            'left': Line(corners[0], corners[2]),
            'right': Line(corners[1], corners[3]),
            'rear': Line(corners[3], corners[2]),
            'cog': calc_cog(corners),
            'area': calc_area(corners),
            'pins': None
        }  # type: RectangleElements

If you are using Python 3.6+, you can type this all more elegantly using the class-based syntax.

In your specific case though, I think most people would just store those pieces of data as regular fields instead of a dict. I’m sure you’ve already thought through the pros and cons of that approach though, so I’ll skip lecturing you about it.

Answered By: Michael0x2a

Answer 3

Easiest way:

from typing import TypedDict

class Movie(TypedDict):
   name: str
   year: int

movie: Movie = {'name': 'Blade Runner', 'year': 1982}

movie['year'] = '1982' # Error: invalid value type ("int" expected)

TypedDict-PEP 589

Answered By: Armin Fisher

How to type hint a dictionary with values of different types

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