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python (3.7) dataclass for self referenced structure [duplicate]

Tags:

python

class Node:
    def append_child(self, node: Node):
       if node != None:
        self.first_child = node
    self.child_nodes += [node]

How do I do node: Node? Because when I run it, it says name 'Node' is not defined.

Should I just remove the : Node and instance check it inside the function? But then how could I access node's properties (which I would expect to be instance of Node class)?

I don't know how implement type casting in Python, BTW.

like image 958
Ben Sat Avatar asked Dec 14 '16 04:12

Ben Sat


3 Answers

"self" references in type checking are typically done using strings:

class Node:
    def append_child(self, node: 'Node'):
       if node != None:
        self.first_child = node
    self.child_nodes += [node]

This is described in the "Forward references" section of PEP-0484.

Please note that this doesn't do any type-checking or casting. This is a type hint which python (normally) disregards completely1. However, third party tools (e.g. mypy), use type hints to do static analysis on your code and can generate errors before runtime.

Also, starting with python3.7, you can implicitly convert all of your type-hints to strings within a module by using the from __future__ import annotations (and in python4.0, this will be the default).

1The hints are introspectable -- So you could use them to build some kind of runtime checker using decorators or the like if you really wanted to, but python doesn't do this by default.

like image 82
mgilson Avatar answered Nov 16 '22 15:11

mgilson


Python 3.7 and Python 4.03.10 onwards

PEP 563 introduced postponed evaluations, stored in __annotations__ as strings. A user can enable this through the __future__ directive:

from __future__ import annotations

This makes it possible to write:

class C:
    a: C
    def foo(self, b: C):
        ...

Starting in Python 3.10 (release planned 2021-10-04), this behaviour will be default.

Edit 2020-11-15: Originally it was announced to be mandatory starting in Python 4.0, but now it appears this will be default already in Python 3.10, which is expected 2021-10-04. This surprises me as it appears to be a violation of the promise in __future__ that this backward compatibility would not be broken until Python 4.0. Maybe the developers consider than 3.10 is 4.0, or maybe they have changed their mind. See also Why did __future__ MandatoryRelease for annotations change between 3.7 and 3.8?.

like image 56
gerrit Avatar answered Nov 16 '22 15:11

gerrit


In Python > 3.7 you can use dataclass. You can also annotate dataclass.

In this particular example Node references itself and if you run it you will get

NameError: name 'Node' is not defined

To overcome this error you have to include:

from __future__ import annotations

It must be the first line in a module. In Python 4.0 and above you don't have to include annotations

from __future__ import annotations
from dataclasses import dataclass

@dataclass
class Node:
    value: int
    left: Node
    right: Node

    @property
    def is_leaf(self) -> bool:
        """Check if node is a leaf"""
        return not self.left and not self.right

Example:

node5 = Node(5, None, None)
node25 = Node(25, None, None)
node40 = Node(40, None, None)
node10 = Node(10, None, None)

# balanced tree
node30 = Node(30, node25, node40)
root = Node(20, node10, node30)

# unbalanced tree
node30 = Node(30, node5, node40)
root = Node(20, node10, node30)
like image 7
Vlad Bezden Avatar answered Nov 16 '22 17:11

Vlad Bezden