Python Mastery & Linear Algebra for AIObject Protocols, Operator Overloading & C3 Linearization
Written Guide24 minutes

Object Protocols, Operator Overloading & C3 Linearization

Lesson Summary: Implementing rich comparisons, dunder operators, custom hashability, and cooperative multiple inheritance with super().

Python classes are dynamic dictionaries governed by the descriptor protocol and special method lookups.

Method Resolution Order (MRO)

Python uses the C3 Linearization algorithm to calculate a deterministic method resolution sequence in complex multiple inheritance hierarchies.

class Vector:
    __slots__ = ('x', 'y')  # Memory optimization without __dict__ overhead

    def __init__(self, x: float, y: float):
        self.x = x
        self.y = y

    def __add__(self, other: 'Vector') -> 'Vector':
        if not isinstance(other, Vector):
            return NotImplemented
        return Vector(self.x + other.x, self.y + other.y)

    def __repr__(self) -> str:
        return f"Vector({self.x}, {self.y})"

v1 = Vector(2.0, 3.5)
v2 = Vector(1.0, 4.0)
print(v1 + v2) # Vector(3.0, 7.5)