From aad186d67a497afde96813e3552434223548c4aa Mon Sep 17 00:00:00 2001 From: sf Date: Tue, 17 Dec 2024 19:50:30 +0800 Subject: [PATCH] feat(finite-field): add babybear --- src/finite-field/babybear.py | 176 +++++++++++++++++++++++++++++++++++ 1 file changed, 176 insertions(+) create mode 100644 src/finite-field/babybear.py diff --git a/src/finite-field/babybear.py b/src/finite-field/babybear.py new file mode 100644 index 0000000..f0fd360 --- /dev/null +++ b/src/finite-field/babybear.py @@ -0,0 +1,176 @@ +import random +from typing import List + +class BabyBear: + P = 15 * (1 << 27) + 1 + def __init__(self, value: int): + self.value = value % self.P + + @classmethod + def zero(cls): + return cls(0) + + @classmethod + def one(cls): + return cls(1) + + @classmethod + def random(cls): + return cls(random.randint(0, cls.P - 1)) + + def __repr__(self): + return f"BabyBear({self.value})" + + def __eq__(self, other): + if isinstance(other, BabyBear): + return self.value == other.value + return False + + def __add__(self, other): + if isinstance(other, BabyBear): + return BabyBear(self.add(self.value, other.value)) + raise TypeError("Unsupported operand type for +") + + def __sub__(self, other): + if isinstance(other, BabyBear): + return BabyBear(self.sub(self.value, other.value)) + raise TypeError("Unsupported operand type for -") + + def __mul__(self, other): + if isinstance(other, BabyBear): + return BabyBear(self.mul(self.value, other.value)) + raise TypeError("Unsupported operand type for *") + + def __neg__(self): + return BabyBear(self.P - self.value) + + def inv(self): + return self.pow(self.P - 2) + + def pow(self, n: int): + result = BabyBear.one() + base = self + while n > 0: + if n & 1: + result *= base + base *= base + n >>= 1 + return result + + @classmethod + def add(cls, lhs: int, rhs: int) -> int: + x = (lhs + rhs) % cls.P + return x + + @classmethod + def sub(cls, lhs: int, rhs: int) -> int: + x = (lhs - rhs) % cls.P + return x + + @classmethod + def mul(cls, lhs: int, rhs: int) -> int: + return (lhs * rhs) % cls.P + +class BabyBearExtElem: + BETA = BabyBear(11) + NBETA = BabyBear(BabyBear.P - 11) + + def __init__(self, elems: List[BabyBear]): + assert len(elems) == 4, "ExtElem must have 4 elements" + self.elems = elems + + @classmethod + def zero(cls): + return cls([BabyBear.zero()] * 4) + + @classmethod + def one(cls): + return cls([BabyBear.one()] + [BabyBear.zero()] * 3) + + @classmethod + def random(cls): + return cls([BabyBear.random() for _ in range(4)]) + + def __repr__(self): + return f"BabyBearExtElem({self.elems})" + + def __eq__(self, other): + if isinstance(other, BabyBearExtElem): + return self.elems == other.elems + return False + + def __add__(self, other): + if isinstance(other, BabyBearExtElem): + return BabyBearExtElem([a + b for a, b in zip(self.elems, other.elems)]) + raise TypeError("Unsupported operand type for +") + + def __sub__(self, other): + if isinstance(other, BabyBearExtElem): + return BabyBearExtElem([a - b for a, b in zip(self.elems, other.elems)]) + raise TypeError("Unsupported operand type for -") + + def __mul__(self, other): + if isinstance(other, BabyBearExtElem): + a, b = self.elems, other.elems + return BabyBearExtElem([ + a[0] * b[0] + self.NBETA * (a[1] * b[3] + a[2] * b[2] + a[3] * b[1]), + a[0] * b[1] + a[1] * b[0] + self.NBETA * (a[2] * b[3] + a[3] * b[2]), + a[0] * b[2] + a[1] * b[1] + a[2] * b[0] + self.NBETA * (a[3] * b[3]), + a[0] * b[3] + a[1] * b[2] + a[2] * b[1] + a[3] * b[0] + ]) + elif isinstance(other, BabyBear): + return BabyBearExtElem([elem * other for elem in self.elems]) + raise TypeError("Unsupported operand type for *") + + def __neg__(self): + return BabyBearExtElem([-elem for elem in self.elems]) + + def inv(self): + a = self.elems + b0 = a[0] * a[0] + self.BETA * (a[1] * (a[3] + a[3]) - a[2] * a[2]) + b2 = a[0] * (a[2] + a[2]) - a[1] * a[1] + self.BETA * (a[3] * a[3]) + c = b0 * b0 + self.BETA * b2 * b2 + c_inv = c.inv() + b0, b2 = b0 * c_inv, b2 * c_inv + return BabyBearExtElem([ + a[0] * b0 + self.BETA * a[2] * b2, + -a[1] * b0 + self.NBETA * a[3] * b2, + -a[0] * b2 + a[2] * b0, + a[1] * b2 - a[3] * b0 + ]) + + def pow(self, n: int): + result = BabyBearExtElem.one() + base = self + while n > 0: + if n & 1: + result *= base + base *= base + n >>= 1 + return result + +# Example usage: +if __name__ == "__main__": + a = BabyBear(5) + b = BabyBear(7) + print(f"a = {a}") + print(f"b = {b}") + print(f"a + b = {a + b}") + print(f"a - b = {a - b}") + print(f"a * b = {a * b}") + print(f"a.inv() = {a.inv()}") + print(f"a.pow(3) = {a.pow(3)}") + # a.inv*a + print(f"a.inv() * a = {a.inv() * a}") # Should be 1 + + x = BabyBearExtElem.random() + y = BabyBearExtElem.random() + print(f"x = {x}") + print(f"y = {y}") + print(f"x + y = {x + y}") + print(f"x - y = {x - y}") + print(f"x * y = {x * y}") + print(f"x.inv() = {x.inv()}") + print(f"x.pow(3) = {x.pow(3)}") + print(f"x * x.inv() = {x * x.inv()}") # Should be 1 + print(f"x_neg = {-x}, x + x_neg = {x+(-x)}")