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import cp_library.__header__
import operator
from typing import Callable
from cp_library.misc.typing import _T
import cp_library.math.__header__
import cp_library.math.conv.__header__
from cp_library.math.conv.subset_transform_fn import subset_transform
def or_conv(A: list[_T], B: list[_T], N: int,
mul: Callable[[_T,_T],_T] = operator.mul,
sub: Callable[[_T,_T],_T] = operator.sub,
add: Callable[[_T,_T],_T] = operator.add) -> list[_T]:
assert len(A) == len(B)
subset_transform(A, N, op=add), subset_transform(B, N, op=add)
for i, b in enumerate(B): A[i] = mul(A[i], b)
return subset_transform(A, N, op=sub)
'''
╺━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸
https://kobejean.github.io/cp-library
'''
import operator
from typing import Callable
from typing import TypeVar
_T = TypeVar('T')
'''
╺━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸
x₀ ────────●─●────────●───●────────●───────●────────► X₀
╳ ╲ ╱ ╲ ╱
x₄ ────────●─●────────●─╳─●────────●─╲───╱─●────────► X₁
╳ ╳ ╲ ╲ ╱ ╱
x₂ ────────●─●────────●─╳─●────────●─╲─╳─╱─●────────► X₂
╳ ╱ ╲ ╲ ╳ ╳ ╱
x₆ ────────●─●────────●───●────────●─╳─╳─╳─●────────► X₃
╳ ╳ ╳ ╳
x₁ ────────●─●────────●───●────────●─╳─╳─╳─●────────► X₄
╳ ╲ ╱ ╱ ╳ ╳ ╲
x₅ ────────●─●────────●─╳─●────────●─╱─╳─╲─●────────► X₅
╳ ╳ ╱ ╱ ╲ ╲
x₃ ────────●─●────────●─╳─●────────●─╱───╲─●────────► X₆
╳ ╱ ╲ ╱ ╲
x₇ ────────●─●────────●───●────────●───────●────────► X₇
╺━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸
Math - Convolution
'''
def subset_transform(A: list[_T], N: int, /, op = operator.add) -> list[_T]:
Z = len(A)
for i in range(N):
m = b = 1<<i
while m < Z: A[m], m = op(A[m], A[m^b]), m+1|b
return A
def or_conv(A: list[_T], B: list[_T], N: int,
mul: Callable[[_T,_T],_T] = operator.mul,
sub: Callable[[_T,_T],_T] = operator.sub,
add: Callable[[_T,_T],_T] = operator.add) -> list[_T]:
assert len(A) == len(B)
subset_transform(A, N, op=add), subset_transform(B, N, op=add)
for i, b in enumerate(B): A[i] = mul(A[i], b)
return subset_transform(A, N, op=sub)