L1 Regularization Penalty Contribution Calculator

            from math import *

def l1_regularization_penalty_calculator(a, b) -> float:
    return (a * b)

assert abs(l1_regularization_penalty_calculator(0.04, 18) - 0.72) < 1e-6 * max(1.0, abs(0.72))
          

            #include <assert.h>
#include <math.h>

double l1_regularization_penalty_calculator(double a, double b) {
    return (a * b);
}

int main(void) {
    const double expected = 0.72;
    const double actual = l1_regularization_penalty_calculator(0.04, 18);
    assert(fabs(actual - expected) < 1e-6 * fmax(1.0, fabs(expected)));
}
          

            #include <cassert>
#include <cmath>
#include <numbers>

double l1_regularization_penalty_calculator(double a, double b) {
    return (a * b);
}

int main() {
    constexpr double expected = 0.72;
    const double actual = l1_regularization_penalty_calculator(0.04, 18);
    assert(std::fabs(actual - expected) < 1e-6 * std::fmax(1.0, std::fabs(expected)));
}
          

x86-64 NASM · System V ABI · Linux · SSE2 with libm where required

            ; double l1_regularization_penalty_calculator(double a, double b)
; Linux x86-64 NASM · System V ABI · first eight doubles in xmm0–xmm7
global l1_regularization_penalty_calculator
section .text

l1_regularization_penalty_calculator:
    push rbp
    mov rbp, rsp
    sub rsp, 32
    movsd [rbp-8], xmm0
    movsd [rbp-16], xmm1
    movsd xmm0, [rbp-8]
    mulsd xmm0, [rbp-16]
    movsd [rbp-24], xmm0
    movsd xmm0, [rbp-24]
    leave
    ret
          

            function result = l1_regularization_penalty_calculator(a, b)
    result = (a * b);
end
          

            ClearAll[mwCalculate];
mwCalculate[a_, b_] := (a * b);