Binary Log-Loss Contribution predicted probability assigned to outcome Solver

            from math import *

def binary_log_loss_contribution_solve_b(c, a) -> float:
    return exp((-(c / a)))

assert abs(binary_log_loss_contribution_solve_b(0.19845093872383832, 1) - 0.82) < 1e-6 * max(1.0, abs(0.82))
          

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

double binary_log_loss_contribution_solve_b(double c, double a) {
    return exp((-(c / a)));
}

int main(void) {
    const double expected = 0.82;
    const double actual = binary_log_loss_contribution_solve_b(0.19845093872383832, 1);
    assert(fabs(actual - expected) < 1e-6 * fmax(1.0, fabs(expected)));
}
          

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

double binary_log_loss_contribution_solve_b(double c, double a) {
    return std::exp((-(c / a)));
}

int main() {
    constexpr double expected = 0.82;
    const double actual = binary_log_loss_contribution_solve_b(0.19845093872383832, 1);
    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 binary_log_loss_contribution_solve_b(double c, double a)
; Linux x86-64 NASM · System V ABI · first eight doubles in xmm0–xmm7
extern exp
global binary_log_loss_contribution_solve_b
section .text

binary_log_loss_contribution_solve_b:
    push rbp
    mov rbp, rsp
    sub rsp, 48
    movsd [rbp-8], xmm0
    movsd [rbp-16], xmm1
    movsd xmm0, [rbp-8]
    divsd xmm0, [rbp-16]
    movsd [rbp-40], xmm0
    pxor xmm0, xmm0
    subsd xmm0, [rbp-40]
    movsd [rbp-32], xmm0
    movsd xmm0, [rbp-32]
    call exp wrt ..plt
    movsd [rbp-24], xmm0
    movsd xmm0, [rbp-24]
    leave
    ret
          

            function result = binary_log_loss_contribution_solve_b(c, a)
    result = exp((-(c / a)));
end
          

            ClearAll[mwCalculate];
mwCalculate[c_, a_] := Exp[(-(c / a))];