\log \left(e^{a} + e^{b}\right)\left(\log \left(e^{a} + 1\right) + \left(0.5 \cdot \frac{{b}^{2}}{e^{a} + 1} + \frac{b}{e^{a} + 1}\right)\right) - 0.5 \cdot \frac{{b}^{2}}{{\left(e^{a} + 1\right)}^{2}}(FPCore (a b) :precision binary64 (log (+ (exp a) (exp b))))
(FPCore (a b) :precision binary64 (- (+ (log (+ (exp a) 1.0)) (+ (* 0.5 (/ (pow b 2.0) (+ (exp a) 1.0))) (/ b (+ (exp a) 1.0)))) (* 0.5 (/ (pow b 2.0) (pow (+ (exp a) 1.0) 2.0)))))
double code(double a, double b) {
return log(exp(a) + exp(b));
}
double code(double a, double b) {
return (log(exp(a) + 1.0) + ((0.5 * (pow(b, 2.0) / (exp(a) + 1.0))) + (b / (exp(a) + 1.0)))) - (0.5 * (pow(b, 2.0) / pow((exp(a) + 1.0), 2.0)));
}



Bits error versus a



Bits error versus b
Results
Initial program 29.6
Taylor expanded around 0 1.2
Final simplification1.2
herbie shell --seed 2021050
(FPCore (a b)
:name "symmetry log of sum of exp"
:precision binary64
(log (+ (exp a) (exp b))))