Average Error: 21.8 → 0.1
Time: 1.2s
Precision: 64
\[\sqrt{x \cdot x + y}\]
\[\begin{array}{l} \mathbf{if}\;x \le -1.324213973320318357393253673244626598754 \cdot 10^{154}:\\ \;\;\;\;-\left(x + \frac{1}{2} \cdot \frac{y}{x}\right)\\ \mathbf{elif}\;x \le 1.919685499943437334898227828713962994172 \cdot 10^{112}:\\ \;\;\;\;\sqrt{x \cdot x + y}\\ \mathbf{else}:\\ \;\;\;\;x + \frac{1}{2} \cdot \frac{y}{x}\\ \end{array}\]
\sqrt{x \cdot x + y}
\begin{array}{l}
\mathbf{if}\;x \le -1.324213973320318357393253673244626598754 \cdot 10^{154}:\\
\;\;\;\;-\left(x + \frac{1}{2} \cdot \frac{y}{x}\right)\\

\mathbf{elif}\;x \le 1.919685499943437334898227828713962994172 \cdot 10^{112}:\\
\;\;\;\;\sqrt{x \cdot x + y}\\

\mathbf{else}:\\
\;\;\;\;x + \frac{1}{2} \cdot \frac{y}{x}\\

\end{array}
double f(double x, double y) {
        double r464951 = x;
        double r464952 = r464951 * r464951;
        double r464953 = y;
        double r464954 = r464952 + r464953;
        double r464955 = sqrt(r464954);
        return r464955;
}

double f(double x, double y) {
        double r464956 = x;
        double r464957 = -1.3242139733203184e+154;
        bool r464958 = r464956 <= r464957;
        double r464959 = 0.5;
        double r464960 = y;
        double r464961 = r464960 / r464956;
        double r464962 = r464959 * r464961;
        double r464963 = r464956 + r464962;
        double r464964 = -r464963;
        double r464965 = 1.9196854999434373e+112;
        bool r464966 = r464956 <= r464965;
        double r464967 = r464956 * r464956;
        double r464968 = r464967 + r464960;
        double r464969 = sqrt(r464968);
        double r464970 = r464966 ? r464969 : r464963;
        double r464971 = r464958 ? r464964 : r464970;
        return r464971;
}

Error

Bits error versus x

Bits error versus y

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original21.8
Target0.6
Herbie0.1
\[\begin{array}{l} \mathbf{if}\;x \lt -1.509769801047259255153812752081023359759 \cdot 10^{153}:\\ \;\;\;\;-\left(0.5 \cdot \frac{y}{x} + x\right)\\ \mathbf{elif}\;x \lt 5.582399551122540716781541767466805967807 \cdot 10^{57}:\\ \;\;\;\;\sqrt{x \cdot x + y}\\ \mathbf{else}:\\ \;\;\;\;0.5 \cdot \frac{y}{x} + x\\ \end{array}\]

Derivation

  1. Split input into 3 regimes
  2. if x < -1.3242139733203184e+154

    1. Initial program 64.0

      \[\sqrt{x \cdot x + y}\]
    2. Taylor expanded around -inf 0

      \[\leadsto \color{blue}{-\left(x + \frac{1}{2} \cdot \frac{y}{x}\right)}\]

    if -1.3242139733203184e+154 < x < 1.9196854999434373e+112

    1. Initial program 0.0

      \[\sqrt{x \cdot x + y}\]

    if 1.9196854999434373e+112 < x

    1. Initial program 50.5

      \[\sqrt{x \cdot x + y}\]
    2. Taylor expanded around inf 0.5

      \[\leadsto \color{blue}{x + \frac{1}{2} \cdot \frac{y}{x}}\]
  3. Recombined 3 regimes into one program.
  4. Final simplification0.1

    \[\leadsto \begin{array}{l} \mathbf{if}\;x \le -1.324213973320318357393253673244626598754 \cdot 10^{154}:\\ \;\;\;\;-\left(x + \frac{1}{2} \cdot \frac{y}{x}\right)\\ \mathbf{elif}\;x \le 1.919685499943437334898227828713962994172 \cdot 10^{112}:\\ \;\;\;\;\sqrt{x \cdot x + y}\\ \mathbf{else}:\\ \;\;\;\;x + \frac{1}{2} \cdot \frac{y}{x}\\ \end{array}\]

Reproduce

herbie shell --seed 2020002 
(FPCore (x y)
  :name "Linear.Quaternion:$clog from linear-1.19.1.3"
  :precision binary64

  :herbie-target
  (if (< x -1.5097698010472593e+153) (- (+ (* 0.5 (/ y x)) x)) (if (< x 5.582399551122541e+57) (sqrt (+ (* x x) y)) (+ (* 0.5 (/ y x)) x)))

  (sqrt (+ (* x x) y)))