Average Error: 24.9 → 7.8
Time: 16.0s
Precision: 64
\[\frac{\left(x \cdot y\right) \cdot z}{\sqrt{z \cdot z - t \cdot a}}\]
\[\begin{array}{l} \mathbf{if}\;z \le -6395336884503866936309996195044608815661000:\\ \;\;\;\;x \cdot \left(-y\right)\\ \mathbf{elif}\;z \le 7.643275720107879512063854532156486714456 \cdot 10^{117}:\\ \;\;\;\;\frac{x}{\sqrt{\sqrt{z \cdot z - a \cdot t}}} \cdot \frac{y \cdot z}{\sqrt{\sqrt{z \cdot z - a \cdot t}}}\\ \mathbf{else}:\\ \;\;\;\;x \cdot y\\ \end{array}\]
\frac{\left(x \cdot y\right) \cdot z}{\sqrt{z \cdot z - t \cdot a}}
\begin{array}{l}
\mathbf{if}\;z \le -6395336884503866936309996195044608815661000:\\
\;\;\;\;x \cdot \left(-y\right)\\

\mathbf{elif}\;z \le 7.643275720107879512063854532156486714456 \cdot 10^{117}:\\
\;\;\;\;\frac{x}{\sqrt{\sqrt{z \cdot z - a \cdot t}}} \cdot \frac{y \cdot z}{\sqrt{\sqrt{z \cdot z - a \cdot t}}}\\

\mathbf{else}:\\
\;\;\;\;x \cdot y\\

\end{array}
double f(double x, double y, double z, double t, double a) {
        double r264521 = x;
        double r264522 = y;
        double r264523 = r264521 * r264522;
        double r264524 = z;
        double r264525 = r264523 * r264524;
        double r264526 = r264524 * r264524;
        double r264527 = t;
        double r264528 = a;
        double r264529 = r264527 * r264528;
        double r264530 = r264526 - r264529;
        double r264531 = sqrt(r264530);
        double r264532 = r264525 / r264531;
        return r264532;
}

double f(double x, double y, double z, double t, double a) {
        double r264533 = z;
        double r264534 = -6.395336884503867e+42;
        bool r264535 = r264533 <= r264534;
        double r264536 = x;
        double r264537 = y;
        double r264538 = -r264537;
        double r264539 = r264536 * r264538;
        double r264540 = 7.64327572010788e+117;
        bool r264541 = r264533 <= r264540;
        double r264542 = r264533 * r264533;
        double r264543 = a;
        double r264544 = t;
        double r264545 = r264543 * r264544;
        double r264546 = r264542 - r264545;
        double r264547 = sqrt(r264546);
        double r264548 = sqrt(r264547);
        double r264549 = r264536 / r264548;
        double r264550 = r264537 * r264533;
        double r264551 = r264550 / r264548;
        double r264552 = r264549 * r264551;
        double r264553 = r264536 * r264537;
        double r264554 = r264541 ? r264552 : r264553;
        double r264555 = r264535 ? r264539 : r264554;
        return r264555;
}

Error

Bits error versus x

Bits error versus y

Bits error versus z

Bits error versus t

Bits error versus a

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original24.9
Target7.9
Herbie7.8
\[\begin{array}{l} \mathbf{if}\;z \lt -3.192130590385276419686361646843883646209 \cdot 10^{46}:\\ \;\;\;\;-y \cdot x\\ \mathbf{elif}\;z \lt 5.976268120920894210257945708950453212935 \cdot 10^{90}:\\ \;\;\;\;\frac{x \cdot z}{\frac{\sqrt{z \cdot z - a \cdot t}}{y}}\\ \mathbf{else}:\\ \;\;\;\;y \cdot x\\ \end{array}\]

Derivation

  1. Split input into 3 regimes
  2. if z < -6.395336884503867e+42

    1. Initial program 37.0

      \[\frac{\left(x \cdot y\right) \cdot z}{\sqrt{z \cdot z - t \cdot a}}\]
    2. Simplified36.5

      \[\leadsto \color{blue}{\frac{x \cdot y}{\sqrt{z \cdot z - a \cdot t}} \cdot z}\]
    3. Using strategy rm
    4. Applied div-inv36.6

      \[\leadsto \color{blue}{\left(\left(x \cdot y\right) \cdot \frac{1}{\sqrt{z \cdot z - a \cdot t}}\right)} \cdot z\]
    5. Applied associate-*l*34.3

      \[\leadsto \color{blue}{\left(x \cdot y\right) \cdot \left(\frac{1}{\sqrt{z \cdot z - a \cdot t}} \cdot z\right)}\]
    6. Simplified34.3

      \[\leadsto \left(x \cdot y\right) \cdot \color{blue}{\frac{z}{\sqrt{z \cdot z - a \cdot t}}}\]
    7. Taylor expanded around -inf 4.0

      \[\leadsto \color{blue}{-1 \cdot \left(x \cdot y\right)}\]
    8. Simplified4.0

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

    if -6.395336884503867e+42 < z < 7.64327572010788e+117

    1. Initial program 11.5

      \[\frac{\left(x \cdot y\right) \cdot z}{\sqrt{z \cdot z - t \cdot a}}\]
    2. Simplified11.6

      \[\leadsto \color{blue}{\frac{x \cdot y}{\sqrt{z \cdot z - a \cdot t}} \cdot z}\]
    3. Using strategy rm
    4. Applied add-sqr-sqrt11.6

      \[\leadsto \frac{x \cdot y}{\sqrt{\color{blue}{\sqrt{z \cdot z - a \cdot t} \cdot \sqrt{z \cdot z - a \cdot t}}}} \cdot z\]
    5. Applied sqrt-prod11.8

      \[\leadsto \frac{x \cdot y}{\color{blue}{\sqrt{\sqrt{z \cdot z - a \cdot t}} \cdot \sqrt{\sqrt{z \cdot z - a \cdot t}}}} \cdot z\]
    6. Applied times-frac12.4

      \[\leadsto \color{blue}{\left(\frac{x}{\sqrt{\sqrt{z \cdot z - a \cdot t}}} \cdot \frac{y}{\sqrt{\sqrt{z \cdot z - a \cdot t}}}\right)} \cdot z\]
    7. Applied associate-*l*11.4

      \[\leadsto \color{blue}{\frac{x}{\sqrt{\sqrt{z \cdot z - a \cdot t}}} \cdot \left(\frac{y}{\sqrt{\sqrt{z \cdot z - a \cdot t}}} \cdot z\right)}\]
    8. Simplified11.7

      \[\leadsto \frac{x}{\sqrt{\sqrt{z \cdot z - a \cdot t}}} \cdot \color{blue}{\frac{y \cdot z}{\sqrt{\sqrt{z \cdot z - a \cdot t}}}}\]

    if 7.64327572010788e+117 < z

    1. Initial program 46.6

      \[\frac{\left(x \cdot y\right) \cdot z}{\sqrt{z \cdot z - t \cdot a}}\]
    2. Simplified46.2

      \[\leadsto \color{blue}{\frac{x \cdot y}{\sqrt{z \cdot z - a \cdot t}} \cdot z}\]
    3. Using strategy rm
    4. Applied div-inv46.2

      \[\leadsto \color{blue}{\left(\left(x \cdot y\right) \cdot \frac{1}{\sqrt{z \cdot z - a \cdot t}}\right)} \cdot z\]
    5. Applied associate-*l*44.6

      \[\leadsto \color{blue}{\left(x \cdot y\right) \cdot \left(\frac{1}{\sqrt{z \cdot z - a \cdot t}} \cdot z\right)}\]
    6. Simplified44.5

      \[\leadsto \left(x \cdot y\right) \cdot \color{blue}{\frac{z}{\sqrt{z \cdot z - a \cdot t}}}\]
    7. Taylor expanded around inf 1.7

      \[\leadsto \left(x \cdot y\right) \cdot \color{blue}{1}\]
  3. Recombined 3 regimes into one program.
  4. Final simplification7.8

    \[\leadsto \begin{array}{l} \mathbf{if}\;z \le -6395336884503866936309996195044608815661000:\\ \;\;\;\;x \cdot \left(-y\right)\\ \mathbf{elif}\;z \le 7.643275720107879512063854532156486714456 \cdot 10^{117}:\\ \;\;\;\;\frac{x}{\sqrt{\sqrt{z \cdot z - a \cdot t}}} \cdot \frac{y \cdot z}{\sqrt{\sqrt{z \cdot z - a \cdot t}}}\\ \mathbf{else}:\\ \;\;\;\;x \cdot y\\ \end{array}\]

Reproduce

herbie shell --seed 2019179 
(FPCore (x y z t a)
  :name "Statistics.Math.RootFinding:ridders from math-functions-0.1.5.2"

  :herbie-target
  (if (< z -3.1921305903852764e+46) (- (* y x)) (if (< z 5.976268120920894e+90) (/ (* x z) (/ (sqrt (- (* z z) (* a t))) y)) (* y x)))

  (/ (* (* x y) z) (sqrt (- (* z z) (* t a)))))