Average Error: 16.3 → 9.6
Time: 20.8s
Precision: 64
\[\left(x + y\right) - \frac{\left(z - t\right) \cdot y}{a - t}\]
\[\begin{array}{l} \mathbf{if}\;a \le -7.749546496277327553262645487066184764923 \cdot 10^{-262}:\\ \;\;\;\;\left(\sqrt[3]{y - \frac{1}{\frac{\frac{a - t}{y}}{z - t}}} \cdot \sqrt[3]{y - \frac{1}{\frac{\frac{a - t}{y}}{z - t}}}\right) \cdot \sqrt[3]{y - \frac{1}{\frac{\frac{a - t}{y}}{z - t}}} + x\\ \mathbf{elif}\;a \le 1.48761764606288953371074253554655075554 \cdot 10^{-89}:\\ \;\;\;\;x + \frac{y \cdot z}{t}\\ \mathbf{else}:\\ \;\;\;\;\left(\sqrt[3]{y - \frac{1}{\frac{\frac{a - t}{y}}{z - t}}} \cdot \sqrt[3]{y - \frac{1}{\frac{\frac{a - t}{y}}{z - t}}}\right) \cdot \sqrt[3]{y - \frac{1}{\frac{\frac{a - t}{y}}{z - t}}} + x\\ \end{array}\]
\left(x + y\right) - \frac{\left(z - t\right) \cdot y}{a - t}
\begin{array}{l}
\mathbf{if}\;a \le -7.749546496277327553262645487066184764923 \cdot 10^{-262}:\\
\;\;\;\;\left(\sqrt[3]{y - \frac{1}{\frac{\frac{a - t}{y}}{z - t}}} \cdot \sqrt[3]{y - \frac{1}{\frac{\frac{a - t}{y}}{z - t}}}\right) \cdot \sqrt[3]{y - \frac{1}{\frac{\frac{a - t}{y}}{z - t}}} + x\\

\mathbf{elif}\;a \le 1.48761764606288953371074253554655075554 \cdot 10^{-89}:\\
\;\;\;\;x + \frac{y \cdot z}{t}\\

\mathbf{else}:\\
\;\;\;\;\left(\sqrt[3]{y - \frac{1}{\frac{\frac{a - t}{y}}{z - t}}} \cdot \sqrt[3]{y - \frac{1}{\frac{\frac{a - t}{y}}{z - t}}}\right) \cdot \sqrt[3]{y - \frac{1}{\frac{\frac{a - t}{y}}{z - t}}} + x\\

\end{array}
double f(double x, double y, double z, double t, double a) {
        double r30125187 = x;
        double r30125188 = y;
        double r30125189 = r30125187 + r30125188;
        double r30125190 = z;
        double r30125191 = t;
        double r30125192 = r30125190 - r30125191;
        double r30125193 = r30125192 * r30125188;
        double r30125194 = a;
        double r30125195 = r30125194 - r30125191;
        double r30125196 = r30125193 / r30125195;
        double r30125197 = r30125189 - r30125196;
        return r30125197;
}

double f(double x, double y, double z, double t, double a) {
        double r30125198 = a;
        double r30125199 = -7.749546496277328e-262;
        bool r30125200 = r30125198 <= r30125199;
        double r30125201 = y;
        double r30125202 = 1.0;
        double r30125203 = t;
        double r30125204 = r30125198 - r30125203;
        double r30125205 = r30125204 / r30125201;
        double r30125206 = z;
        double r30125207 = r30125206 - r30125203;
        double r30125208 = r30125205 / r30125207;
        double r30125209 = r30125202 / r30125208;
        double r30125210 = r30125201 - r30125209;
        double r30125211 = cbrt(r30125210);
        double r30125212 = r30125211 * r30125211;
        double r30125213 = r30125212 * r30125211;
        double r30125214 = x;
        double r30125215 = r30125213 + r30125214;
        double r30125216 = 1.4876176460628895e-89;
        bool r30125217 = r30125198 <= r30125216;
        double r30125218 = r30125201 * r30125206;
        double r30125219 = r30125218 / r30125203;
        double r30125220 = r30125214 + r30125219;
        double r30125221 = r30125217 ? r30125220 : r30125215;
        double r30125222 = r30125200 ? r30125215 : r30125221;
        return r30125222;
}

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

Original16.3
Target8.5
Herbie9.6
\[\begin{array}{l} \mathbf{if}\;\left(x + y\right) - \frac{\left(z - t\right) \cdot y}{a - t} \lt -1.366497088939072697550672266103566343531 \cdot 10^{-7}:\\ \;\;\;\;\left(y + x\right) - \left(\left(z - t\right) \cdot \frac{1}{a - t}\right) \cdot y\\ \mathbf{elif}\;\left(x + y\right) - \frac{\left(z - t\right) \cdot y}{a - t} \lt 1.475429344457723334351036314450840066235 \cdot 10^{-239}:\\ \;\;\;\;\frac{y \cdot \left(a - z\right) - x \cdot t}{a - t}\\ \mathbf{else}:\\ \;\;\;\;\left(y + x\right) - \left(\left(z - t\right) \cdot \frac{1}{a - t}\right) \cdot y\\ \end{array}\]

Derivation

  1. Split input into 2 regimes
  2. if a < -7.749546496277328e-262 or 1.4876176460628895e-89 < a

    1. Initial program 15.5

      \[\left(x + y\right) - \frac{\left(z - t\right) \cdot y}{a - t}\]
    2. Using strategy rm
    3. Applied associate-/l*10.3

      \[\leadsto \left(x + y\right) - \color{blue}{\frac{z - t}{\frac{a - t}{y}}}\]
    4. Using strategy rm
    5. Applied associate--l+8.2

      \[\leadsto \color{blue}{x + \left(y - \frac{z - t}{\frac{a - t}{y}}\right)}\]
    6. Using strategy rm
    7. Applied clear-num8.5

      \[\leadsto x + \left(y - \color{blue}{\frac{1}{\frac{\frac{a - t}{y}}{z - t}}}\right)\]
    8. Using strategy rm
    9. Applied add-cube-cbrt9.0

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

    if -7.749546496277328e-262 < a < 1.4876176460628895e-89

    1. Initial program 19.5

      \[\left(x + y\right) - \frac{\left(z - t\right) \cdot y}{a - t}\]
    2. Using strategy rm
    3. Applied associate-/l*18.4

      \[\leadsto \left(x + y\right) - \color{blue}{\frac{z - t}{\frac{a - t}{y}}}\]
    4. Using strategy rm
    5. Applied associate--l+12.7

      \[\leadsto \color{blue}{x + \left(y - \frac{z - t}{\frac{a - t}{y}}\right)}\]
    6. Taylor expanded around inf 12.1

      \[\leadsto x + \color{blue}{\frac{z \cdot y}{t}}\]
  3. Recombined 2 regimes into one program.
  4. Final simplification9.6

    \[\leadsto \begin{array}{l} \mathbf{if}\;a \le -7.749546496277327553262645487066184764923 \cdot 10^{-262}:\\ \;\;\;\;\left(\sqrt[3]{y - \frac{1}{\frac{\frac{a - t}{y}}{z - t}}} \cdot \sqrt[3]{y - \frac{1}{\frac{\frac{a - t}{y}}{z - t}}}\right) \cdot \sqrt[3]{y - \frac{1}{\frac{\frac{a - t}{y}}{z - t}}} + x\\ \mathbf{elif}\;a \le 1.48761764606288953371074253554655075554 \cdot 10^{-89}:\\ \;\;\;\;x + \frac{y \cdot z}{t}\\ \mathbf{else}:\\ \;\;\;\;\left(\sqrt[3]{y - \frac{1}{\frac{\frac{a - t}{y}}{z - t}}} \cdot \sqrt[3]{y - \frac{1}{\frac{\frac{a - t}{y}}{z - t}}}\right) \cdot \sqrt[3]{y - \frac{1}{\frac{\frac{a - t}{y}}{z - t}}} + x\\ \end{array}\]

Reproduce

herbie shell --seed 2019192 
(FPCore (x y z t a)
  :name "Graphics.Rendering.Plot.Render.Plot.Axis:renderAxisTick from plot-0.2.3.4, B"

  :herbie-target
  (if (< (- (+ x y) (/ (* (- z t) y) (- a t))) -1.3664970889390727e-07) (- (+ y x) (* (* (- z t) (/ 1.0 (- a t))) y)) (if (< (- (+ x y) (/ (* (- z t) y) (- a t))) 1.4754293444577233e-239) (/ (- (* y (- a z)) (* x t)) (- a t)) (- (+ y x) (* (* (- z t) (/ 1.0 (- a t))) y))))

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