Average Error: 17.0 → 8.2
Time: 22.6s
Precision: 64
\[\left(x + y\right) - \frac{\left(z - t\right) \cdot y}{a - t}\]
\[\begin{array}{l} \mathbf{if}\;\left(x + y\right) - \frac{\left(z - t\right) \cdot y}{a - t} = -\infty:\\ \;\;\;\;\mathsf{fma}\left(\frac{z}{t}, y, x\right)\\ \mathbf{elif}\;\left(x + y\right) - \frac{\left(z - t\right) \cdot y}{a - t} \le -1.27428560485694024858281410154626983398 \cdot 10^{-217}:\\ \;\;\;\;\left(x + y\right) - \frac{\left(z - t\right) \cdot y}{a - t}\\ \mathbf{elif}\;\left(x + y\right) - \frac{\left(z - t\right) \cdot y}{a - t} \le 0.0:\\ \;\;\;\;\mathsf{fma}\left(\frac{z}{t}, y, x\right)\\ \mathbf{else}:\\ \;\;\;\;\mathsf{fma}\left(\left(t - z\right) \cdot \frac{1}{a - t}, y, x + y\right)\\ \end{array}\]
\left(x + y\right) - \frac{\left(z - t\right) \cdot y}{a - t}
\begin{array}{l}
\mathbf{if}\;\left(x + y\right) - \frac{\left(z - t\right) \cdot y}{a - t} = -\infty:\\
\;\;\;\;\mathsf{fma}\left(\frac{z}{t}, y, x\right)\\

\mathbf{elif}\;\left(x + y\right) - \frac{\left(z - t\right) \cdot y}{a - t} \le -1.27428560485694024858281410154626983398 \cdot 10^{-217}:\\
\;\;\;\;\left(x + y\right) - \frac{\left(z - t\right) \cdot y}{a - t}\\

\mathbf{elif}\;\left(x + y\right) - \frac{\left(z - t\right) \cdot y}{a - t} \le 0.0:\\
\;\;\;\;\mathsf{fma}\left(\frac{z}{t}, y, x\right)\\

\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(t - z\right) \cdot \frac{1}{a - t}, y, x + y\right)\\

\end{array}
double f(double x, double y, double z, double t, double a) {
        double r442988 = x;
        double r442989 = y;
        double r442990 = r442988 + r442989;
        double r442991 = z;
        double r442992 = t;
        double r442993 = r442991 - r442992;
        double r442994 = r442993 * r442989;
        double r442995 = a;
        double r442996 = r442995 - r442992;
        double r442997 = r442994 / r442996;
        double r442998 = r442990 - r442997;
        return r442998;
}

double f(double x, double y, double z, double t, double a) {
        double r442999 = x;
        double r443000 = y;
        double r443001 = r442999 + r443000;
        double r443002 = z;
        double r443003 = t;
        double r443004 = r443002 - r443003;
        double r443005 = r443004 * r443000;
        double r443006 = a;
        double r443007 = r443006 - r443003;
        double r443008 = r443005 / r443007;
        double r443009 = r443001 - r443008;
        double r443010 = -inf.0;
        bool r443011 = r443009 <= r443010;
        double r443012 = r443002 / r443003;
        double r443013 = fma(r443012, r443000, r442999);
        double r443014 = -1.2742856048569402e-217;
        bool r443015 = r443009 <= r443014;
        double r443016 = 0.0;
        bool r443017 = r443009 <= r443016;
        double r443018 = r443003 - r443002;
        double r443019 = 1.0;
        double r443020 = r443019 / r443007;
        double r443021 = r443018 * r443020;
        double r443022 = fma(r443021, r443000, r443001);
        double r443023 = r443017 ? r443013 : r443022;
        double r443024 = r443015 ? r443009 : r443023;
        double r443025 = r443011 ? r443013 : r443024;
        return r443025;
}

Error

Bits error versus x

Bits error versus y

Bits error versus z

Bits error versus t

Bits error versus a

Target

Original17.0
Target8.3
Herbie8.2
\[\begin{array}{l} \mathbf{if}\;\left(x + y\right) - \frac{\left(z - t\right) \cdot y}{a - t} \lt -1.366497088939072697550672266103566343531 \cdot 10^{-7}:\\ \;\;\;\;\left(y + x\right) - \left(\left(z - t\right) \cdot \frac{1}{a - t}\right) \cdot y\\ \mathbf{elif}\;\left(x + y\right) - \frac{\left(z - t\right) \cdot y}{a - t} \lt 1.475429344457723334351036314450840066235 \cdot 10^{-239}:\\ \;\;\;\;\frac{y \cdot \left(a - z\right) - x \cdot t}{a - t}\\ \mathbf{else}:\\ \;\;\;\;\left(y + x\right) - \left(\left(z - t\right) \cdot \frac{1}{a - t}\right) \cdot y\\ \end{array}\]

Derivation

  1. Split input into 3 regimes
  2. if (- (+ x y) (/ (* (- z t) y) (- a t))) < -inf.0 or -1.2742856048569402e-217 < (- (+ x y) (/ (* (- z t) y) (- a t))) < 0.0

    1. Initial program 59.7

      \[\left(x + y\right) - \frac{\left(z - t\right) \cdot y}{a - t}\]
    2. Simplified42.5

      \[\leadsto \color{blue}{\mathsf{fma}\left(\frac{t - z}{a - t}, y, x + y\right)}\]
    3. Taylor expanded around inf 29.5

      \[\leadsto \color{blue}{\frac{z \cdot y}{t} + x}\]
    4. Simplified24.1

      \[\leadsto \color{blue}{\mathsf{fma}\left(\frac{z}{t}, y, x\right)}\]

    if -inf.0 < (- (+ x y) (/ (* (- z t) y) (- a t))) < -1.2742856048569402e-217

    1. Initial program 1.5

      \[\left(x + y\right) - \frac{\left(z - t\right) \cdot y}{a - t}\]

    if 0.0 < (- (+ x y) (/ (* (- z t) y) (- a t)))

    1. Initial program 12.2

      \[\left(x + y\right) - \frac{\left(z - t\right) \cdot y}{a - t}\]
    2. Simplified7.2

      \[\leadsto \color{blue}{\mathsf{fma}\left(\frac{t - z}{a - t}, y, x + y\right)}\]
    3. Using strategy rm
    4. Applied div-inv7.2

      \[\leadsto \mathsf{fma}\left(\color{blue}{\left(t - z\right) \cdot \frac{1}{a - t}}, y, x + y\right)\]
  3. Recombined 3 regimes into one program.
  4. Final simplification8.2

    \[\leadsto \begin{array}{l} \mathbf{if}\;\left(x + y\right) - \frac{\left(z - t\right) \cdot y}{a - t} = -\infty:\\ \;\;\;\;\mathsf{fma}\left(\frac{z}{t}, y, x\right)\\ \mathbf{elif}\;\left(x + y\right) - \frac{\left(z - t\right) \cdot y}{a - t} \le -1.27428560485694024858281410154626983398 \cdot 10^{-217}:\\ \;\;\;\;\left(x + y\right) - \frac{\left(z - t\right) \cdot y}{a - t}\\ \mathbf{elif}\;\left(x + y\right) - \frac{\left(z - t\right) \cdot y}{a - t} \le 0.0:\\ \;\;\;\;\mathsf{fma}\left(\frac{z}{t}, y, x\right)\\ \mathbf{else}:\\ \;\;\;\;\mathsf{fma}\left(\left(t - z\right) \cdot \frac{1}{a - t}, y, x + y\right)\\ \end{array}\]

Reproduce

herbie shell --seed 2019212 +o rules:numerics
(FPCore (x y z t a)
  :name "Graphics.Rendering.Plot.Render.Plot.Axis:renderAxisTick from plot-0.2.3.4, B"
  :precision binary64

  :herbie-target
  (if (< (- (+ x y) (/ (* (- z t) y) (- a t))) -1.3664970889390727e-7) (- (+ y x) (* (* (- z t) (/ 1 (- a t))) y)) (if (< (- (+ x y) (/ (* (- z t) y) (- a t))) 1.47542934445772333e-239) (/ (- (* y (- a z)) (* x t)) (- a t)) (- (+ y x) (* (* (- z t) (/ 1 (- a t))) y))))

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