Average Error: 20.3 → 14.7
Time: 18.2s
Precision: binary64
\[\left(2 \cdot \sqrt{x}\right) \cdot \cos \left(y - \frac{z \cdot t}{3}\right) - \frac{a}{b \cdot 3} \]
\[\begin{array}{l} t_1 := \frac{a}{3 \cdot b}\\ t_2 := 2 \cdot \sqrt{x}\\ \mathbf{if}\;t_2 \cdot \cos \left(y - \frac{z \cdot t}{3}\right) - t_1 \leq 7.928144319132661 \cdot 10^{+298}:\\ \;\;\;\;\begin{array}{l} t_3 := z \cdot \frac{t}{3}\\ t_4 := \mathsf{fma}\left(-\frac{t}{3}, z, t_3\right)\\ t_5 := \mathsf{fma}\left(1, y, -t_3\right)\\ t_2 \cdot \left(\cos t_5 \cdot \cos t_4 - \sin t_5 \cdot \sin t_4\right) - t_1 \end{array}\\ \mathbf{else}:\\ \;\;\;\;t_2 - \frac{1}{\frac{3}{\frac{a}{b}}}\\ \end{array} \]
\left(2 \cdot \sqrt{x}\right) \cdot \cos \left(y - \frac{z \cdot t}{3}\right) - \frac{a}{b \cdot 3}
\begin{array}{l}
t_1 := \frac{a}{3 \cdot b}\\
t_2 := 2 \cdot \sqrt{x}\\
\mathbf{if}\;t_2 \cdot \cos \left(y - \frac{z \cdot t}{3}\right) - t_1 \leq 7.928144319132661 \cdot 10^{+298}:\\
\;\;\;\;\begin{array}{l}
t_3 := z \cdot \frac{t}{3}\\
t_4 := \mathsf{fma}\left(-\frac{t}{3}, z, t_3\right)\\
t_5 := \mathsf{fma}\left(1, y, -t_3\right)\\
t_2 \cdot \left(\cos t_5 \cdot \cos t_4 - \sin t_5 \cdot \sin t_4\right) - t_1
\end{array}\\

\mathbf{else}:\\
\;\;\;\;t_2 - \frac{1}{\frac{3}{\frac{a}{b}}}\\


\end{array}
(FPCore (x y z t a b)
 :precision binary64
 (- (* (* 2.0 (sqrt x)) (cos (- y (/ (* z t) 3.0)))) (/ a (* b 3.0))))
(FPCore (x y z t a b)
 :precision binary64
 (let* ((t_1 (/ a (* 3.0 b))) (t_2 (* 2.0 (sqrt x))))
   (if (<= (- (* t_2 (cos (- y (/ (* z t) 3.0)))) t_1) 7.928144319132661e+298)
     (let* ((t_3 (* z (/ t 3.0)))
            (t_4 (fma (- (/ t 3.0)) z t_3))
            (t_5 (fma 1.0 y (- t_3))))
       (- (* t_2 (- (* (cos t_5) (cos t_4)) (* (sin t_5) (sin t_4)))) t_1))
     (- t_2 (/ 1.0 (/ 3.0 (/ a b)))))))
double code(double x, double y, double z, double t, double a, double b) {
	return ((2.0 * sqrt(x)) * cos(y - ((z * t) / 3.0))) - (a / (b * 3.0));
}
double code(double x, double y, double z, double t, double a, double b) {
	double t_1 = a / (3.0 * b);
	double t_2 = 2.0 * sqrt(x);
	double tmp;
	if (((t_2 * cos(y - ((z * t) / 3.0))) - t_1) <= 7.928144319132661e+298) {
		double t_3_1 = z * (t / 3.0);
		double t_4_2 = fma(-(t / 3.0), z, t_3_1);
		double t_5_3 = fma(1.0, y, -t_3_1);
		tmp = (t_2 * ((cos(t_5_3) * cos(t_4_2)) - (sin(t_5_3) * sin(t_4_2)))) - t_1;
	} else {
		tmp = t_2 - (1.0 / (3.0 / (a / b)));
	}
	return tmp;
}

Error

Bits error versus x

Bits error versus y

Bits error versus z

Bits error versus t

Bits error versus a

Bits error versus b

Target

Original20.3
Target18.5
Herbie14.7
\[\begin{array}{l} \mathbf{if}\;z < -1.3793337487235141 \cdot 10^{+129}:\\ \;\;\;\;\left(2 \cdot \sqrt{x}\right) \cdot \cos \left(\frac{1}{y} - \frac{\frac{0.3333333333333333}{z}}{t}\right) - \frac{\frac{a}{3}}{b}\\ \mathbf{elif}\;z < 3.516290613555987 \cdot 10^{+106}:\\ \;\;\;\;\left(\sqrt{x} \cdot 2\right) \cdot \cos \left(y - \frac{t}{3} \cdot z\right) - \frac{\frac{a}{3}}{b}\\ \mathbf{else}:\\ \;\;\;\;\cos \left(y - \frac{\frac{0.3333333333333333}{z}}{t}\right) \cdot \left(2 \cdot \sqrt{x}\right) - \frac{\frac{a}{b}}{3}\\ \end{array} \]

Derivation

  1. Split input into 2 regimes
  2. if (-.f64 (*.f64 (*.f64 2 (sqrt.f64 x)) (cos.f64 (-.f64 y (/.f64 (*.f64 z t) 3)))) (/.f64 a (*.f64 b 3))) < 7.9281443191326612e298

    1. Initial program 14.5

      \[\left(2 \cdot \sqrt{x}\right) \cdot \cos \left(y - \frac{z \cdot t}{3}\right) - \frac{a}{b \cdot 3} \]
    2. Applied *-un-lft-identity_binary6414.5

      \[\leadsto \left(2 \cdot \sqrt{x}\right) \cdot \cos \left(y - \frac{z \cdot t}{\color{blue}{1 \cdot 3}}\right) - \frac{a}{b \cdot 3} \]
    3. Applied times-frac_binary6414.5

      \[\leadsto \left(2 \cdot \sqrt{x}\right) \cdot \cos \left(y - \color{blue}{\frac{z}{1} \cdot \frac{t}{3}}\right) - \frac{a}{b \cdot 3} \]
    4. Applied *-un-lft-identity_binary6414.5

      \[\leadsto \left(2 \cdot \sqrt{x}\right) \cdot \cos \left(\color{blue}{1 \cdot y} - \frac{z}{1} \cdot \frac{t}{3}\right) - \frac{a}{b \cdot 3} \]
    5. Applied prod-diff_binary6414.5

      \[\leadsto \left(2 \cdot \sqrt{x}\right) \cdot \cos \color{blue}{\left(\mathsf{fma}\left(1, y, -\frac{t}{3} \cdot \frac{z}{1}\right) + \mathsf{fma}\left(-\frac{t}{3}, \frac{z}{1}, \frac{t}{3} \cdot \frac{z}{1}\right)\right)} - \frac{a}{b \cdot 3} \]
    6. Applied cos-sum_binary6412.2

      \[\leadsto \left(2 \cdot \sqrt{x}\right) \cdot \color{blue}{\left(\cos \left(\mathsf{fma}\left(1, y, -\frac{t}{3} \cdot \frac{z}{1}\right)\right) \cdot \cos \left(\mathsf{fma}\left(-\frac{t}{3}, \frac{z}{1}, \frac{t}{3} \cdot \frac{z}{1}\right)\right) - \sin \left(\mathsf{fma}\left(1, y, -\frac{t}{3} \cdot \frac{z}{1}\right)\right) \cdot \sin \left(\mathsf{fma}\left(-\frac{t}{3}, \frac{z}{1}, \frac{t}{3} \cdot \frac{z}{1}\right)\right)\right)} - \frac{a}{b \cdot 3} \]

    if 7.9281443191326612e298 < (-.f64 (*.f64 (*.f64 2 (sqrt.f64 x)) (cos.f64 (-.f64 y (/.f64 (*.f64 z t) 3)))) (/.f64 a (*.f64 b 3)))

    1. Initial program 61.9

      \[\left(2 \cdot \sqrt{x}\right) \cdot \cos \left(y - \frac{z \cdot t}{3}\right) - \frac{a}{b \cdot 3} \]
    2. Taylor expanded in z around 0 32.4

      \[\leadsto \left(2 \cdot \sqrt{x}\right) \cdot \color{blue}{\cos y} - \frac{a}{b \cdot 3} \]
    3. Applied clear-num_binary6432.5

      \[\leadsto \left(2 \cdot \sqrt{x}\right) \cdot \cos y - \color{blue}{\frac{1}{\frac{b \cdot 3}{a}}} \]
    4. Simplified32.5

      \[\leadsto \left(2 \cdot \sqrt{x}\right) \cdot \cos y - \frac{1}{\color{blue}{\frac{3}{\frac{a}{b}}}} \]
    5. Taylor expanded in y around 0 32.5

      \[\leadsto \color{blue}{2 \cdot \sqrt{x}} - \frac{1}{\frac{3}{\frac{a}{b}}} \]
  3. Recombined 2 regimes into one program.
  4. Final simplification14.7

    \[\leadsto \begin{array}{l} \mathbf{if}\;\left(2 \cdot \sqrt{x}\right) \cdot \cos \left(y - \frac{z \cdot t}{3}\right) - \frac{a}{3 \cdot b} \leq 7.928144319132661 \cdot 10^{+298}:\\ \;\;\;\;\left(2 \cdot \sqrt{x}\right) \cdot \left(\cos \left(\mathsf{fma}\left(1, y, -z \cdot \frac{t}{3}\right)\right) \cdot \cos \left(\mathsf{fma}\left(-\frac{t}{3}, z, z \cdot \frac{t}{3}\right)\right) - \sin \left(\mathsf{fma}\left(1, y, -z \cdot \frac{t}{3}\right)\right) \cdot \sin \left(\mathsf{fma}\left(-\frac{t}{3}, z, z \cdot \frac{t}{3}\right)\right)\right) - \frac{a}{3 \cdot b}\\ \mathbf{else}:\\ \;\;\;\;2 \cdot \sqrt{x} - \frac{1}{\frac{3}{\frac{a}{b}}}\\ \end{array} \]

Reproduce

herbie shell --seed 2021329 
(FPCore (x y z t a b)
  :name "Diagrams.Solve.Polynomial:cubForm  from diagrams-solve-0.1, K"
  :precision binary64

  :herbie-target
  (if (< z -1.3793337487235141e+129) (- (* (* 2.0 (sqrt x)) (cos (- (/ 1.0 y) (/ (/ 0.3333333333333333 z) t)))) (/ (/ a 3.0) b)) (if (< z 3.516290613555987e+106) (- (* (* (sqrt x) 2.0) (cos (- y (* (/ t 3.0) z)))) (/ (/ a 3.0) b)) (- (* (cos (- y (/ (/ 0.3333333333333333 z) t))) (* 2.0 (sqrt x))) (/ (/ a b) 3.0))))

  (- (* (* 2.0 (sqrt x)) (cos (- y (/ (* z t) 3.0)))) (/ a (* b 3.0))))