Average Error: 3.1 → 0.6
Time: 7.4s
Precision: binary64
\[[y, z, t] = \mathsf{sort}([y, z, t]) \[a, b] = \mathsf{sort}([a, b]) \\]
\[\left(x \cdot 2 - \left(\left(y \cdot 9\right) \cdot z\right) \cdot t\right) + \left(a \cdot 27\right) \cdot b \]
↓
\[\begin{array}{l} \mathbf{if}\;z \leq 10^{-13}:\\ \;\;\;\;\left(a \cdot \left(27 \cdot b\right) + 2 \cdot x\right) - 9 \cdot \left(y \cdot \left(z \cdot t\right)\right)\\ \mathbf{else}:\\ \;\;\;\;\left(2 \cdot x - t \cdot \left(z \cdot \left(9 \cdot y\right)\right)\right) + b \cdot \left(a \cdot 27\right)\\ \end{array} \]
\left(x \cdot 2 - \left(\left(y \cdot 9\right) \cdot z\right) \cdot t\right) + \left(a \cdot 27\right) \cdot b
↓
\begin{array}{l}
\mathbf{if}\;z \leq 10^{-13}:\\
\;\;\;\;\left(a \cdot \left(27 \cdot b\right) + 2 \cdot x\right) - 9 \cdot \left(y \cdot \left(z \cdot t\right)\right)\\

\mathbf{else}:\\
\;\;\;\;\left(2 \cdot x - t \cdot \left(z \cdot \left(9 \cdot y\right)\right)\right) + b \cdot \left(a \cdot 27\right)\\


\end{array}

(FPCore (x y z t a b)
 :precision binary64
 (+ (- (* x 2.0) (* (* (* y 9.0) z) t)) (* (* a 27.0) b)))
↓
(FPCore (x y z t a b)
 :precision binary64
 (if (<= z 1e-13)
   (- (+ (* a (* 27.0 b)) (* 2.0 x)) (* 9.0 (* y (* z t))))
   (+ (- (* 2.0 x) (* t (* z (* 9.0 y)))) (* b (* a 27.0)))))
double code(double x, double y, double z, double t, double a, double b) {
	return ((x * 2.0) - (((y * 9.0) * z) * t)) + ((a * 27.0) * b);
}
↓
double code(double x, double y, double z, double t, double a, double b) {
	double tmp;
	if (z <= 1e-13) {
		tmp = ((a * (27.0 * b)) + (2.0 * x)) - (9.0 * (y * (z * t)));
	} else {
		tmp = ((2.0 * x) - (t * (z * (9.0 * y)))) + (b * (a * 27.0));
	}
	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

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original3.1
Target3.5
Herbie0.6
\[\begin{array}{l} \mathbf{if}\;y < 7.590524218811189 \cdot 10^{-161}:\\ \;\;\;\;\left(x \cdot 2 - \left(\left(y \cdot 9\right) \cdot z\right) \cdot t\right) + a \cdot \left(27 \cdot b\right)\\ \mathbf{else}:\\ \;\;\;\;\left(x \cdot 2 - 9 \cdot \left(y \cdot \left(t \cdot z\right)\right)\right) + \left(a \cdot 27\right) \cdot b\\ \end{array} \]

Derivation

  1. Split input into 2 regimes

  2. if z < 1e-13

    1. Initial program 3.5

      \[\left(x \cdot 2 - \left(\left(y \cdot 9\right) \cdot z\right) \cdot t\right) + \left(a \cdot 27\right) \cdot b \]

    2. Simplified0.6

      \[\leadsto \color{blue}{\mathsf{fma}\left(y, \left(z \cdot t\right) \cdot -9, \mathsf{fma}\left(x, 2, \left(a \cdot 27\right) \cdot b\right)\right)} \]

    3. Taylor expanded in y around 0 0.5

      \[\leadsto \color{blue}{\left(27 \cdot \left(a \cdot b\right) + 2 \cdot x\right) - 9 \cdot \left(y \cdot \left(t \cdot z\right)\right)} \]

    4. Applied add-sqr-sqrt_binary640.5

      \[\leadsto \left(\color{blue}{\left(\sqrt{27} \cdot \sqrt{27}\right)} \cdot \left(a \cdot b\right) + 2 \cdot x\right) - 9 \cdot \left(y \cdot \left(t \cdot z\right)\right) \]

    5. Applied associate-*l*_binary640.6

      \[\leadsto \left(\color{blue}{\sqrt{27} \cdot \left(\sqrt{27} \cdot \left(a \cdot b\right)\right)} + 2 \cdot x\right) - 9 \cdot \left(y \cdot \left(t \cdot z\right)\right) \]

    6. Applied *-un-lft-identity_binary640.6

      \[\leadsto \left(\color{blue}{\left(1 \cdot \sqrt{27}\right)} \cdot \left(\sqrt{27} \cdot \left(a \cdot b\right)\right) + 2 \cdot x\right) - 9 \cdot \left(y \cdot \left(t \cdot z\right)\right) \]

    7. Applied associate-*l*_binary640.6

      \[\leadsto \left(\color{blue}{1 \cdot \left(\sqrt{27} \cdot \left(\sqrt{27} \cdot \left(a \cdot b\right)\right)\right)} + 2 \cdot x\right) - 9 \cdot \left(y \cdot \left(t \cdot z\right)\right) \]

    8. Simplified0.6

      \[\leadsto \left(1 \cdot \color{blue}{\left(a \cdot \left(27 \cdot b\right)\right)} + 2 \cdot x\right) - 9 \cdot \left(y \cdot \left(t \cdot z\right)\right) \]

    if 1e-13 < z

    1. Initial program 0.4

      \[\left(x \cdot 2 - \left(\left(y \cdot 9\right) \cdot z\right) \cdot t\right) + \left(a \cdot 27\right) \cdot b \]
  3. Recombined 2 regimes into one program.

  4. Final simplification0.6

    \[\leadsto \begin{array}{l} \mathbf{if}\;z \leq 10^{-13}:\\ \;\;\;\;\left(a \cdot \left(27 \cdot b\right) + 2 \cdot x\right) - 9 \cdot \left(y \cdot \left(z \cdot t\right)\right)\\ \mathbf{else}:\\ \;\;\;\;\left(2 \cdot x - t \cdot \left(z \cdot \left(9 \cdot y\right)\right)\right) + b \cdot \left(a \cdot 27\right)\\ \end{array} \]

Reproduce

herbie shell --seed 2022121 
(FPCore (x y z t a b)
  :name "Diagrams.Solve.Polynomial:cubForm  from diagrams-solve-0.1, A"
  :precision binary64

  :herbie-target
  (if (< y 7.590524218811189e-161) (+ (- (* x 2.0) (* (* (* y 9.0) z) t)) (* a (* 27.0 b))) (+ (- (* x 2.0) (* 9.0 (* y (* t z)))) (* (* a 27.0) b)))

  (+ (- (* x 2.0) (* (* (* y 9.0) z) t)) (* (* a 27.0) b)))