Diagrams.Solve.Polynomial:cubForm from diagrams-solve-0.1, E

Average Error: 5.3 → 0.6

Time: 11.1s

Precision: binary64

Math

\[\left(\left(\left(\left(\left(\left(x \cdot 18\right) \cdot y\right) \cdot z\right) \cdot t - \left(a \cdot 4\right) \cdot t\right) + b \cdot c\right) - \left(x \cdot 4\right) \cdot i\right) - \left(j \cdot 27\right) \cdot k\]

↓

\[\begin{array}{l} \mathbf{if}\;\left(\left(\left(\left(\left(\left(x \cdot 18\right) \cdot y\right) \cdot z\right) \cdot t - t \cdot \left(a \cdot 4\right)\right) + b \cdot c\right) - \left(x \cdot 4\right) \cdot i\right) - \left(j \cdot 27\right) \cdot k = -inf.0 \lor \neg \left(\left(\left(\left(\left(\left(\left(x \cdot 18\right) \cdot y\right) \cdot z\right) \cdot t - t \cdot \left(a \cdot 4\right)\right) + b \cdot c\right) - \left(x \cdot 4\right) \cdot i\right) - \left(j \cdot 27\right) \cdot k \le 2.3746426652563764 \cdot 10^{298}\right):\\ \;\;\;\;y \cdot \left(\left(x \cdot 18\right) \cdot \left(z \cdot t\right)\right) + \left(b \cdot c - \left(j \cdot \left(27 \cdot k\right) + 4 \cdot \left(t \cdot a + x \cdot i\right)\right)\right)\\ \mathbf{else}:\\ \;\;\;\;\left(\left(\left(\left(\left(\left(x \cdot 18\right) \cdot y\right) \cdot z\right) \cdot t - t \cdot \left(a \cdot 4\right)\right) + b \cdot c\right) - \left(x \cdot 4\right) \cdot i\right) - \left(j \cdot 27\right) \cdot k\\ \end{array}\]

C

double code(double x, double y, double z, double t, double a, double b, double c, double i, double j, double k) {
	return ((double) (((double) (((double) (((double) (((double) (((double) (((double) (((double) (x * 18.0)) * y)) * z)) * t)) - ((double) (((double) (a * 4.0)) * t)))) + ((double) (b * c)))) - ((double) (((double) (x * 4.0)) * i)))) - ((double) (((double) (j * 27.0)) * k))));
}

↓

double code(double x, double y, double z, double t, double a, double b, double c, double i, double j, double k) {
	double VAR;
	if (((((double) (((double) (((double) (((double) (((double) (((double) (((double) (((double) (x * 18.0)) * y)) * z)) * t)) - ((double) (t * ((double) (a * 4.0)))))) + ((double) (b * c)))) - ((double) (((double) (x * 4.0)) * i)))) - ((double) (((double) (j * 27.0)) * k)))) <= -inf.0) || !(((double) (((double) (((double) (((double) (((double) (((double) (((double) (((double) (x * 18.0)) * y)) * z)) * t)) - ((double) (t * ((double) (a * 4.0)))))) + ((double) (b * c)))) - ((double) (((double) (x * 4.0)) * i)))) - ((double) (((double) (j * 27.0)) * k)))) <= 2.3746426652563764e+298))) {
		VAR = ((double) (((double) (y * ((double) (((double) (x * 18.0)) * ((double) (z * t)))))) + ((double) (((double) (b * c)) - ((double) (((double) (j * ((double) (27.0 * k)))) + ((double) (4.0 * ((double) (((double) (t * a)) + ((double) (x * i))))))))))));
	} else {
		VAR = ((double) (((double) (((double) (((double) (((double) (((double) (((double) (((double) (x * 18.0)) * y)) * z)) * t)) - ((double) (t * ((double) (a * 4.0)))))) + ((double) (b * c)))) - ((double) (((double) (x * 4.0)) * i)))) - ((double) (((double) (j * 27.0)) * k))));
	}
	return VAR;
}

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

Bits error versus c

Bits error versus i

Bits error versus j

Bits error versus k

Target

Original	5.3
Target	1.5
Herbie	0.6

\[\begin{array}{l} \mathbf{if}\;t \lt -1.6210815397541398 \cdot 10^{-69}:\\ \;\;\;\;\left(\left(18 \cdot t\right) \cdot \left(\left(x \cdot y\right) \cdot z\right) - \left(a \cdot t + i \cdot x\right) \cdot 4\right) - \left(\left(k \cdot j\right) \cdot 27 - c \cdot b\right)\\ \mathbf{elif}\;t \lt 165.680279438052224:\\ \;\;\;\;\left(\left(18 \cdot y\right) \cdot \left(x \cdot \left(z \cdot t\right)\right) - \left(a \cdot t + i \cdot x\right) \cdot 4\right) + \left(c \cdot b - 27 \cdot \left(k \cdot j\right)\right)\\ \mathbf{else}:\\ \;\;\;\;\left(\left(18 \cdot t\right) \cdot \left(\left(x \cdot y\right) \cdot z\right) - \left(a \cdot t + i \cdot x\right) \cdot 4\right) - \left(\left(k \cdot j\right) \cdot 27 - c \cdot b\right)\\ \end{array}\]

Derivation

1. Split input into 2 regimes

2. if (- (- (+ (- (* (* (* (* x 18.0) y) z) t) (* (* a 4.0) t)) (* b c)) (* (* x 4.0) i)) (* (* j 27.0) k)) < -inf.0 or 2.3746426652563764e298 < (- (- (+ (- (* (* (* (* x 18.0) y) z) t) (* (* a 4.0) t)) (* b c)) (* (* x 4.0) i)) (* (* j 27.0) k))

   1. Initial program 52.8

      \[\left(\left(\left(\left(\left(\left(x \cdot 18\right) \cdot y\right) \cdot z\right) \cdot t - \left(a \cdot 4\right) \cdot t\right) + b \cdot c\right) - \left(x \cdot 4\right) \cdot i\right) - \left(j \cdot 27\right) \cdot k\]

   2. Simplified 5.7

      \[\leadsto \color{blue}{x \cdot \left(18 \cdot \left(y \cdot \left(z \cdot t\right)\right)\right) + \left(b \cdot c - \left(j \cdot \left(27 \cdot k\right) + 4 \cdot \left(t \cdot a + x \cdot i\right)\right)\right)}\]
   3. Using strategy rm

   4. Applied associate-*r* 6.0

      \[\leadsto \color{blue}{\left(x \cdot 18\right) \cdot \left(y \cdot \left(z \cdot t\right)\right)} + \left(b \cdot c - \left(j \cdot \left(27 \cdot k\right) + 4 \cdot \left(t \cdot a + x \cdot i\right)\right)\right)\]
   5. Using strategy rm

   6. Applied pow1 6.0

      \[\leadsto \left(x \cdot 18\right) \cdot \left(y \cdot \left(z \cdot \color{blue}{{t}^{1}}\right)\right) + \left(b \cdot c - \left(j \cdot \left(27 \cdot k\right) + 4 \cdot \left(t \cdot a + x \cdot i\right)\right)\right)\]

   7. Applied pow1 6.0

      \[\leadsto \left(x \cdot 18\right) \cdot \left(y \cdot \left(\color{blue}{{z}^{1}} \cdot {t}^{1}\right)\right) + \left(b \cdot c - \left(j \cdot \left(27 \cdot k\right) + 4 \cdot \left(t \cdot a + x \cdot i\right)\right)\right)\]

   8. Applied pow-prod-down 6.0

      \[\leadsto \left(x \cdot 18\right) \cdot \left(y \cdot \color{blue}{{\left(z \cdot t\right)}^{1}}\right) + \left(b \cdot c - \left(j \cdot \left(27 \cdot k\right) + 4 \cdot \left(t \cdot a + x \cdot i\right)\right)\right)\]

   9. Applied pow1 6.0

      \[\leadsto \left(x \cdot 18\right) \cdot \left(\color{blue}{{y}^{1}} \cdot {\left(z \cdot t\right)}^{1}\right) + \left(b \cdot c - \left(j \cdot \left(27 \cdot k\right) + 4 \cdot \left(t \cdot a + x \cdot i\right)\right)\right)\]

   10. Applied pow-prod-down 6.0

       \[\leadsto \left(x \cdot 18\right) \cdot \color{blue}{{\left(y \cdot \left(z \cdot t\right)\right)}^{1}} + \left(b \cdot c - \left(j \cdot \left(27 \cdot k\right) + 4 \cdot \left(t \cdot a + x \cdot i\right)\right)\right)\]

   11. Applied pow1 6.0

       \[\leadsto \left(x \cdot \color{blue}{{18}^{1}}\right) \cdot {\left(y \cdot \left(z \cdot t\right)\right)}^{1} + \left(b \cdot c - \left(j \cdot \left(27 \cdot k\right) + 4 \cdot \left(t \cdot a + x \cdot i\right)\right)\right)\]

   12. Applied pow1 6.0

       \[\leadsto \left(\color{blue}{{x}^{1}} \cdot {18}^{1}\right) \cdot {\left(y \cdot \left(z \cdot t\right)\right)}^{1} + \left(b \cdot c - \left(j \cdot \left(27 \cdot k\right) + 4 \cdot \left(t \cdot a + x \cdot i\right)\right)\right)\]

   13. Applied pow-prod-down 6.0

       \[\leadsto \color{blue}{{\left(x \cdot 18\right)}^{1}} \cdot {\left(y \cdot \left(z \cdot t\right)\right)}^{1} + \left(b \cdot c - \left(j \cdot \left(27 \cdot k\right) + 4 \cdot \left(t \cdot a + x \cdot i\right)\right)\right)\]

   14. Applied pow-prod-down 6.0

       \[\leadsto \color{blue}{{\left(\left(x \cdot 18\right) \cdot \left(y \cdot \left(z \cdot t\right)\right)\right)}^{1}} + \left(b \cdot c - \left(j \cdot \left(27 \cdot k\right) + 4 \cdot \left(t \cdot a + x \cdot i\right)\right)\right)\]

   15. Simplified 4.0

       \[\leadsto {\color{blue}{\left(y \cdot \left(\left(x \cdot 18\right) \cdot \left(z \cdot t\right)\right)\right)}}^{1} + \left(b \cdot c - \left(j \cdot \left(27 \cdot k\right) + 4 \cdot \left(t \cdot a + x \cdot i\right)\right)\right)\]

   if -inf.0 < (- (- (+ (- (* (* (* (* x 18.0) y) z) t) (* (* a 4.0) t)) (* b c)) (* (* x 4.0) i)) (* (* j 27.0) k)) < 2.3746426652563764e298

   1. Initial program 0.3

      \[\left(\left(\left(\left(\left(\left(x \cdot 18\right) \cdot y\right) \cdot z\right) \cdot t - \left(a \cdot 4\right) \cdot t\right) + b \cdot c\right) - \left(x \cdot 4\right) \cdot i\right) - \left(j \cdot 27\right) \cdot k\]
3. Recombined 2 regimes into one program.

4. Final simplification 0.6

   \[\leadsto \begin{array}{l} \mathbf{if}\;\left(\left(\left(\left(\left(\left(x \cdot 18\right) \cdot y\right) \cdot z\right) \cdot t - t \cdot \left(a \cdot 4\right)\right) + b \cdot c\right) - \left(x \cdot 4\right) \cdot i\right) - \left(j \cdot 27\right) \cdot k = -inf.0 \lor \neg \left(\left(\left(\left(\left(\left(\left(x \cdot 18\right) \cdot y\right) \cdot z\right) \cdot t - t \cdot \left(a \cdot 4\right)\right) + b \cdot c\right) - \left(x \cdot 4\right) \cdot i\right) - \left(j \cdot 27\right) \cdot k \le 2.3746426652563764 \cdot 10^{298}\right):\\ \;\;\;\;y \cdot \left(\left(x \cdot 18\right) \cdot \left(z \cdot t\right)\right) + \left(b \cdot c - \left(j \cdot \left(27 \cdot k\right) + 4 \cdot \left(t \cdot a + x \cdot i\right)\right)\right)\\ \mathbf{else}:\\ \;\;\;\;\left(\left(\left(\left(\left(\left(x \cdot 18\right) \cdot y\right) \cdot z\right) \cdot t - t \cdot \left(a \cdot 4\right)\right) + b \cdot c\right) - \left(x \cdot 4\right) \cdot i\right) - \left(j \cdot 27\right) \cdot k\\ \end{array}\]

Reproduce

herbie shell --seed 2020184 
(FPCore (x y z t a b c i j k)
  :name "Diagrams.Solve.Polynomial:cubForm  from diagrams-solve-0.1, E"
  :precision binary64

  :herbie-target
  (if (< t -1.6210815397541398e-69) (- (- (* (* 18.0 t) (* (* x y) z)) (* (+ (* a t) (* i x)) 4.0)) (- (* (* k j) 27.0) (* c b))) (if (< t 165.68027943805222) (+ (- (* (* 18.0 y) (* x (* z t))) (* (+ (* a t) (* i x)) 4.0)) (- (* c b) (* 27.0 (* k j)))) (- (- (* (* 18.0 t) (* (* x y) z)) (* (+ (* a t) (* i x)) 4.0)) (- (* (* k j) 27.0) (* c b)))))

  (- (- (+ (- (* (* (* (* x 18.0) y) z) t) (* (* a 4.0) t)) (* b c)) (* (* x 4.0) i)) (* (* j 27.0) k)))