Average Error: 3.4 → 1.6
Time: 10.7s
Precision: binary64
\[\left(x - \frac{y}{z \cdot 3}\right) + \frac{t}{\left(z \cdot 3\right) \cdot y}\]
\[x - \left(\frac{\frac{y}{z}}{3} - \frac{\frac{t}{z \cdot 3}}{y}\right)\]
\left(x - \frac{y}{z \cdot 3}\right) + \frac{t}{\left(z \cdot 3\right) \cdot y}
x - \left(\frac{\frac{y}{z}}{3} - \frac{\frac{t}{z \cdot 3}}{y}\right)
(FPCore (x y z t)
 :precision binary64
 (+ (- x (/ y (* z 3.0))) (/ t (* (* z 3.0) y))))
(FPCore (x y z t)
 :precision binary64
 (- x (- (/ (/ y z) 3.0) (/ (/ t (* z 3.0)) y))))
double code(double x, double y, double z, double t) {
	return (x - (y / (z * 3.0))) + (t / ((z * 3.0) * y));
}
double code(double x, double y, double z, double t) {
	return x - (((y / z) / 3.0) - ((t / (z * 3.0)) / y));
}

Error

Bits error versus x

Bits error versus y

Bits error versus z

Bits error versus t

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original3.4
Target1.6
Herbie1.6
\[\left(x - \frac{y}{z \cdot 3}\right) + \frac{\frac{t}{z \cdot 3}}{y}\]

Derivation

  1. Initial program 3.4

    \[\left(x - \frac{y}{z \cdot 3}\right) + \frac{t}{\left(z \cdot 3\right) \cdot y}\]
  2. Using strategy rm
  3. Applied associate-/r*_binary64_157081.6

    \[\leadsto \left(x - \frac{y}{z \cdot 3}\right) + \color{blue}{\frac{\frac{t}{z \cdot 3}}{y}}\]
  4. Using strategy rm
  5. Applied associate-/r*_binary64_157081.6

    \[\leadsto \left(x - \color{blue}{\frac{\frac{y}{z}}{3}}\right) + \frac{\frac{t}{z \cdot 3}}{y}\]
  6. Using strategy rm
  7. Applied associate-+l-_binary64_156991.6

    \[\leadsto \color{blue}{x - \left(\frac{\frac{y}{z}}{3} - \frac{\frac{t}{z \cdot 3}}{y}\right)}\]
  8. Final simplification1.6

    \[\leadsto x - \left(\frac{\frac{y}{z}}{3} - \frac{\frac{t}{z \cdot 3}}{y}\right)\]

Reproduce

herbie shell --seed 2021076 
(FPCore (x y z t)
  :name "Diagrams.Solve.Polynomial:cubForm  from diagrams-solve-0.1, H"
  :precision binary64

  :herbie-target
  (+ (- x (/ y (* z 3.0))) (/ (/ t (* z 3.0)) y))

  (+ (- x (/ y (* z 3.0))) (/ t (* (* z 3.0) y))))