Average Error: 12.4 → 0.0
Time: 7.8s
Precision: 64
\[\left(\left(x \cdot y - y \cdot y\right) + y \cdot y\right) - y \cdot z\]
\[x \cdot y + \left(-z\right) \cdot y\]
\left(\left(x \cdot y - y \cdot y\right) + y \cdot y\right) - y \cdot z
x \cdot y + \left(-z\right) \cdot y
double f(double x, double y, double z) {
        double r568254 = x;
        double r568255 = y;
        double r568256 = r568254 * r568255;
        double r568257 = r568255 * r568255;
        double r568258 = r568256 - r568257;
        double r568259 = r568258 + r568257;
        double r568260 = z;
        double r568261 = r568255 * r568260;
        double r568262 = r568259 - r568261;
        return r568262;
}

double f(double x, double y, double z) {
        double r568263 = x;
        double r568264 = y;
        double r568265 = r568263 * r568264;
        double r568266 = z;
        double r568267 = -r568266;
        double r568268 = r568267 * r568264;
        double r568269 = r568265 + r568268;
        return r568269;
}

Error

Bits error versus x

Bits error versus y

Bits error versus z

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original12.4
Target0.0
Herbie0.0
\[\left(x - z\right) \cdot y\]

Derivation

  1. Initial program 12.4

    \[\left(\left(x \cdot y - y \cdot y\right) + y \cdot y\right) - y \cdot z\]
  2. Simplified0.0

    \[\leadsto \color{blue}{y \cdot \left(x - z\right)}\]
  3. Using strategy rm
  4. Applied sub-neg0.0

    \[\leadsto y \cdot \color{blue}{\left(x + \left(-z\right)\right)}\]
  5. Applied distribute-lft-in0.0

    \[\leadsto \color{blue}{y \cdot x + y \cdot \left(-z\right)}\]
  6. Simplified0.0

    \[\leadsto \color{blue}{x \cdot y} + y \cdot \left(-z\right)\]
  7. Simplified0.0

    \[\leadsto x \cdot y + \color{blue}{\left(-z\right) \cdot y}\]
  8. Final simplification0.0

    \[\leadsto x \cdot y + \left(-z\right) \cdot y\]

Reproduce

herbie shell --seed 2020047 +o rules:numerics
(FPCore (x y z)
  :name "Linear.Quaternion:$c/ from linear-1.19.1.3, D"
  :precision binary64

  :herbie-target
  (* (- x z) y)

  (- (+ (- (* x y) (* y y)) (* y y)) (* y z)))