Average Error: 5.3 → 0.1
Time: 1.5s
Precision: binary64
\[x \cdot \left(1 + y \cdot y\right)\]
\[x + y \cdot \left(x \cdot y\right)\]
x \cdot \left(1 + y \cdot y\right)
x + y \cdot \left(x \cdot y\right)
(FPCore (x y) :precision binary64 (* x (+ 1.0 (* y y))))
(FPCore (x y) :precision binary64 (+ x (* y (* x y))))
double code(double x, double y) {
	return x * (1.0 + (y * y));
}
double code(double x, double y) {
	return x + (y * (x * y));
}

Error

Bits error versus x

Bits error versus y

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original5.3
Target0.1
Herbie0.1
\[x + \left(x \cdot y\right) \cdot y\]

Derivation

  1. Initial program 5.3

    \[x \cdot \left(1 + y \cdot y\right)\]
  2. Using strategy rm
  3. Applied distribute-rgt-in_binary645.3

    \[\leadsto \color{blue}{1 \cdot x + \left(y \cdot y\right) \cdot x}\]
  4. Simplified5.3

    \[\leadsto \color{blue}{x} + \left(y \cdot y\right) \cdot x\]
  5. Simplified5.3

    \[\leadsto x + \color{blue}{x \cdot \left(y \cdot y\right)}\]
  6. Using strategy rm
  7. Applied associate-*r*_binary640.1

    \[\leadsto x + \color{blue}{\left(x \cdot y\right) \cdot y}\]
  8. Final simplification0.1

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

Reproduce

herbie shell --seed 2020233 
(FPCore (x y)
  :name "Numeric.Integration.TanhSinh:everywhere from integration-0.2.1"
  :precision binary64

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

  (* x (+ 1.0 (* y y))))