Average Error: 3.7 → 2.7
Time: 1.2m
Precision: 64
Internal Precision: 128
\[\left(a + \left(b + \left(c + d\right)\right)\right) \cdot 2\]
\[\frac{\sqrt[3]{\left(\left(\left(\left(d \cdot \left(d + \left(c + b\right)\right)\right) \cdot \left(d + \left(c + b\right)\right) + a \cdot \left(a \cdot a\right)\right) + \left(d + \left(c + b\right)\right) \cdot \left(\left(d + \left(c + b\right)\right) \cdot \left(c + b\right)\right)\right) \cdot \left(\left(d + a\right) + \left(c + b\right)\right)\right) \cdot \left(a \cdot \left(a \cdot a\right) + \left(d + \left(c + b\right)\right) \cdot \left(\left(d + \left(c + b\right)\right) \cdot \left(d + \left(c + b\right)\right)\right)\right)}}{\sqrt[3]{\left(\left(\left(d + \left(c + b\right)\right) \cdot \left(d + \left(c + b\right)\right) - \left(d + \left(c + b\right)\right) \cdot a\right) + a \cdot a\right) \cdot \left(\left(\left(d + \left(c + b\right)\right) \cdot \left(d + \left(c + b\right)\right) - \left(d + \left(c + b\right)\right) \cdot a\right) + a \cdot a\right)}} \cdot 2\]

Error

Bits error versus a

Bits error versus b

Bits error versus c

Bits error versus d

Target

Original3.7
Target3.9
Herbie2.7
\[\left(a + b\right) \cdot 2 + \left(c + d\right) \cdot 2\]

Derivation

  1. Initial program 3.7

    \[\left(a + \left(b + \left(c + d\right)\right)\right) \cdot 2\]
  2. Using strategy rm
  3. Applied associate-+r+2.8

    \[\leadsto \left(a + \color{blue}{\left(\left(b + c\right) + d\right)}\right) \cdot 2\]
  4. Using strategy rm
  5. Applied add-cbrt-cube2.9

    \[\leadsto \color{blue}{\sqrt[3]{\left(\left(a + \left(\left(b + c\right) + d\right)\right) \cdot \left(a + \left(\left(b + c\right) + d\right)\right)\right) \cdot \left(a + \left(\left(b + c\right) + d\right)\right)}} \cdot 2\]
  6. Using strategy rm
  7. Applied flip3-+3.1

    \[\leadsto \sqrt[3]{\left(\left(a + \left(\left(b + c\right) + d\right)\right) \cdot \left(a + \left(\left(b + c\right) + d\right)\right)\right) \cdot \color{blue}{\frac{{a}^{3} + {\left(\left(b + c\right) + d\right)}^{3}}{a \cdot a + \left(\left(\left(b + c\right) + d\right) \cdot \left(\left(b + c\right) + d\right) - a \cdot \left(\left(b + c\right) + d\right)\right)}}} \cdot 2\]
  8. Applied flip3-+3.2

    \[\leadsto \sqrt[3]{\left(\color{blue}{\frac{{a}^{3} + {\left(\left(b + c\right) + d\right)}^{3}}{a \cdot a + \left(\left(\left(b + c\right) + d\right) \cdot \left(\left(b + c\right) + d\right) - a \cdot \left(\left(b + c\right) + d\right)\right)}} \cdot \left(a + \left(\left(b + c\right) + d\right)\right)\right) \cdot \frac{{a}^{3} + {\left(\left(b + c\right) + d\right)}^{3}}{a \cdot a + \left(\left(\left(b + c\right) + d\right) \cdot \left(\left(b + c\right) + d\right) - a \cdot \left(\left(b + c\right) + d\right)\right)}} \cdot 2\]
  9. Applied associate-*l/3.2

    \[\leadsto \sqrt[3]{\color{blue}{\frac{\left({a}^{3} + {\left(\left(b + c\right) + d\right)}^{3}\right) \cdot \left(a + \left(\left(b + c\right) + d\right)\right)}{a \cdot a + \left(\left(\left(b + c\right) + d\right) \cdot \left(\left(b + c\right) + d\right) - a \cdot \left(\left(b + c\right) + d\right)\right)}} \cdot \frac{{a}^{3} + {\left(\left(b + c\right) + d\right)}^{3}}{a \cdot a + \left(\left(\left(b + c\right) + d\right) \cdot \left(\left(b + c\right) + d\right) - a \cdot \left(\left(b + c\right) + d\right)\right)}} \cdot 2\]
  10. Applied frac-times3.2

    \[\leadsto \sqrt[3]{\color{blue}{\frac{\left(\left({a}^{3} + {\left(\left(b + c\right) + d\right)}^{3}\right) \cdot \left(a + \left(\left(b + c\right) + d\right)\right)\right) \cdot \left({a}^{3} + {\left(\left(b + c\right) + d\right)}^{3}\right)}{\left(a \cdot a + \left(\left(\left(b + c\right) + d\right) \cdot \left(\left(b + c\right) + d\right) - a \cdot \left(\left(b + c\right) + d\right)\right)\right) \cdot \left(a \cdot a + \left(\left(\left(b + c\right) + d\right) \cdot \left(\left(b + c\right) + d\right) - a \cdot \left(\left(b + c\right) + d\right)\right)\right)}}} \cdot 2\]
  11. Applied cbrt-div3.2

    \[\leadsto \color{blue}{\frac{\sqrt[3]{\left(\left({a}^{3} + {\left(\left(b + c\right) + d\right)}^{3}\right) \cdot \left(a + \left(\left(b + c\right) + d\right)\right)\right) \cdot \left({a}^{3} + {\left(\left(b + c\right) + d\right)}^{3}\right)}}{\sqrt[3]{\left(a \cdot a + \left(\left(\left(b + c\right) + d\right) \cdot \left(\left(b + c\right) + d\right) - a \cdot \left(\left(b + c\right) + d\right)\right)\right) \cdot \left(a \cdot a + \left(\left(\left(b + c\right) + d\right) \cdot \left(\left(b + c\right) + d\right) - a \cdot \left(\left(b + c\right) + d\right)\right)\right)}}} \cdot 2\]
  12. Simplified2.9

    \[\leadsto \frac{\color{blue}{\sqrt[3]{\left(\left(\left(\left(b + c\right) + d\right) \cdot \left(\left(\left(b + c\right) + d\right) \cdot \left(\left(b + c\right) + d\right)\right) + a \cdot \left(a \cdot a\right)\right) \cdot \left(\left(a + d\right) + \left(b + c\right)\right)\right) \cdot \left(\left(\left(b + c\right) + d\right) \cdot \left(\left(\left(b + c\right) + d\right) \cdot \left(\left(b + c\right) + d\right)\right) + a \cdot \left(a \cdot a\right)\right)}}}{\sqrt[3]{\left(a \cdot a + \left(\left(\left(b + c\right) + d\right) \cdot \left(\left(b + c\right) + d\right) - a \cdot \left(\left(b + c\right) + d\right)\right)\right) \cdot \left(a \cdot a + \left(\left(\left(b + c\right) + d\right) \cdot \left(\left(b + c\right) + d\right) - a \cdot \left(\left(b + c\right) + d\right)\right)\right)}} \cdot 2\]
  13. Using strategy rm
  14. Applied distribute-lft-in2.8

    \[\leadsto \frac{\sqrt[3]{\left(\left(\left(\left(b + c\right) + d\right) \cdot \color{blue}{\left(\left(\left(b + c\right) + d\right) \cdot \left(b + c\right) + \left(\left(b + c\right) + d\right) \cdot d\right)} + a \cdot \left(a \cdot a\right)\right) \cdot \left(\left(a + d\right) + \left(b + c\right)\right)\right) \cdot \left(\left(\left(b + c\right) + d\right) \cdot \left(\left(\left(b + c\right) + d\right) \cdot \left(\left(b + c\right) + d\right)\right) + a \cdot \left(a \cdot a\right)\right)}}{\sqrt[3]{\left(a \cdot a + \left(\left(\left(b + c\right) + d\right) \cdot \left(\left(b + c\right) + d\right) - a \cdot \left(\left(b + c\right) + d\right)\right)\right) \cdot \left(a \cdot a + \left(\left(\left(b + c\right) + d\right) \cdot \left(\left(b + c\right) + d\right) - a \cdot \left(\left(b + c\right) + d\right)\right)\right)}} \cdot 2\]
  15. Applied distribute-rgt-in2.7

    \[\leadsto \frac{\sqrt[3]{\left(\left(\color{blue}{\left(\left(\left(\left(b + c\right) + d\right) \cdot \left(b + c\right)\right) \cdot \left(\left(b + c\right) + d\right) + \left(\left(\left(b + c\right) + d\right) \cdot d\right) \cdot \left(\left(b + c\right) + d\right)\right)} + a \cdot \left(a \cdot a\right)\right) \cdot \left(\left(a + d\right) + \left(b + c\right)\right)\right) \cdot \left(\left(\left(b + c\right) + d\right) \cdot \left(\left(\left(b + c\right) + d\right) \cdot \left(\left(b + c\right) + d\right)\right) + a \cdot \left(a \cdot a\right)\right)}}{\sqrt[3]{\left(a \cdot a + \left(\left(\left(b + c\right) + d\right) \cdot \left(\left(b + c\right) + d\right) - a \cdot \left(\left(b + c\right) + d\right)\right)\right) \cdot \left(a \cdot a + \left(\left(\left(b + c\right) + d\right) \cdot \left(\left(b + c\right) + d\right) - a \cdot \left(\left(b + c\right) + d\right)\right)\right)}} \cdot 2\]
  16. Applied associate-+l+2.7

    \[\leadsto \frac{\sqrt[3]{\left(\color{blue}{\left(\left(\left(\left(b + c\right) + d\right) \cdot \left(b + c\right)\right) \cdot \left(\left(b + c\right) + d\right) + \left(\left(\left(\left(b + c\right) + d\right) \cdot d\right) \cdot \left(\left(b + c\right) + d\right) + a \cdot \left(a \cdot a\right)\right)\right)} \cdot \left(\left(a + d\right) + \left(b + c\right)\right)\right) \cdot \left(\left(\left(b + c\right) + d\right) \cdot \left(\left(\left(b + c\right) + d\right) \cdot \left(\left(b + c\right) + d\right)\right) + a \cdot \left(a \cdot a\right)\right)}}{\sqrt[3]{\left(a \cdot a + \left(\left(\left(b + c\right) + d\right) \cdot \left(\left(b + c\right) + d\right) - a \cdot \left(\left(b + c\right) + d\right)\right)\right) \cdot \left(a \cdot a + \left(\left(\left(b + c\right) + d\right) \cdot \left(\left(b + c\right) + d\right) - a \cdot \left(\left(b + c\right) + d\right)\right)\right)}} \cdot 2\]
  17. Final simplification2.7

    \[\leadsto \frac{\sqrt[3]{\left(\left(\left(\left(d \cdot \left(d + \left(c + b\right)\right)\right) \cdot \left(d + \left(c + b\right)\right) + a \cdot \left(a \cdot a\right)\right) + \left(d + \left(c + b\right)\right) \cdot \left(\left(d + \left(c + b\right)\right) \cdot \left(c + b\right)\right)\right) \cdot \left(\left(d + a\right) + \left(c + b\right)\right)\right) \cdot \left(a \cdot \left(a \cdot a\right) + \left(d + \left(c + b\right)\right) \cdot \left(\left(d + \left(c + b\right)\right) \cdot \left(d + \left(c + b\right)\right)\right)\right)}}{\sqrt[3]{\left(\left(\left(d + \left(c + b\right)\right) \cdot \left(d + \left(c + b\right)\right) - \left(d + \left(c + b\right)\right) \cdot a\right) + a \cdot a\right) \cdot \left(\left(\left(d + \left(c + b\right)\right) \cdot \left(d + \left(c + b\right)\right) - \left(d + \left(c + b\right)\right) \cdot a\right) + a \cdot a\right)}} \cdot 2\]

Reproduce

herbie shell --seed 2019053 
(FPCore (a b c d)
  :name "Expression, p6"
  :pre (and (<= -14 a -13) (<= -3 b -2) (<= 3 c 3.5) (<= 12.5 d 13.5))

  :herbie-target
  (+ (* (+ a b) 2) (* (+ c d) 2))

  (* (+ a (+ b (+ c d))) 2))