| Alternative 1 | |
|---|---|
| Accuracy | 91.0% |
| Cost | 14788 |
(FPCore (a b c) :precision binary64 (/ (+ (- b) (sqrt (- (* b b) (* (* 3.0 a) c)))) (* 3.0 a)))
(FPCore (a b c) :precision binary64 (/ (- c) (+ b (sqrt (fma a (* c -3.0) (* b b))))))
double code(double a, double b, double c) {
return (-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a);
}
double code(double a, double b, double c) {
return -c / (b + sqrt(fma(a, (c * -3.0), (b * b))));
}
function code(a, b, c) return Float64(Float64(Float64(-b) + sqrt(Float64(Float64(b * b) - Float64(Float64(3.0 * a) * c)))) / Float64(3.0 * a)) end
function code(a, b, c) return Float64(Float64(-c) / Float64(b + sqrt(fma(a, Float64(c * -3.0), Float64(b * b))))) end
code[a_, b_, c_] := N[(N[((-b) + N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(3.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision]
code[a_, b_, c_] := N[((-c) / N[(b + N[Sqrt[N[(a * N[(c * -3.0), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}
\frac{-c}{b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}
Initial program 31.5%
Simplified31.5%
[Start]31.5 | \[ \frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}
\] |
|---|---|
*-lft-identity [<=]31.5 | \[ \color{blue}{1 \cdot \frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}}
\] |
metadata-eval [<=]31.5 | \[ \color{blue}{\frac{-1}{-1}} \cdot \frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}
\] |
times-frac [<=]31.5 | \[ \color{blue}{\frac{-1 \cdot \left(\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}\right)}{-1 \cdot \left(3 \cdot a\right)}}
\] |
neg-mul-1 [<=]31.5 | \[ \frac{-1 \cdot \left(\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}\right)}{\color{blue}{-3 \cdot a}}
\] |
distribute-rgt-neg-in [=>]31.5 | \[ \frac{-1 \cdot \left(\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}\right)}{\color{blue}{3 \cdot \left(-a\right)}}
\] |
times-frac [=>]31.5 | \[ \color{blue}{\frac{-1}{3} \cdot \frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{-a}}
\] |
*-commutative [=>]31.5 | \[ \color{blue}{\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{-a} \cdot \frac{-1}{3}}
\] |
Applied egg-rr31.1%
[Start]31.5 | \[ \frac{b - \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a} \cdot -0.3333333333333333
\] |
|---|---|
div-sub [=>]31.1 | \[ \color{blue}{\left(\frac{b}{a} - \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}\right)} \cdot -0.3333333333333333
\] |
flip-- [=>]31.1 | \[ \color{blue}{\frac{\frac{b}{a} \cdot \frac{b}{a} - \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a} \cdot \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}}{\frac{b}{a} + \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}}} \cdot -0.3333333333333333
\] |
associate-*l/ [=>]31.1 | \[ \color{blue}{\frac{\left(\frac{b}{a} \cdot \frac{b}{a} - \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a} \cdot \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}\right) \cdot -0.3333333333333333}{\frac{b}{a} + \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}}}
\] |
Simplified32.2%
[Start]31.1 | \[ \frac{\left(\frac{b}{a} \cdot \frac{b}{a} - \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a} \cdot \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}\right) \cdot -0.3333333333333333}{\frac{b}{a} + \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}}
\] |
|---|---|
associate-/l* [=>]31.1 | \[ \color{blue}{\frac{\frac{b}{a} \cdot \frac{b}{a} - \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a} \cdot \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}}{\frac{\frac{b}{a} + \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}}{-0.3333333333333333}}}
\] |
associate-/r/ [=>]31.1 | \[ \color{blue}{\frac{\frac{b}{a} \cdot \frac{b}{a} - \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a} \cdot \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}}{\frac{b}{a} + \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}} \cdot -0.3333333333333333}
\] |
Taylor expanded in b around 0 99.1%
Applied egg-rr37.8%
[Start]99.1 | \[ \frac{3 \cdot \frac{c}{a}}{\frac{b}{a} + \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}} \cdot -0.3333333333333333
\] |
|---|---|
expm1-log1p-u [=>]84.3 | \[ \color{blue}{\mathsf{expm1}\left(\mathsf{log1p}\left(\frac{3 \cdot \frac{c}{a}}{\frac{b}{a} + \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}} \cdot -0.3333333333333333\right)\right)}
\] |
expm1-udef [=>]37.7 | \[ \color{blue}{e^{\mathsf{log1p}\left(\frac{3 \cdot \frac{c}{a}}{\frac{b}{a} + \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}} \cdot -0.3333333333333333\right)} - 1}
\] |
associate-*l/ [=>]37.7 | \[ e^{\mathsf{log1p}\left(\color{blue}{\frac{\left(3 \cdot \frac{c}{a}\right) \cdot -0.3333333333333333}{\frac{b}{a} + \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}}}\right)} - 1
\] |
*-commutative [=>]37.7 | \[ e^{\mathsf{log1p}\left(\frac{\color{blue}{\left(\frac{c}{a} \cdot 3\right)} \cdot -0.3333333333333333}{\frac{b}{a} + \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}}\right)} - 1
\] |
associate-*l* [=>]37.8 | \[ e^{\mathsf{log1p}\left(\frac{\color{blue}{\frac{c}{a} \cdot \left(3 \cdot -0.3333333333333333\right)}}{\frac{b}{a} + \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}}\right)} - 1
\] |
metadata-eval [=>]37.8 | \[ e^{\mathsf{log1p}\left(\frac{\frac{c}{a} \cdot \color{blue}{-1}}{\frac{b}{a} + \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}}\right)} - 1
\] |
Simplified99.4%
[Start]37.8 | \[ e^{\mathsf{log1p}\left(\frac{\frac{c}{a} \cdot -1}{\frac{b}{a} + \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}}\right)} - 1
\] |
|---|---|
expm1-def [=>]84.5 | \[ \color{blue}{\mathsf{expm1}\left(\mathsf{log1p}\left(\frac{\frac{c}{a} \cdot -1}{\frac{b}{a} + \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}}\right)\right)}
\] |
expm1-log1p [=>]99.4 | \[ \color{blue}{\frac{\frac{c}{a} \cdot -1}{\frac{b}{a} + \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}}}
\] |
/-rgt-identity [<=]99.4 | \[ \frac{\color{blue}{\frac{\frac{c}{a} \cdot -1}{1}}}{\frac{b}{a} + \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}}
\] |
associate-/l* [=>]99.4 | \[ \frac{\color{blue}{\frac{\frac{c}{a}}{\frac{1}{-1}}}}{\frac{b}{a} + \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}}
\] |
metadata-eval [=>]99.4 | \[ \frac{\frac{\frac{c}{a}}{\color{blue}{-1}}}{\frac{b}{a} + \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}}
\] |
associate-/l/ [=>]99.4 | \[ \color{blue}{\frac{\frac{c}{a}}{\left(\frac{b}{a} + \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}\right) \cdot -1}}
\] |
*-commutative [<=]99.4 | \[ \frac{\frac{c}{a}}{\color{blue}{-1 \cdot \left(\frac{b}{a} + \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}\right)}}
\] |
neg-mul-1 [<=]99.4 | \[ \frac{\frac{c}{a}}{\color{blue}{-\left(\frac{b}{a} + \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}\right)}}
\] |
*-lft-identity [<=]99.4 | \[ \frac{\frac{c}{a}}{-\color{blue}{1 \cdot \left(\frac{b}{a} + \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}\right)}}
\] |
distribute-rgt-in [=>]99.4 | \[ \frac{\frac{c}{a}}{-\color{blue}{\left(\frac{b}{a} \cdot 1 + \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a} \cdot 1\right)}}
\] |
*-commutative [<=]99.4 | \[ \frac{\frac{c}{a}}{-\left(\color{blue}{1 \cdot \frac{b}{a}} + \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a} \cdot 1\right)}
\] |
associate-*r/ [=>]99.4 | \[ \frac{\frac{c}{a}}{-\left(\color{blue}{\frac{1 \cdot b}{a}} + \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a} \cdot 1\right)}
\] |
associate-*l/ [<=]99.3 | \[ \frac{\frac{c}{a}}{-\left(\color{blue}{\frac{1}{a} \cdot b} + \frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a} \cdot 1\right)}
\] |
associate-*l/ [=>]99.3 | \[ \frac{\frac{c}{a}}{-\left(\frac{1}{a} \cdot b + \color{blue}{\frac{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)} \cdot 1}{a}}\right)}
\] |
associate-*r/ [<=]99.3 | \[ \frac{\frac{c}{a}}{-\left(\frac{1}{a} \cdot b + \color{blue}{\sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)} \cdot \frac{1}{a}}\right)}
\] |
*-commutative [<=]99.3 | \[ \frac{\frac{c}{a}}{-\left(\frac{1}{a} \cdot b + \color{blue}{\frac{1}{a} \cdot \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}\right)}
\] |
distribute-lft-in [<=]99.3 | \[ \frac{\frac{c}{a}}{-\color{blue}{\frac{1}{a} \cdot \left(b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}\right)}}
\] |
Applied egg-rr99.4%
[Start]99.4 | \[ \frac{\frac{c}{a}}{-\frac{b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}}
\] |
|---|---|
*-un-lft-identity [=>]99.4 | \[ \frac{\color{blue}{1 \cdot \frac{c}{a}}}{-\frac{b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}}
\] |
neg-mul-1 [=>]99.4 | \[ \frac{1 \cdot \frac{c}{a}}{\color{blue}{-1 \cdot \frac{b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}}}
\] |
times-frac [=>]99.4 | \[ \color{blue}{\frac{1}{-1} \cdot \frac{\frac{c}{a}}{\frac{b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}}}
\] |
metadata-eval [=>]99.4 | \[ \color{blue}{-1} \cdot \frac{\frac{c}{a}}{\frac{b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}}
\] |
add-sqr-sqrt [=>]99.0 | \[ -1 \cdot \frac{\frac{c}{a}}{\color{blue}{\sqrt{\frac{b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}} \cdot \sqrt{\frac{b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}}}}
\] |
sqrt-unprod [=>]99.4 | \[ -1 \cdot \frac{\frac{c}{a}}{\color{blue}{\sqrt{\frac{b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a} \cdot \frac{b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}}}}
\] |
sqr-neg [<=]99.4 | \[ -1 \cdot \frac{\frac{c}{a}}{\sqrt{\color{blue}{\left(-\frac{b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}\right) \cdot \left(-\frac{b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}\right)}}}
\] |
sqrt-unprod [<=]0.0 | \[ -1 \cdot \frac{\frac{c}{a}}{\color{blue}{\sqrt{-\frac{b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}} \cdot \sqrt{-\frac{b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}}}}
\] |
add-sqr-sqrt [<=]1.6 | \[ -1 \cdot \frac{\frac{c}{a}}{\color{blue}{-\frac{b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}}}
\] |
div-inv [=>]1.6 | \[ -1 \cdot \color{blue}{\left(\frac{c}{a} \cdot \frac{1}{-\frac{b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}}\right)}
\] |
Simplified99.8%
[Start]99.4 | \[ -1 \cdot \left(\frac{c}{a} \cdot \frac{a}{b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}\right)
\] |
|---|---|
mul-1-neg [=>]99.4 | \[ \color{blue}{-\frac{c}{a} \cdot \frac{a}{b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}}
\] |
associate-*l/ [=>]99.3 | \[ -\color{blue}{\frac{c \cdot \frac{a}{b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}}{a}}
\] |
*-rgt-identity [<=]99.3 | \[ -\frac{c \cdot \color{blue}{\left(\frac{a}{b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}} \cdot 1\right)}}{a}
\] |
associate-*r/ [<=]99.3 | \[ -\color{blue}{c \cdot \frac{\frac{a}{b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}} \cdot 1}{a}}
\] |
associate-*r/ [<=]99.2 | \[ -c \cdot \color{blue}{\left(\frac{a}{b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}} \cdot \frac{1}{a}\right)}
\] |
*-commutative [<=]99.2 | \[ -c \cdot \color{blue}{\left(\frac{1}{a} \cdot \frac{a}{b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}\right)}
\] |
associate-*r/ [=>]99.4 | \[ -c \cdot \color{blue}{\frac{\frac{1}{a} \cdot a}{b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}}
\] |
associate-/l* [=>]99.3 | \[ -c \cdot \color{blue}{\frac{\frac{1}{a}}{\frac{b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}}}
\] |
/-rgt-identity [<=]99.3 | \[ -\color{blue}{\frac{c \cdot \frac{\frac{1}{a}}{\frac{b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}}}{1}}
\] |
associate-/l* [=>]99.3 | \[ -\color{blue}{\frac{c}{\frac{1}{\frac{\frac{1}{a}}{\frac{b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}{a}}}}}
\] |
associate-/l* [<=]99.5 | \[ -\frac{c}{\frac{1}{\color{blue}{\frac{\frac{1}{a} \cdot a}{b + \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}}}}}
\] |
Final simplification99.8%
| Alternative 1 | |
|---|---|
| Accuracy | 91.0% |
| Cost | 14788 |
| Alternative 2 | |
|---|---|
| Accuracy | 99.4% |
| Cost | 7552 |
| Alternative 3 | |
|---|---|
| Accuracy | 90.7% |
| Cost | 960 |
| Alternative 4 | |
|---|---|
| Accuracy | 90.8% |
| Cost | 960 |
| Alternative 5 | |
|---|---|
| Accuracy | 81.2% |
| Cost | 320 |
herbie shell --seed 2023135
(FPCore (a b c)
:name "Cubic critical, medium range"
:precision binary64
:pre (and (and (and (< 1.1102230246251565e-16 a) (< a 9007199254740992.0)) (and (< 1.1102230246251565e-16 b) (< b 9007199254740992.0))) (and (< 1.1102230246251565e-16 c) (< c 9007199254740992.0)))
(/ (+ (- b) (sqrt (- (* b b) (* (* 3.0 a) c)))) (* 3.0 a)))