| Alternative 1 | |
|---|---|
| Accuracy | 84.0% |
| Cost | 7624 |
(FPCore (a b c) :precision binary64 (/ (+ (- b) (sqrt (- (* b b) (* 4.0 (* a c))))) (* 2.0 a)))
(FPCore (a b c)
:precision binary64
(let* ((t_0 (/ (- (sqrt (+ (* b b) (* (* a c) -4.0))) b) (* a 2.0))))
(if (<= t_0 (- INFINITY))
(/ 0.5 (fma 0.5 (/ a b) (* -0.5 (/ b c))))
(if (<= t_0 -1e-270)
t_0
(if (<= t_0 0.0)
(- (/ c b))
(if (<= t_0 5e+304)
t_0
(/ 0.5 (/ a (- (hypot b (* (sqrt (* c -4.0)) (sqrt a))) b)))))))))double code(double a, double b, double c) {
return (-b + sqrt(((b * b) - (4.0 * (a * c))))) / (2.0 * a);
}
double code(double a, double b, double c) {
double t_0 = (sqrt(((b * b) + ((a * c) * -4.0))) - b) / (a * 2.0);
double tmp;
if (t_0 <= -((double) INFINITY)) {
tmp = 0.5 / fma(0.5, (a / b), (-0.5 * (b / c)));
} else if (t_0 <= -1e-270) {
tmp = t_0;
} else if (t_0 <= 0.0) {
tmp = -(c / b);
} else if (t_0 <= 5e+304) {
tmp = t_0;
} else {
tmp = 0.5 / (a / (hypot(b, (sqrt((c * -4.0)) * sqrt(a))) - b));
}
return tmp;
}
function code(a, b, c) return Float64(Float64(Float64(-b) + sqrt(Float64(Float64(b * b) - Float64(4.0 * Float64(a * c))))) / Float64(2.0 * a)) end
function code(a, b, c) t_0 = Float64(Float64(sqrt(Float64(Float64(b * b) + Float64(Float64(a * c) * -4.0))) - b) / Float64(a * 2.0)) tmp = 0.0 if (t_0 <= Float64(-Inf)) tmp = Float64(0.5 / fma(0.5, Float64(a / b), Float64(-0.5 * Float64(b / c)))); elseif (t_0 <= -1e-270) tmp = t_0; elseif (t_0 <= 0.0) tmp = Float64(-Float64(c / b)); elseif (t_0 <= 5e+304) tmp = t_0; else tmp = Float64(0.5 / Float64(a / Float64(hypot(b, Float64(sqrt(Float64(c * -4.0)) * sqrt(a))) - b))); end return tmp end
code[a_, b_, c_] := N[(N[((-b) + N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(4.0 * N[(a * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]
code[a_, b_, c_] := Block[{t$95$0 = N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] + N[(N[(a * c), $MachinePrecision] * -4.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, (-Infinity)], N[(0.5 / N[(0.5 * N[(a / b), $MachinePrecision] + N[(-0.5 * N[(b / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$0, -1e-270], t$95$0, If[LessEqual[t$95$0, 0.0], (-N[(c / b), $MachinePrecision]), If[LessEqual[t$95$0, 5e+304], t$95$0, N[(0.5 / N[(a / N[(N[Sqrt[b ^ 2 + N[(N[Sqrt[N[(c * -4.0), $MachinePrecision]], $MachinePrecision] * N[Sqrt[a], $MachinePrecision]), $MachinePrecision] ^ 2], $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]]]
\frac{\left(-b\right) + \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{2 \cdot a}
\begin{array}{l}
t_0 := \frac{\sqrt{b \cdot b + \left(a \cdot c\right) \cdot -4} - b}{a \cdot 2}\\
\mathbf{if}\;t_0 \leq -\infty:\\
\;\;\;\;\frac{0.5}{\mathsf{fma}\left(0.5, \frac{a}{b}, -0.5 \cdot \frac{b}{c}\right)}\\
\mathbf{elif}\;t_0 \leq -1 \cdot 10^{-270}:\\
\;\;\;\;t_0\\
\mathbf{elif}\;t_0 \leq 0:\\
\;\;\;\;-\frac{c}{b}\\
\mathbf{elif}\;t_0 \leq 5 \cdot 10^{+304}:\\
\;\;\;\;t_0\\
\mathbf{else}:\\
\;\;\;\;\frac{0.5}{\frac{a}{\mathsf{hypot}\left(b, \sqrt{c \cdot -4} \cdot \sqrt{a}\right) - b}}\\
\end{array}
| Original | 47.2% |
|---|---|
| Target | 67.7% |
| Herbie | 78.0% |
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 4 (*.f64 a c))))) (*.f64 2 a)) < -inf.0Initial program 0.0%
Simplified0.0%
[Start]0.0 | \[ \frac{\left(-b\right) + \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{2 \cdot a}
\] |
|---|---|
/-rgt-identity [<=]0.0 | \[ \frac{\left(-b\right) + \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{\color{blue}{\frac{2 \cdot a}{1}}}
\] |
metadata-eval [<=]0.0 | \[ \frac{\left(-b\right) + \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{\frac{2 \cdot a}{\color{blue}{--1}}}
\] |
*-commutative [=>]0.0 | \[ \frac{\left(-b\right) + \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{\frac{\color{blue}{a \cdot 2}}{--1}}
\] |
associate-/l* [=>]0.0 | \[ \frac{\left(-b\right) + \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{\color{blue}{\frac{a}{\frac{--1}{2}}}}
\] |
associate-/l* [<=]0.0 | \[ \color{blue}{\frac{\left(\left(-b\right) + \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}\right) \cdot \frac{--1}{2}}{a}}
\] |
associate-*r/ [<=]0.0 | \[ \color{blue}{\left(\left(-b\right) + \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}\right) \cdot \frac{\frac{--1}{2}}{a}}
\] |
/-rgt-identity [<=]0.0 | \[ \color{blue}{\frac{\left(-b\right) + \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{1}} \cdot \frac{\frac{--1}{2}}{a}
\] |
metadata-eval [<=]0.0 | \[ \frac{\left(-b\right) + \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{\color{blue}{--1}} \cdot \frac{\frac{--1}{2}}{a}
\] |
Applied egg-rr26.2%
[Start]0.0 | \[ \left(\sqrt{\mathsf{fma}\left(b, b, a \cdot \left(c \cdot -4\right)\right)} - b\right) \cdot \frac{0.5}{a}
\] |
|---|---|
associate-*r/ [=>]0.0 | \[ \color{blue}{\frac{\left(\sqrt{\mathsf{fma}\left(b, b, a \cdot \left(c \cdot -4\right)\right)} - b\right) \cdot 0.5}{a}}
\] |
*-commutative [=>]0.0 | \[ \frac{\color{blue}{0.5 \cdot \left(\sqrt{\mathsf{fma}\left(b, b, a \cdot \left(c \cdot -4\right)\right)} - b\right)}}{a}
\] |
associate-/l* [=>]0.0 | \[ \color{blue}{\frac{0.5}{\frac{a}{\sqrt{\mathsf{fma}\left(b, b, a \cdot \left(c \cdot -4\right)\right)} - b}}}
\] |
fma-udef [=>]0.0 | \[ \frac{0.5}{\frac{a}{\sqrt{\color{blue}{b \cdot b + a \cdot \left(c \cdot -4\right)}} - b}}
\] |
add-sqr-sqrt [=>]0.0 | \[ \frac{0.5}{\frac{a}{\sqrt{b \cdot b + \color{blue}{\sqrt{a \cdot \left(c \cdot -4\right)} \cdot \sqrt{a \cdot \left(c \cdot -4\right)}}} - b}}
\] |
hypot-def [=>]26.2 | \[ \frac{0.5}{\frac{a}{\color{blue}{\mathsf{hypot}\left(b, \sqrt{a \cdot \left(c \cdot -4\right)}\right)} - b}}
\] |
Taylor expanded in b around inf 0.0%
Simplified48.4%
[Start]0.0 | \[ \frac{0.5}{2 \cdot \frac{b}{c \cdot {\left(\sqrt{-4}\right)}^{2}} + 0.5 \cdot \frac{a}{b}}
\] |
|---|---|
+-commutative [=>]0.0 | \[ \frac{0.5}{\color{blue}{0.5 \cdot \frac{a}{b} + 2 \cdot \frac{b}{c \cdot {\left(\sqrt{-4}\right)}^{2}}}}
\] |
fma-def [=>]0.0 | \[ \frac{0.5}{\color{blue}{\mathsf{fma}\left(0.5, \frac{a}{b}, 2 \cdot \frac{b}{c \cdot {\left(\sqrt{-4}\right)}^{2}}\right)}}
\] |
associate-*r/ [=>]0.0 | \[ \frac{0.5}{\mathsf{fma}\left(0.5, \frac{a}{b}, \color{blue}{\frac{2 \cdot b}{c \cdot {\left(\sqrt{-4}\right)}^{2}}}\right)}
\] |
*-commutative [=>]0.0 | \[ \frac{0.5}{\mathsf{fma}\left(0.5, \frac{a}{b}, \frac{2 \cdot b}{\color{blue}{{\left(\sqrt{-4}\right)}^{2} \cdot c}}\right)}
\] |
times-frac [=>]0.0 | \[ \frac{0.5}{\mathsf{fma}\left(0.5, \frac{a}{b}, \color{blue}{\frac{2}{{\left(\sqrt{-4}\right)}^{2}} \cdot \frac{b}{c}}\right)}
\] |
unpow2 [=>]0.0 | \[ \frac{0.5}{\mathsf{fma}\left(0.5, \frac{a}{b}, \frac{2}{\color{blue}{\sqrt{-4} \cdot \sqrt{-4}}} \cdot \frac{b}{c}\right)}
\] |
rem-square-sqrt [=>]48.4 | \[ \frac{0.5}{\mathsf{fma}\left(0.5, \frac{a}{b}, \frac{2}{\color{blue}{-4}} \cdot \frac{b}{c}\right)}
\] |
metadata-eval [=>]48.4 | \[ \frac{0.5}{\mathsf{fma}\left(0.5, \frac{a}{b}, \color{blue}{-0.5} \cdot \frac{b}{c}\right)}
\] |
if -inf.0 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 4 (*.f64 a c))))) (*.f64 2 a)) < -1e-270 or 0.0 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 4 (*.f64 a c))))) (*.f64 2 a)) < 4.9999999999999997e304Initial program 94.2%
if -1e-270 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 4 (*.f64 a c))))) (*.f64 2 a)) < 0.0Initial program 17.2%
Taylor expanded in b around inf 99.3%
Simplified99.3%
[Start]99.3 | \[ -1 \cdot \frac{c}{b}
\] |
|---|---|
associate-*r/ [=>]99.3 | \[ \color{blue}{\frac{-1 \cdot c}{b}}
\] |
neg-mul-1 [<=]99.3 | \[ \frac{\color{blue}{-c}}{b}
\] |
if 4.9999999999999997e304 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 4 (*.f64 a c))))) (*.f64 2 a)) Initial program 0.3%
Simplified0.3%
[Start]0.3 | \[ \frac{\left(-b\right) + \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{2 \cdot a}
\] |
|---|---|
/-rgt-identity [<=]0.3 | \[ \frac{\left(-b\right) + \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{\color{blue}{\frac{2 \cdot a}{1}}}
\] |
metadata-eval [<=]0.3 | \[ \frac{\left(-b\right) + \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{\frac{2 \cdot a}{\color{blue}{--1}}}
\] |
*-commutative [=>]0.3 | \[ \frac{\left(-b\right) + \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{\frac{\color{blue}{a \cdot 2}}{--1}}
\] |
associate-/l* [=>]0.3 | \[ \frac{\left(-b\right) + \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{\color{blue}{\frac{a}{\frac{--1}{2}}}}
\] |
associate-/l* [<=]0.3 | \[ \color{blue}{\frac{\left(\left(-b\right) + \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}\right) \cdot \frac{--1}{2}}{a}}
\] |
associate-*r/ [<=]0.3 | \[ \color{blue}{\left(\left(-b\right) + \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}\right) \cdot \frac{\frac{--1}{2}}{a}}
\] |
/-rgt-identity [<=]0.3 | \[ \color{blue}{\frac{\left(-b\right) + \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{1}} \cdot \frac{\frac{--1}{2}}{a}
\] |
metadata-eval [<=]0.3 | \[ \frac{\left(-b\right) + \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{\color{blue}{--1}} \cdot \frac{\frac{--1}{2}}{a}
\] |
Applied egg-rr24.0%
[Start]0.3 | \[ \left(\sqrt{\mathsf{fma}\left(b, b, a \cdot \left(c \cdot -4\right)\right)} - b\right) \cdot \frac{0.5}{a}
\] |
|---|---|
associate-*r/ [=>]0.3 | \[ \color{blue}{\frac{\left(\sqrt{\mathsf{fma}\left(b, b, a \cdot \left(c \cdot -4\right)\right)} - b\right) \cdot 0.5}{a}}
\] |
*-commutative [=>]0.3 | \[ \frac{\color{blue}{0.5 \cdot \left(\sqrt{\mathsf{fma}\left(b, b, a \cdot \left(c \cdot -4\right)\right)} - b\right)}}{a}
\] |
associate-/l* [=>]0.3 | \[ \color{blue}{\frac{0.5}{\frac{a}{\sqrt{\mathsf{fma}\left(b, b, a \cdot \left(c \cdot -4\right)\right)} - b}}}
\] |
fma-udef [=>]0.3 | \[ \frac{0.5}{\frac{a}{\sqrt{\color{blue}{b \cdot b + a \cdot \left(c \cdot -4\right)}} - b}}
\] |
add-sqr-sqrt [=>]0.2 | \[ \frac{0.5}{\frac{a}{\sqrt{b \cdot b + \color{blue}{\sqrt{a \cdot \left(c \cdot -4\right)} \cdot \sqrt{a \cdot \left(c \cdot -4\right)}}} - b}}
\] |
hypot-def [=>]24.0 | \[ \frac{0.5}{\frac{a}{\color{blue}{\mathsf{hypot}\left(b, \sqrt{a \cdot \left(c \cdot -4\right)}\right)} - b}}
\] |
Applied egg-rr44.4%
[Start]24.0 | \[ \frac{0.5}{\frac{a}{\mathsf{hypot}\left(b, \sqrt{a \cdot \left(c \cdot -4\right)}\right) - b}}
\] |
|---|---|
sqrt-prod [=>]44.4 | \[ \frac{0.5}{\frac{a}{\mathsf{hypot}\left(b, \color{blue}{\sqrt{a} \cdot \sqrt{c \cdot -4}}\right) - b}}
\] |
*-commutative [=>]44.4 | \[ \frac{0.5}{\frac{a}{\mathsf{hypot}\left(b, \color{blue}{\sqrt{c \cdot -4} \cdot \sqrt{a}}\right) - b}}
\] |
Final simplification78.0%
| Alternative 1 | |
|---|---|
| Accuracy | 84.0% |
| Cost | 7624 |
| Alternative 2 | |
|---|---|
| Accuracy | 84.1% |
| Cost | 7624 |
| Alternative 3 | |
|---|---|
| Accuracy | 79.1% |
| Cost | 7368 |
| Alternative 4 | |
|---|---|
| Accuracy | 79.0% |
| Cost | 7368 |
| Alternative 5 | |
|---|---|
| Accuracy | 64.6% |
| Cost | 580 |
| Alternative 6 | |
|---|---|
| Accuracy | 38.3% |
| Cost | 388 |
| Alternative 7 | |
|---|---|
| Accuracy | 64.6% |
| Cost | 388 |
| Alternative 8 | |
|---|---|
| Accuracy | 11.7% |
| Cost | 192 |
herbie shell --seed 2023137
(FPCore (a b c)
:name "quadp (p42, positive)"
:precision binary64
:herbie-target
(if (< b 0.0) (/ (+ (- b) (sqrt (- (* b b) (* 4.0 (* a c))))) (* 2.0 a)) (/ c (* a (/ (- (- b) (sqrt (- (* b b) (* 4.0 (* a c))))) (* 2.0 a)))))
(/ (+ (- b) (sqrt (- (* b b) (* 4.0 (* a c))))) (* 2.0 a)))