| Alternative 1 | |
|---|---|
| Accuracy | 95.6% |
| Cost | 39616 |
(FPCore (g h a) :precision binary64 (+ (cbrt (* (/ 1.0 (* 2.0 a)) (+ (- g) (sqrt (- (* g g) (* h h)))))) (cbrt (* (/ 1.0 (* 2.0 a)) (- (- g) (sqrt (- (* g g) (* h h))))))))
(FPCore (g h a) :precision binary64 (+ (/ 1.0 (/ (cbrt (+ a a)) (cbrt (pow (sqrt (- (hypot g h) g)) 2.0)))) (* (cbrt (+ g (hypot g h))) (cbrt (/ -0.5 a)))))
double code(double g, double h, double a) {
return cbrt(((1.0 / (2.0 * a)) * (-g + sqrt(((g * g) - (h * h)))))) + cbrt(((1.0 / (2.0 * a)) * (-g - sqrt(((g * g) - (h * h))))));
}
double code(double g, double h, double a) {
return (1.0 / (cbrt((a + a)) / cbrt(pow(sqrt((hypot(g, h) - g)), 2.0)))) + (cbrt((g + hypot(g, h))) * cbrt((-0.5 / a)));
}
public static double code(double g, double h, double a) {
return Math.cbrt(((1.0 / (2.0 * a)) * (-g + Math.sqrt(((g * g) - (h * h)))))) + Math.cbrt(((1.0 / (2.0 * a)) * (-g - Math.sqrt(((g * g) - (h * h))))));
}
public static double code(double g, double h, double a) {
return (1.0 / (Math.cbrt((a + a)) / Math.cbrt(Math.pow(Math.sqrt((Math.hypot(g, h) - g)), 2.0)))) + (Math.cbrt((g + Math.hypot(g, h))) * Math.cbrt((-0.5 / a)));
}
function code(g, h, a) return Float64(cbrt(Float64(Float64(1.0 / Float64(2.0 * a)) * Float64(Float64(-g) + sqrt(Float64(Float64(g * g) - Float64(h * h)))))) + cbrt(Float64(Float64(1.0 / Float64(2.0 * a)) * Float64(Float64(-g) - sqrt(Float64(Float64(g * g) - Float64(h * h))))))) end
function code(g, h, a) return Float64(Float64(1.0 / Float64(cbrt(Float64(a + a)) / cbrt((sqrt(Float64(hypot(g, h) - g)) ^ 2.0)))) + Float64(cbrt(Float64(g + hypot(g, h))) * cbrt(Float64(-0.5 / a)))) end
code[g_, h_, a_] := N[(N[Power[N[(N[(1.0 / N[(2.0 * a), $MachinePrecision]), $MachinePrecision] * N[((-g) + N[Sqrt[N[(N[(g * g), $MachinePrecision] - N[(h * h), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision] + N[Power[N[(N[(1.0 / N[(2.0 * a), $MachinePrecision]), $MachinePrecision] * N[((-g) - N[Sqrt[N[(N[(g * g), $MachinePrecision] - N[(h * h), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision]), $MachinePrecision]
code[g_, h_, a_] := N[(N[(1.0 / N[(N[Power[N[(a + a), $MachinePrecision], 1/3], $MachinePrecision] / N[Power[N[Power[N[Sqrt[N[(N[Sqrt[g ^ 2 + h ^ 2], $MachinePrecision] - g), $MachinePrecision]], $MachinePrecision], 2.0], $MachinePrecision], 1/3], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[Power[N[(g + N[Sqrt[g ^ 2 + h ^ 2], $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision] * N[Power[N[(-0.5 / a), $MachinePrecision], 1/3], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\sqrt[3]{\frac{1}{2 \cdot a} \cdot \left(\left(-g\right) + \sqrt{g \cdot g - h \cdot h}\right)} + \sqrt[3]{\frac{1}{2 \cdot a} \cdot \left(\left(-g\right) - \sqrt{g \cdot g - h \cdot h}\right)}
\frac{1}{\frac{\sqrt[3]{a + a}}{\sqrt[3]{{\left(\sqrt{\mathsf{hypot}\left(g, h\right) - g}\right)}^{2}}}} + \sqrt[3]{g + \mathsf{hypot}\left(g, h\right)} \cdot \sqrt[3]{\frac{-0.5}{a}}
Results
Initial program 43.6%
Simplified43.7%
[Start]43.6 | \[ \sqrt[3]{\frac{1}{2 \cdot a} \cdot \left(\left(-g\right) + \sqrt{g \cdot g - h \cdot h}\right)} + \sqrt[3]{\frac{1}{2 \cdot a} \cdot \left(\left(-g\right) - \sqrt{g \cdot g - h \cdot h}\right)}
\] |
|---|---|
associate-/r* [=>]43.7 | \[ \sqrt[3]{\color{blue}{\frac{\frac{1}{2}}{a}} \cdot \left(\left(-g\right) + \sqrt{g \cdot g - h \cdot h}\right)} + \sqrt[3]{\frac{1}{2 \cdot a} \cdot \left(\left(-g\right) - \sqrt{g \cdot g - h \cdot h}\right)}
\] |
metadata-eval [=>]43.7 | \[ \sqrt[3]{\frac{\color{blue}{0.5}}{a} \cdot \left(\left(-g\right) + \sqrt{g \cdot g - h \cdot h}\right)} + \sqrt[3]{\frac{1}{2 \cdot a} \cdot \left(\left(-g\right) - \sqrt{g \cdot g - h \cdot h}\right)}
\] |
+-commutative [=>]43.7 | \[ \sqrt[3]{\frac{0.5}{a} \cdot \color{blue}{\left(\sqrt{g \cdot g - h \cdot h} + \left(-g\right)\right)}} + \sqrt[3]{\frac{1}{2 \cdot a} \cdot \left(\left(-g\right) - \sqrt{g \cdot g - h \cdot h}\right)}
\] |
unsub-neg [=>]43.7 | \[ \sqrt[3]{\frac{0.5}{a} \cdot \color{blue}{\left(\sqrt{g \cdot g - h \cdot h} - g\right)}} + \sqrt[3]{\frac{1}{2 \cdot a} \cdot \left(\left(-g\right) - \sqrt{g \cdot g - h \cdot h}\right)}
\] |
fma-neg [=>]43.7 | \[ \sqrt[3]{\frac{0.5}{a} \cdot \left(\sqrt{\color{blue}{\mathsf{fma}\left(g, g, -h \cdot h\right)}} - g\right)} + \sqrt[3]{\frac{1}{2 \cdot a} \cdot \left(\left(-g\right) - \sqrt{g \cdot g - h \cdot h}\right)}
\] |
sub-neg [=>]43.7 | \[ \sqrt[3]{\frac{0.5}{a} \cdot \left(\sqrt{\mathsf{fma}\left(g, g, -h \cdot h\right)} - g\right)} + \sqrt[3]{\frac{1}{2 \cdot a} \cdot \color{blue}{\left(\left(-g\right) + \left(-\sqrt{g \cdot g - h \cdot h}\right)\right)}}
\] |
distribute-neg-out [=>]43.7 | \[ \sqrt[3]{\frac{0.5}{a} \cdot \left(\sqrt{\mathsf{fma}\left(g, g, -h \cdot h\right)} - g\right)} + \sqrt[3]{\frac{1}{2 \cdot a} \cdot \color{blue}{\left(-\left(g + \sqrt{g \cdot g - h \cdot h}\right)\right)}}
\] |
neg-mul-1 [=>]43.7 | \[ \sqrt[3]{\frac{0.5}{a} \cdot \left(\sqrt{\mathsf{fma}\left(g, g, -h \cdot h\right)} - g\right)} + \sqrt[3]{\frac{1}{2 \cdot a} \cdot \color{blue}{\left(-1 \cdot \left(g + \sqrt{g \cdot g - h \cdot h}\right)\right)}}
\] |
associate-*r* [=>]43.7 | \[ \sqrt[3]{\frac{0.5}{a} \cdot \left(\sqrt{\mathsf{fma}\left(g, g, -h \cdot h\right)} - g\right)} + \sqrt[3]{\color{blue}{\left(\frac{1}{2 \cdot a} \cdot -1\right) \cdot \left(g + \sqrt{g \cdot g - h \cdot h}\right)}}
\] |
Applied egg-rr28.8%
[Start]43.7 | \[ \sqrt[3]{\frac{0.5}{a} \cdot \left(\sqrt{\mathsf{fma}\left(g, g, -h \cdot h\right)} - g\right)} + \sqrt[3]{\frac{g + \sqrt{\mathsf{fma}\left(g, g, -h \cdot h\right)}}{\frac{a}{-0.5}}}
\] |
|---|---|
expm1-log1p-u [=>]37.8 | \[ \color{blue}{\mathsf{expm1}\left(\mathsf{log1p}\left(\sqrt[3]{\frac{0.5}{a} \cdot \left(\sqrt{\mathsf{fma}\left(g, g, -h \cdot h\right)} - g\right)}\right)\right)} + \sqrt[3]{\frac{g + \sqrt{\mathsf{fma}\left(g, g, -h \cdot h\right)}}{\frac{a}{-0.5}}}
\] |
expm1-udef [=>]28.8 | \[ \color{blue}{\left(e^{\mathsf{log1p}\left(\sqrt[3]{\frac{0.5}{a} \cdot \left(\sqrt{\mathsf{fma}\left(g, g, -h \cdot h\right)} - g\right)}\right)} - 1\right)} + \sqrt[3]{\frac{g + \sqrt{\mathsf{fma}\left(g, g, -h \cdot h\right)}}{\frac{a}{-0.5}}}
\] |
Simplified43.4%
[Start]28.8 | \[ \left(e^{\mathsf{log1p}\left(\sqrt[3]{0.5 \cdot \frac{\mathsf{hypot}\left(g, h\right) - g}{a}}\right)} - 1\right) + \sqrt[3]{\frac{g + \sqrt{\mathsf{fma}\left(g, g, -h \cdot h\right)}}{\frac{a}{-0.5}}}
\] |
|---|---|
expm1-def [=>]37.7 | \[ \color{blue}{\mathsf{expm1}\left(\mathsf{log1p}\left(\sqrt[3]{0.5 \cdot \frac{\mathsf{hypot}\left(g, h\right) - g}{a}}\right)\right)} + \sqrt[3]{\frac{g + \sqrt{\mathsf{fma}\left(g, g, -h \cdot h\right)}}{\frac{a}{-0.5}}}
\] |
expm1-log1p [=>]43.4 | \[ \color{blue}{\sqrt[3]{0.5 \cdot \frac{\mathsf{hypot}\left(g, h\right) - g}{a}}} + \sqrt[3]{\frac{g + \sqrt{\mathsf{fma}\left(g, g, -h \cdot h\right)}}{\frac{a}{-0.5}}}
\] |
associate-*r/ [=>]43.4 | \[ \sqrt[3]{\color{blue}{\frac{0.5 \cdot \left(\mathsf{hypot}\left(g, h\right) - g\right)}{a}}} + \sqrt[3]{\frac{g + \sqrt{\mathsf{fma}\left(g, g, -h \cdot h\right)}}{\frac{a}{-0.5}}}
\] |
*-commutative [=>]43.4 | \[ \sqrt[3]{\frac{\color{blue}{\left(\mathsf{hypot}\left(g, h\right) - g\right) \cdot 0.5}}{a}} + \sqrt[3]{\frac{g + \sqrt{\mathsf{fma}\left(g, g, -h \cdot h\right)}}{\frac{a}{-0.5}}}
\] |
associate-/l* [=>]43.4 | \[ \sqrt[3]{\color{blue}{\frac{\mathsf{hypot}\left(g, h\right) - g}{\frac{a}{0.5}}}} + \sqrt[3]{\frac{g + \sqrt{\mathsf{fma}\left(g, g, -h \cdot h\right)}}{\frac{a}{-0.5}}}
\] |
Applied egg-rr84.4%
[Start]43.4 | \[ \sqrt[3]{\frac{\mathsf{hypot}\left(g, h\right) - g}{\frac{a}{0.5}}} + \sqrt[3]{\frac{g + \sqrt{\mathsf{fma}\left(g, g, -h \cdot h\right)}}{\frac{a}{-0.5}}}
\] |
|---|---|
div-inv [=>]43.4 | \[ \sqrt[3]{\frac{\mathsf{hypot}\left(g, h\right) - g}{\frac{a}{0.5}}} + \sqrt[3]{\color{blue}{\left(g + \sqrt{\mathsf{fma}\left(g, g, -h \cdot h\right)}\right) \cdot \frac{1}{\frac{a}{-0.5}}}}
\] |
cbrt-prod [=>]46.6 | \[ \sqrt[3]{\frac{\mathsf{hypot}\left(g, h\right) - g}{\frac{a}{0.5}}} + \color{blue}{\sqrt[3]{g + \sqrt{\mathsf{fma}\left(g, g, -h \cdot h\right)}} \cdot \sqrt[3]{\frac{1}{\frac{a}{-0.5}}}}
\] |
fma-udef [=>]46.6 | \[ \sqrt[3]{\frac{\mathsf{hypot}\left(g, h\right) - g}{\frac{a}{0.5}}} + \sqrt[3]{g + \sqrt{\color{blue}{g \cdot g + \left(-h \cdot h\right)}}} \cdot \sqrt[3]{\frac{1}{\frac{a}{-0.5}}}
\] |
add-sqr-sqrt [=>]23.6 | \[ \sqrt[3]{\frac{\mathsf{hypot}\left(g, h\right) - g}{\frac{a}{0.5}}} + \sqrt[3]{g + \sqrt{g \cdot g + \color{blue}{\sqrt{-h \cdot h} \cdot \sqrt{-h \cdot h}}}} \cdot \sqrt[3]{\frac{1}{\frac{a}{-0.5}}}
\] |
sqrt-unprod [=>]45.4 | \[ \sqrt[3]{\frac{\mathsf{hypot}\left(g, h\right) - g}{\frac{a}{0.5}}} + \sqrt[3]{g + \sqrt{g \cdot g + \color{blue}{\sqrt{\left(-h \cdot h\right) \cdot \left(-h \cdot h\right)}}}} \cdot \sqrt[3]{\frac{1}{\frac{a}{-0.5}}}
\] |
sqr-neg [=>]45.4 | \[ \sqrt[3]{\frac{\mathsf{hypot}\left(g, h\right) - g}{\frac{a}{0.5}}} + \sqrt[3]{g + \sqrt{g \cdot g + \sqrt{\color{blue}{\left(h \cdot h\right) \cdot \left(h \cdot h\right)}}}} \cdot \sqrt[3]{\frac{1}{\frac{a}{-0.5}}}
\] |
sqrt-unprod [<=]46.5 | \[ \sqrt[3]{\frac{\mathsf{hypot}\left(g, h\right) - g}{\frac{a}{0.5}}} + \sqrt[3]{g + \sqrt{g \cdot g + \color{blue}{\sqrt{h \cdot h} \cdot \sqrt{h \cdot h}}}} \cdot \sqrt[3]{\frac{1}{\frac{a}{-0.5}}}
\] |
add-sqr-sqrt [<=]46.5 | \[ \sqrt[3]{\frac{\mathsf{hypot}\left(g, h\right) - g}{\frac{a}{0.5}}} + \sqrt[3]{g + \sqrt{g \cdot g + \color{blue}{h \cdot h}}} \cdot \sqrt[3]{\frac{1}{\frac{a}{-0.5}}}
\] |
hypot-udef [<=]84.4 | \[ \sqrt[3]{\frac{\mathsf{hypot}\left(g, h\right) - g}{\frac{a}{0.5}}} + \sqrt[3]{g + \color{blue}{\mathsf{hypot}\left(g, h\right)}} \cdot \sqrt[3]{\frac{1}{\frac{a}{-0.5}}}
\] |
clear-num [<=]84.4 | \[ \sqrt[3]{\frac{\mathsf{hypot}\left(g, h\right) - g}{\frac{a}{0.5}}} + \sqrt[3]{g + \mathsf{hypot}\left(g, h\right)} \cdot \sqrt[3]{\color{blue}{\frac{-0.5}{a}}}
\] |
Applied egg-rr95.6%
[Start]84.4 | \[ \sqrt[3]{\frac{\mathsf{hypot}\left(g, h\right) - g}{\frac{a}{0.5}}} + \sqrt[3]{g + \mathsf{hypot}\left(g, h\right)} \cdot \sqrt[3]{\frac{-0.5}{a}}
\] |
|---|---|
cbrt-div [=>]95.6 | \[ \color{blue}{\frac{\sqrt[3]{\mathsf{hypot}\left(g, h\right) - g}}{\sqrt[3]{\frac{a}{0.5}}}} + \sqrt[3]{g + \mathsf{hypot}\left(g, h\right)} \cdot \sqrt[3]{\frac{-0.5}{a}}
\] |
clear-num [=>]95.6 | \[ \color{blue}{\frac{1}{\frac{\sqrt[3]{\frac{a}{0.5}}}{\sqrt[3]{\mathsf{hypot}\left(g, h\right) - g}}}} + \sqrt[3]{g + \mathsf{hypot}\left(g, h\right)} \cdot \sqrt[3]{\frac{-0.5}{a}}
\] |
add-log-exp [=>]28.3 | \[ \frac{1}{\frac{\sqrt[3]{\color{blue}{\log \left(e^{\frac{a}{0.5}}\right)}}}{\sqrt[3]{\mathsf{hypot}\left(g, h\right) - g}}} + \sqrt[3]{g + \mathsf{hypot}\left(g, h\right)} \cdot \sqrt[3]{\frac{-0.5}{a}}
\] |
div-inv [=>]28.3 | \[ \frac{1}{\frac{\sqrt[3]{\log \left(e^{\color{blue}{a \cdot \frac{1}{0.5}}}\right)}}{\sqrt[3]{\mathsf{hypot}\left(g, h\right) - g}}} + \sqrt[3]{g + \mathsf{hypot}\left(g, h\right)} \cdot \sqrt[3]{\frac{-0.5}{a}}
\] |
metadata-eval [=>]28.3 | \[ \frac{1}{\frac{\sqrt[3]{\log \left(e^{a \cdot \color{blue}{2}}\right)}}{\sqrt[3]{\mathsf{hypot}\left(g, h\right) - g}}} + \sqrt[3]{g + \mathsf{hypot}\left(g, h\right)} \cdot \sqrt[3]{\frac{-0.5}{a}}
\] |
exp-lft-sqr [=>]28.2 | \[ \frac{1}{\frac{\sqrt[3]{\log \color{blue}{\left(e^{a} \cdot e^{a}\right)}}}{\sqrt[3]{\mathsf{hypot}\left(g, h\right) - g}}} + \sqrt[3]{g + \mathsf{hypot}\left(g, h\right)} \cdot \sqrt[3]{\frac{-0.5}{a}}
\] |
log-prod [=>]28.2 | \[ \frac{1}{\frac{\sqrt[3]{\color{blue}{\log \left(e^{a}\right) + \log \left(e^{a}\right)}}}{\sqrt[3]{\mathsf{hypot}\left(g, h\right) - g}}} + \sqrt[3]{g + \mathsf{hypot}\left(g, h\right)} \cdot \sqrt[3]{\frac{-0.5}{a}}
\] |
add-log-exp [<=]56.0 | \[ \frac{1}{\frac{\sqrt[3]{\color{blue}{a} + \log \left(e^{a}\right)}}{\sqrt[3]{\mathsf{hypot}\left(g, h\right) - g}}} + \sqrt[3]{g + \mathsf{hypot}\left(g, h\right)} \cdot \sqrt[3]{\frac{-0.5}{a}}
\] |
add-log-exp [<=]95.6 | \[ \frac{1}{\frac{\sqrt[3]{a + \color{blue}{a}}}{\sqrt[3]{\mathsf{hypot}\left(g, h\right) - g}}} + \sqrt[3]{g + \mathsf{hypot}\left(g, h\right)} \cdot \sqrt[3]{\frac{-0.5}{a}}
\] |
Applied egg-rr95.6%
[Start]95.6 | \[ \frac{1}{\frac{\sqrt[3]{a + a}}{\sqrt[3]{\mathsf{hypot}\left(g, h\right) - g}}} + \sqrt[3]{g + \mathsf{hypot}\left(g, h\right)} \cdot \sqrt[3]{\frac{-0.5}{a}}
\] |
|---|---|
add-sqr-sqrt [=>]95.6 | \[ \frac{1}{\frac{\sqrt[3]{a + a}}{\sqrt[3]{\color{blue}{\sqrt{\mathsf{hypot}\left(g, h\right) - g} \cdot \sqrt{\mathsf{hypot}\left(g, h\right) - g}}}}} + \sqrt[3]{g + \mathsf{hypot}\left(g, h\right)} \cdot \sqrt[3]{\frac{-0.5}{a}}
\] |
pow2 [=>]95.6 | \[ \frac{1}{\frac{\sqrt[3]{a + a}}{\sqrt[3]{\color{blue}{{\left(\sqrt{\mathsf{hypot}\left(g, h\right) - g}\right)}^{2}}}}} + \sqrt[3]{g + \mathsf{hypot}\left(g, h\right)} \cdot \sqrt[3]{\frac{-0.5}{a}}
\] |
Final simplification95.6%
| Alternative 1 | |
|---|---|
| Accuracy | 95.6% |
| Cost | 39616 |
| Alternative 2 | |
|---|---|
| Accuracy | 95.7% |
| Cost | 39488 |
| Alternative 3 | |
|---|---|
| Accuracy | 95.6% |
| Cost | 39488 |
| Alternative 4 | |
|---|---|
| Accuracy | 95.9% |
| Cost | 19968 |
| Alternative 5 | |
|---|---|
| Accuracy | 72.9% |
| Cost | 13760 |
| Alternative 6 | |
|---|---|
| Accuracy | 73.0% |
| Cost | 13568 |
| Alternative 7 | |
|---|---|
| Accuracy | 1.3% |
| Cost | 13504 |
herbie shell --seed 2023151
(FPCore (g h a)
:name "2-ancestry mixing, positive discriminant"
:precision binary64
(+ (cbrt (* (/ 1.0 (* 2.0 a)) (+ (- g) (sqrt (- (* g g) (* h h)))))) (cbrt (* (/ 1.0 (* 2.0 a)) (- (- g) (sqrt (- (* g g) (* h h))))))))