
(FPCore (a b angle x-scale y-scale)
:precision binary64
(let* ((t_0 (* (/ angle 180.0) PI))
(t_1 (sin t_0))
(t_2 (cos t_0))
(t_3
(/
(/ (* (* (* 2.0 (- (pow b 2.0) (pow a 2.0))) t_1) t_2) x-scale)
y-scale)))
(-
(* t_3 t_3)
(*
(*
4.0
(/ (/ (+ (pow (* a t_1) 2.0) (pow (* b t_2) 2.0)) x-scale) x-scale))
(/ (/ (+ (pow (* a t_2) 2.0) (pow (* b t_1) 2.0)) y-scale) y-scale)))))
double code(double a, double b, double angle, double x_45_scale, double y_45_scale) {
double t_0 = (angle / 180.0) * ((double) M_PI);
double t_1 = sin(t_0);
double t_2 = cos(t_0);
double t_3 = ((((2.0 * (pow(b, 2.0) - pow(a, 2.0))) * t_1) * t_2) / x_45_scale) / y_45_scale;
return (t_3 * t_3) - ((4.0 * (((pow((a * t_1), 2.0) + pow((b * t_2), 2.0)) / x_45_scale) / x_45_scale)) * (((pow((a * t_2), 2.0) + pow((b * t_1), 2.0)) / y_45_scale) / y_45_scale));
}
public static double code(double a, double b, double angle, double x_45_scale, double y_45_scale) {
double t_0 = (angle / 180.0) * Math.PI;
double t_1 = Math.sin(t_0);
double t_2 = Math.cos(t_0);
double t_3 = ((((2.0 * (Math.pow(b, 2.0) - Math.pow(a, 2.0))) * t_1) * t_2) / x_45_scale) / y_45_scale;
return (t_3 * t_3) - ((4.0 * (((Math.pow((a * t_1), 2.0) + Math.pow((b * t_2), 2.0)) / x_45_scale) / x_45_scale)) * (((Math.pow((a * t_2), 2.0) + Math.pow((b * t_1), 2.0)) / y_45_scale) / y_45_scale));
}
def code(a, b, angle, x_45_scale, y_45_scale): t_0 = (angle / 180.0) * math.pi t_1 = math.sin(t_0) t_2 = math.cos(t_0) t_3 = ((((2.0 * (math.pow(b, 2.0) - math.pow(a, 2.0))) * t_1) * t_2) / x_45_scale) / y_45_scale return (t_3 * t_3) - ((4.0 * (((math.pow((a * t_1), 2.0) + math.pow((b * t_2), 2.0)) / x_45_scale) / x_45_scale)) * (((math.pow((a * t_2), 2.0) + math.pow((b * t_1), 2.0)) / y_45_scale) / y_45_scale))
function code(a, b, angle, x_45_scale, y_45_scale) t_0 = Float64(Float64(angle / 180.0) * pi) t_1 = sin(t_0) t_2 = cos(t_0) t_3 = Float64(Float64(Float64(Float64(Float64(2.0 * Float64((b ^ 2.0) - (a ^ 2.0))) * t_1) * t_2) / x_45_scale) / y_45_scale) return Float64(Float64(t_3 * t_3) - Float64(Float64(4.0 * Float64(Float64(Float64((Float64(a * t_1) ^ 2.0) + (Float64(b * t_2) ^ 2.0)) / x_45_scale) / x_45_scale)) * Float64(Float64(Float64((Float64(a * t_2) ^ 2.0) + (Float64(b * t_1) ^ 2.0)) / y_45_scale) / y_45_scale))) end
function tmp = code(a, b, angle, x_45_scale, y_45_scale) t_0 = (angle / 180.0) * pi; t_1 = sin(t_0); t_2 = cos(t_0); t_3 = ((((2.0 * ((b ^ 2.0) - (a ^ 2.0))) * t_1) * t_2) / x_45_scale) / y_45_scale; tmp = (t_3 * t_3) - ((4.0 * (((((a * t_1) ^ 2.0) + ((b * t_2) ^ 2.0)) / x_45_scale) / x_45_scale)) * (((((a * t_2) ^ 2.0) + ((b * t_1) ^ 2.0)) / y_45_scale) / y_45_scale)); end
code[a_, b_, angle_, x$45$scale_, y$45$scale_] := Block[{t$95$0 = N[(N[(angle / 180.0), $MachinePrecision] * Pi), $MachinePrecision]}, Block[{t$95$1 = N[Sin[t$95$0], $MachinePrecision]}, Block[{t$95$2 = N[Cos[t$95$0], $MachinePrecision]}, Block[{t$95$3 = N[(N[(N[(N[(N[(2.0 * N[(N[Power[b, 2.0], $MachinePrecision] - N[Power[a, 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * t$95$1), $MachinePrecision] * t$95$2), $MachinePrecision] / x$45$scale), $MachinePrecision] / y$45$scale), $MachinePrecision]}, N[(N[(t$95$3 * t$95$3), $MachinePrecision] - N[(N[(4.0 * N[(N[(N[(N[Power[N[(a * t$95$1), $MachinePrecision], 2.0], $MachinePrecision] + N[Power[N[(b * t$95$2), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision] / x$45$scale), $MachinePrecision] / x$45$scale), $MachinePrecision]), $MachinePrecision] * N[(N[(N[(N[Power[N[(a * t$95$2), $MachinePrecision], 2.0], $MachinePrecision] + N[Power[N[(b * t$95$1), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision] / y$45$scale), $MachinePrecision] / y$45$scale), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{angle}{180} \cdot \pi\\
t_1 := \sin t_0\\
t_2 := \cos t_0\\
t_3 := \frac{\frac{\left(\left(2 \cdot \left({b}^{2} - {a}^{2}\right)\right) \cdot t_1\right) \cdot t_2}{x-scale}}{y-scale}\\
t_3 \cdot t_3 - \left(4 \cdot \frac{\frac{{\left(a \cdot t_1\right)}^{2} + {\left(b \cdot t_2\right)}^{2}}{x-scale}}{x-scale}\right) \cdot \frac{\frac{{\left(a \cdot t_2\right)}^{2} + {\left(b \cdot t_1\right)}^{2}}{y-scale}}{y-scale}
\end{array}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 6 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (a b angle x-scale y-scale)
:precision binary64
(let* ((t_0 (* (/ angle 180.0) PI))
(t_1 (sin t_0))
(t_2 (cos t_0))
(t_3
(/
(/ (* (* (* 2.0 (- (pow b 2.0) (pow a 2.0))) t_1) t_2) x-scale)
y-scale)))
(-
(* t_3 t_3)
(*
(*
4.0
(/ (/ (+ (pow (* a t_1) 2.0) (pow (* b t_2) 2.0)) x-scale) x-scale))
(/ (/ (+ (pow (* a t_2) 2.0) (pow (* b t_1) 2.0)) y-scale) y-scale)))))
double code(double a, double b, double angle, double x_45_scale, double y_45_scale) {
double t_0 = (angle / 180.0) * ((double) M_PI);
double t_1 = sin(t_0);
double t_2 = cos(t_0);
double t_3 = ((((2.0 * (pow(b, 2.0) - pow(a, 2.0))) * t_1) * t_2) / x_45_scale) / y_45_scale;
return (t_3 * t_3) - ((4.0 * (((pow((a * t_1), 2.0) + pow((b * t_2), 2.0)) / x_45_scale) / x_45_scale)) * (((pow((a * t_2), 2.0) + pow((b * t_1), 2.0)) / y_45_scale) / y_45_scale));
}
public static double code(double a, double b, double angle, double x_45_scale, double y_45_scale) {
double t_0 = (angle / 180.0) * Math.PI;
double t_1 = Math.sin(t_0);
double t_2 = Math.cos(t_0);
double t_3 = ((((2.0 * (Math.pow(b, 2.0) - Math.pow(a, 2.0))) * t_1) * t_2) / x_45_scale) / y_45_scale;
return (t_3 * t_3) - ((4.0 * (((Math.pow((a * t_1), 2.0) + Math.pow((b * t_2), 2.0)) / x_45_scale) / x_45_scale)) * (((Math.pow((a * t_2), 2.0) + Math.pow((b * t_1), 2.0)) / y_45_scale) / y_45_scale));
}
def code(a, b, angle, x_45_scale, y_45_scale): t_0 = (angle / 180.0) * math.pi t_1 = math.sin(t_0) t_2 = math.cos(t_0) t_3 = ((((2.0 * (math.pow(b, 2.0) - math.pow(a, 2.0))) * t_1) * t_2) / x_45_scale) / y_45_scale return (t_3 * t_3) - ((4.0 * (((math.pow((a * t_1), 2.0) + math.pow((b * t_2), 2.0)) / x_45_scale) / x_45_scale)) * (((math.pow((a * t_2), 2.0) + math.pow((b * t_1), 2.0)) / y_45_scale) / y_45_scale))
function code(a, b, angle, x_45_scale, y_45_scale) t_0 = Float64(Float64(angle / 180.0) * pi) t_1 = sin(t_0) t_2 = cos(t_0) t_3 = Float64(Float64(Float64(Float64(Float64(2.0 * Float64((b ^ 2.0) - (a ^ 2.0))) * t_1) * t_2) / x_45_scale) / y_45_scale) return Float64(Float64(t_3 * t_3) - Float64(Float64(4.0 * Float64(Float64(Float64((Float64(a * t_1) ^ 2.0) + (Float64(b * t_2) ^ 2.0)) / x_45_scale) / x_45_scale)) * Float64(Float64(Float64((Float64(a * t_2) ^ 2.0) + (Float64(b * t_1) ^ 2.0)) / y_45_scale) / y_45_scale))) end
function tmp = code(a, b, angle, x_45_scale, y_45_scale) t_0 = (angle / 180.0) * pi; t_1 = sin(t_0); t_2 = cos(t_0); t_3 = ((((2.0 * ((b ^ 2.0) - (a ^ 2.0))) * t_1) * t_2) / x_45_scale) / y_45_scale; tmp = (t_3 * t_3) - ((4.0 * (((((a * t_1) ^ 2.0) + ((b * t_2) ^ 2.0)) / x_45_scale) / x_45_scale)) * (((((a * t_2) ^ 2.0) + ((b * t_1) ^ 2.0)) / y_45_scale) / y_45_scale)); end
code[a_, b_, angle_, x$45$scale_, y$45$scale_] := Block[{t$95$0 = N[(N[(angle / 180.0), $MachinePrecision] * Pi), $MachinePrecision]}, Block[{t$95$1 = N[Sin[t$95$0], $MachinePrecision]}, Block[{t$95$2 = N[Cos[t$95$0], $MachinePrecision]}, Block[{t$95$3 = N[(N[(N[(N[(N[(2.0 * N[(N[Power[b, 2.0], $MachinePrecision] - N[Power[a, 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * t$95$1), $MachinePrecision] * t$95$2), $MachinePrecision] / x$45$scale), $MachinePrecision] / y$45$scale), $MachinePrecision]}, N[(N[(t$95$3 * t$95$3), $MachinePrecision] - N[(N[(4.0 * N[(N[(N[(N[Power[N[(a * t$95$1), $MachinePrecision], 2.0], $MachinePrecision] + N[Power[N[(b * t$95$2), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision] / x$45$scale), $MachinePrecision] / x$45$scale), $MachinePrecision]), $MachinePrecision] * N[(N[(N[(N[Power[N[(a * t$95$2), $MachinePrecision], 2.0], $MachinePrecision] + N[Power[N[(b * t$95$1), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision] / y$45$scale), $MachinePrecision] / y$45$scale), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{angle}{180} \cdot \pi\\
t_1 := \sin t_0\\
t_2 := \cos t_0\\
t_3 := \frac{\frac{\left(\left(2 \cdot \left({b}^{2} - {a}^{2}\right)\right) \cdot t_1\right) \cdot t_2}{x-scale}}{y-scale}\\
t_3 \cdot t_3 - \left(4 \cdot \frac{\frac{{\left(a \cdot t_1\right)}^{2} + {\left(b \cdot t_2\right)}^{2}}{x-scale}}{x-scale}\right) \cdot \frac{\frac{{\left(a \cdot t_2\right)}^{2} + {\left(b \cdot t_1\right)}^{2}}{y-scale}}{y-scale}
\end{array}
\end{array}
(FPCore (a b angle x-scale y-scale)
:precision binary64
(if (<= y-scale 4e-22)
(pow
(*
(pow (* (cbrt b) (cbrt a)) 2.0)
(cbrt (* -4.0 (pow (* y-scale x-scale) -2.0))))
3.0)
(* (/ -4.0 (* y-scale x-scale)) (/ (pow (* b a) 2.0) (* y-scale x-scale)))))
double code(double a, double b, double angle, double x_45_scale, double y_45_scale) {
double tmp;
if (y_45_scale <= 4e-22) {
tmp = pow((pow((cbrt(b) * cbrt(a)), 2.0) * cbrt((-4.0 * pow((y_45_scale * x_45_scale), -2.0)))), 3.0);
} else {
tmp = (-4.0 / (y_45_scale * x_45_scale)) * (pow((b * a), 2.0) / (y_45_scale * x_45_scale));
}
return tmp;
}
public static double code(double a, double b, double angle, double x_45_scale, double y_45_scale) {
double tmp;
if (y_45_scale <= 4e-22) {
tmp = Math.pow((Math.pow((Math.cbrt(b) * Math.cbrt(a)), 2.0) * Math.cbrt((-4.0 * Math.pow((y_45_scale * x_45_scale), -2.0)))), 3.0);
} else {
tmp = (-4.0 / (y_45_scale * x_45_scale)) * (Math.pow((b * a), 2.0) / (y_45_scale * x_45_scale));
}
return tmp;
}
function code(a, b, angle, x_45_scale, y_45_scale) tmp = 0.0 if (y_45_scale <= 4e-22) tmp = Float64((Float64(cbrt(b) * cbrt(a)) ^ 2.0) * cbrt(Float64(-4.0 * (Float64(y_45_scale * x_45_scale) ^ -2.0)))) ^ 3.0; else tmp = Float64(Float64(-4.0 / Float64(y_45_scale * x_45_scale)) * Float64((Float64(b * a) ^ 2.0) / Float64(y_45_scale * x_45_scale))); end return tmp end
code[a_, b_, angle_, x$45$scale_, y$45$scale_] := If[LessEqual[y$45$scale, 4e-22], N[Power[N[(N[Power[N[(N[Power[b, 1/3], $MachinePrecision] * N[Power[a, 1/3], $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision] * N[Power[N[(-4.0 * N[Power[N[(y$45$scale * x$45$scale), $MachinePrecision], -2.0], $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision]), $MachinePrecision], 3.0], $MachinePrecision], N[(N[(-4.0 / N[(y$45$scale * x$45$scale), $MachinePrecision]), $MachinePrecision] * N[(N[Power[N[(b * a), $MachinePrecision], 2.0], $MachinePrecision] / N[(y$45$scale * x$45$scale), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;y-scale \leq 4 \cdot 10^{-22}:\\
\;\;\;\;{\left({\left(\sqrt[3]{b} \cdot \sqrt[3]{a}\right)}^{2} \cdot \sqrt[3]{-4 \cdot {\left(y-scale \cdot x-scale\right)}^{-2}}\right)}^{3}\\
\mathbf{else}:\\
\;\;\;\;\frac{-4}{y-scale \cdot x-scale} \cdot \frac{{\left(b \cdot a\right)}^{2}}{y-scale \cdot x-scale}\\
\end{array}
\end{array}
if y-scale < 4.0000000000000002e-22Initial program 20.3%
Simplified16.0%
Taylor expanded in angle around 0 45.5%
associate-*r/45.5%
*-commutative45.5%
unpow245.5%
unpow245.5%
swap-sqr62.4%
unpow262.4%
Simplified62.4%
pow-prod-down45.5%
add-cube-cbrt45.5%
pow345.5%
div-inv45.5%
*-commutative45.5%
pow-prod-down58.1%
pow-prod-down80.8%
pow-flip80.8%
metadata-eval80.8%
Applied egg-rr80.8%
associate-*l*80.8%
cbrt-prod80.6%
unpow280.6%
cbrt-prod88.4%
pow288.4%
Applied egg-rr88.4%
cbrt-prod88.8%
Applied egg-rr88.8%
if 4.0000000000000002e-22 < y-scale Initial program 27.2%
Simplified27.0%
Taylor expanded in angle around 0 44.1%
associate-*r/44.1%
*-commutative44.1%
unpow244.1%
unpow244.1%
swap-sqr54.5%
unpow254.5%
Simplified54.5%
pow-prod-down81.2%
Applied egg-rr81.2%
unpow281.2%
Applied egg-rr81.2%
times-frac91.0%
Applied egg-rr91.0%
Final simplification89.3%
(FPCore (a b angle x-scale y-scale)
:precision binary64
(if (<= y-scale 2.25e-23)
(pow
(*
(pow (cbrt (* b a)) 2.0)
(* (cbrt (pow (* y-scale x-scale) -2.0)) (cbrt -4.0)))
3.0)
(* (/ -4.0 (* y-scale x-scale)) (/ (pow (* b a) 2.0) (* y-scale x-scale)))))
double code(double a, double b, double angle, double x_45_scale, double y_45_scale) {
double tmp;
if (y_45_scale <= 2.25e-23) {
tmp = pow((pow(cbrt((b * a)), 2.0) * (cbrt(pow((y_45_scale * x_45_scale), -2.0)) * cbrt(-4.0))), 3.0);
} else {
tmp = (-4.0 / (y_45_scale * x_45_scale)) * (pow((b * a), 2.0) / (y_45_scale * x_45_scale));
}
return tmp;
}
public static double code(double a, double b, double angle, double x_45_scale, double y_45_scale) {
double tmp;
if (y_45_scale <= 2.25e-23) {
tmp = Math.pow((Math.pow(Math.cbrt((b * a)), 2.0) * (Math.cbrt(Math.pow((y_45_scale * x_45_scale), -2.0)) * Math.cbrt(-4.0))), 3.0);
} else {
tmp = (-4.0 / (y_45_scale * x_45_scale)) * (Math.pow((b * a), 2.0) / (y_45_scale * x_45_scale));
}
return tmp;
}
function code(a, b, angle, x_45_scale, y_45_scale) tmp = 0.0 if (y_45_scale <= 2.25e-23) tmp = Float64((cbrt(Float64(b * a)) ^ 2.0) * Float64(cbrt((Float64(y_45_scale * x_45_scale) ^ -2.0)) * cbrt(-4.0))) ^ 3.0; else tmp = Float64(Float64(-4.0 / Float64(y_45_scale * x_45_scale)) * Float64((Float64(b * a) ^ 2.0) / Float64(y_45_scale * x_45_scale))); end return tmp end
code[a_, b_, angle_, x$45$scale_, y$45$scale_] := If[LessEqual[y$45$scale, 2.25e-23], N[Power[N[(N[Power[N[Power[N[(b * a), $MachinePrecision], 1/3], $MachinePrecision], 2.0], $MachinePrecision] * N[(N[Power[N[Power[N[(y$45$scale * x$45$scale), $MachinePrecision], -2.0], $MachinePrecision], 1/3], $MachinePrecision] * N[Power[-4.0, 1/3], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 3.0], $MachinePrecision], N[(N[(-4.0 / N[(y$45$scale * x$45$scale), $MachinePrecision]), $MachinePrecision] * N[(N[Power[N[(b * a), $MachinePrecision], 2.0], $MachinePrecision] / N[(y$45$scale * x$45$scale), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;y-scale \leq 2.25 \cdot 10^{-23}:\\
\;\;\;\;{\left({\left(\sqrt[3]{b \cdot a}\right)}^{2} \cdot \left(\sqrt[3]{{\left(y-scale \cdot x-scale\right)}^{-2}} \cdot \sqrt[3]{-4}\right)\right)}^{3}\\
\mathbf{else}:\\
\;\;\;\;\frac{-4}{y-scale \cdot x-scale} \cdot \frac{{\left(b \cdot a\right)}^{2}}{y-scale \cdot x-scale}\\
\end{array}
\end{array}
if y-scale < 2.24999999999999987e-23Initial program 20.3%
Simplified16.0%
Taylor expanded in angle around 0 45.5%
associate-*r/45.5%
*-commutative45.5%
unpow245.5%
unpow245.5%
swap-sqr62.4%
unpow262.4%
Simplified62.4%
pow-prod-down45.5%
add-cube-cbrt45.5%
pow345.5%
div-inv45.5%
*-commutative45.5%
pow-prod-down58.1%
pow-prod-down80.8%
pow-flip80.8%
metadata-eval80.8%
Applied egg-rr80.8%
associate-*l*80.8%
cbrt-prod80.6%
unpow280.6%
cbrt-prod88.4%
pow288.4%
Applied egg-rr88.4%
unpow-prod-down63.2%
*-commutative63.2%
*-commutative63.2%
cbrt-prod63.2%
*-commutative63.2%
unpow-prod-down88.4%
Applied egg-rr88.4%
if 2.24999999999999987e-23 < y-scale Initial program 27.2%
Simplified27.0%
Taylor expanded in angle around 0 44.1%
associate-*r/44.1%
*-commutative44.1%
unpow244.1%
unpow244.1%
swap-sqr54.5%
unpow254.5%
Simplified54.5%
pow-prod-down81.2%
Applied egg-rr81.2%
unpow281.2%
Applied egg-rr81.2%
times-frac91.0%
Applied egg-rr91.0%
Final simplification89.0%
(FPCore (a b angle x-scale y-scale)
:precision binary64
(if (<= y-scale 2.55e-23)
(pow
(* (cbrt (* -4.0 (pow (* y-scale x-scale) -2.0))) (pow (cbrt (* b a)) 2.0))
3.0)
(* (/ -4.0 (* y-scale x-scale)) (/ (pow (* b a) 2.0) (* y-scale x-scale)))))
double code(double a, double b, double angle, double x_45_scale, double y_45_scale) {
double tmp;
if (y_45_scale <= 2.55e-23) {
tmp = pow((cbrt((-4.0 * pow((y_45_scale * x_45_scale), -2.0))) * pow(cbrt((b * a)), 2.0)), 3.0);
} else {
tmp = (-4.0 / (y_45_scale * x_45_scale)) * (pow((b * a), 2.0) / (y_45_scale * x_45_scale));
}
return tmp;
}
public static double code(double a, double b, double angle, double x_45_scale, double y_45_scale) {
double tmp;
if (y_45_scale <= 2.55e-23) {
tmp = Math.pow((Math.cbrt((-4.0 * Math.pow((y_45_scale * x_45_scale), -2.0))) * Math.pow(Math.cbrt((b * a)), 2.0)), 3.0);
} else {
tmp = (-4.0 / (y_45_scale * x_45_scale)) * (Math.pow((b * a), 2.0) / (y_45_scale * x_45_scale));
}
return tmp;
}
function code(a, b, angle, x_45_scale, y_45_scale) tmp = 0.0 if (y_45_scale <= 2.55e-23) tmp = Float64(cbrt(Float64(-4.0 * (Float64(y_45_scale * x_45_scale) ^ -2.0))) * (cbrt(Float64(b * a)) ^ 2.0)) ^ 3.0; else tmp = Float64(Float64(-4.0 / Float64(y_45_scale * x_45_scale)) * Float64((Float64(b * a) ^ 2.0) / Float64(y_45_scale * x_45_scale))); end return tmp end
code[a_, b_, angle_, x$45$scale_, y$45$scale_] := If[LessEqual[y$45$scale, 2.55e-23], N[Power[N[(N[Power[N[(-4.0 * N[Power[N[(y$45$scale * x$45$scale), $MachinePrecision], -2.0], $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision] * N[Power[N[Power[N[(b * a), $MachinePrecision], 1/3], $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision], 3.0], $MachinePrecision], N[(N[(-4.0 / N[(y$45$scale * x$45$scale), $MachinePrecision]), $MachinePrecision] * N[(N[Power[N[(b * a), $MachinePrecision], 2.0], $MachinePrecision] / N[(y$45$scale * x$45$scale), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;y-scale \leq 2.55 \cdot 10^{-23}:\\
\;\;\;\;{\left(\sqrt[3]{-4 \cdot {\left(y-scale \cdot x-scale\right)}^{-2}} \cdot {\left(\sqrt[3]{b \cdot a}\right)}^{2}\right)}^{3}\\
\mathbf{else}:\\
\;\;\;\;\frac{-4}{y-scale \cdot x-scale} \cdot \frac{{\left(b \cdot a\right)}^{2}}{y-scale \cdot x-scale}\\
\end{array}
\end{array}
if y-scale < 2.55000000000000005e-23Initial program 20.3%
Simplified16.0%
Taylor expanded in angle around 0 45.5%
associate-*r/45.5%
*-commutative45.5%
unpow245.5%
unpow245.5%
swap-sqr62.4%
unpow262.4%
Simplified62.4%
pow-prod-down45.5%
add-cube-cbrt45.5%
pow345.5%
div-inv45.5%
*-commutative45.5%
pow-prod-down58.1%
pow-prod-down80.8%
pow-flip80.8%
metadata-eval80.8%
Applied egg-rr80.8%
associate-*l*80.8%
cbrt-prod80.6%
unpow280.6%
cbrt-prod88.4%
pow288.4%
Applied egg-rr88.4%
if 2.55000000000000005e-23 < y-scale Initial program 27.2%
Simplified27.0%
Taylor expanded in angle around 0 44.1%
associate-*r/44.1%
*-commutative44.1%
unpow244.1%
unpow244.1%
swap-sqr54.5%
unpow254.5%
Simplified54.5%
pow-prod-down81.2%
Applied egg-rr81.2%
unpow281.2%
Applied egg-rr81.2%
times-frac91.0%
Applied egg-rr91.0%
Final simplification89.0%
(FPCore (a b angle x-scale y-scale) :precision binary64 (* (/ -4.0 (* y-scale x-scale)) (/ (pow (* b a) 2.0) (* y-scale x-scale))))
double code(double a, double b, double angle, double x_45_scale, double y_45_scale) {
return (-4.0 / (y_45_scale * x_45_scale)) * (pow((b * a), 2.0) / (y_45_scale * x_45_scale));
}
real(8) function code(a, b, angle, x_45scale, y_45scale)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: angle
real(8), intent (in) :: x_45scale
real(8), intent (in) :: y_45scale
code = ((-4.0d0) / (y_45scale * x_45scale)) * (((b * a) ** 2.0d0) / (y_45scale * x_45scale))
end function
public static double code(double a, double b, double angle, double x_45_scale, double y_45_scale) {
return (-4.0 / (y_45_scale * x_45_scale)) * (Math.pow((b * a), 2.0) / (y_45_scale * x_45_scale));
}
def code(a, b, angle, x_45_scale, y_45_scale): return (-4.0 / (y_45_scale * x_45_scale)) * (math.pow((b * a), 2.0) / (y_45_scale * x_45_scale))
function code(a, b, angle, x_45_scale, y_45_scale) return Float64(Float64(-4.0 / Float64(y_45_scale * x_45_scale)) * Float64((Float64(b * a) ^ 2.0) / Float64(y_45_scale * x_45_scale))) end
function tmp = code(a, b, angle, x_45_scale, y_45_scale) tmp = (-4.0 / (y_45_scale * x_45_scale)) * (((b * a) ^ 2.0) / (y_45_scale * x_45_scale)); end
code[a_, b_, angle_, x$45$scale_, y$45$scale_] := N[(N[(-4.0 / N[(y$45$scale * x$45$scale), $MachinePrecision]), $MachinePrecision] * N[(N[Power[N[(b * a), $MachinePrecision], 2.0], $MachinePrecision] / N[(y$45$scale * x$45$scale), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{-4}{y-scale \cdot x-scale} \cdot \frac{{\left(b \cdot a\right)}^{2}}{y-scale \cdot x-scale}
\end{array}
Initial program 21.9%
Simplified18.5%
Taylor expanded in angle around 0 45.2%
associate-*r/45.2%
*-commutative45.2%
unpow245.2%
unpow245.2%
swap-sqr60.5%
unpow260.5%
Simplified60.5%
pow-prod-down81.0%
Applied egg-rr81.0%
unpow281.0%
Applied egg-rr81.0%
times-frac85.4%
Applied egg-rr85.4%
Final simplification85.4%
(FPCore (a b angle x-scale y-scale) :precision binary64 (/ (* -4.0 (* (* b a) (* b a))) (* (* y-scale x-scale) (* y-scale x-scale))))
double code(double a, double b, double angle, double x_45_scale, double y_45_scale) {
return (-4.0 * ((b * a) * (b * a))) / ((y_45_scale * x_45_scale) * (y_45_scale * x_45_scale));
}
real(8) function code(a, b, angle, x_45scale, y_45scale)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: angle
real(8), intent (in) :: x_45scale
real(8), intent (in) :: y_45scale
code = ((-4.0d0) * ((b * a) * (b * a))) / ((y_45scale * x_45scale) * (y_45scale * x_45scale))
end function
public static double code(double a, double b, double angle, double x_45_scale, double y_45_scale) {
return (-4.0 * ((b * a) * (b * a))) / ((y_45_scale * x_45_scale) * (y_45_scale * x_45_scale));
}
def code(a, b, angle, x_45_scale, y_45_scale): return (-4.0 * ((b * a) * (b * a))) / ((y_45_scale * x_45_scale) * (y_45_scale * x_45_scale))
function code(a, b, angle, x_45_scale, y_45_scale) return Float64(Float64(-4.0 * Float64(Float64(b * a) * Float64(b * a))) / Float64(Float64(y_45_scale * x_45_scale) * Float64(y_45_scale * x_45_scale))) end
function tmp = code(a, b, angle, x_45_scale, y_45_scale) tmp = (-4.0 * ((b * a) * (b * a))) / ((y_45_scale * x_45_scale) * (y_45_scale * x_45_scale)); end
code[a_, b_, angle_, x$45$scale_, y$45$scale_] := N[(N[(-4.0 * N[(N[(b * a), $MachinePrecision] * N[(b * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(N[(y$45$scale * x$45$scale), $MachinePrecision] * N[(y$45$scale * x$45$scale), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{-4 \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot a\right)\right)}{\left(y-scale \cdot x-scale\right) \cdot \left(y-scale \cdot x-scale\right)}
\end{array}
Initial program 21.9%
Simplified18.5%
Taylor expanded in angle around 0 45.2%
associate-*r/45.2%
*-commutative45.2%
unpow245.2%
unpow245.2%
swap-sqr60.5%
unpow260.5%
Simplified60.5%
pow-prod-down81.0%
Applied egg-rr81.0%
unpow281.0%
Applied egg-rr81.0%
unpow281.0%
Applied egg-rr81.0%
Final simplification81.0%
(FPCore (a b angle x-scale y-scale) :precision binary64 0.0)
double code(double a, double b, double angle, double x_45_scale, double y_45_scale) {
return 0.0;
}
real(8) function code(a, b, angle, x_45scale, y_45scale)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: angle
real(8), intent (in) :: x_45scale
real(8), intent (in) :: y_45scale
code = 0.0d0
end function
public static double code(double a, double b, double angle, double x_45_scale, double y_45_scale) {
return 0.0;
}
def code(a, b, angle, x_45_scale, y_45_scale): return 0.0
function code(a, b, angle, x_45_scale, y_45_scale) return 0.0 end
function tmp = code(a, b, angle, x_45_scale, y_45_scale) tmp = 0.0; end
code[a_, b_, angle_, x$45$scale_, y$45$scale_] := 0.0
\begin{array}{l}
\\
0
\end{array}
Initial program 21.9%
Simplified18.6%
Taylor expanded in b around 0 21.2%
distribute-rgt-out21.2%
metadata-eval21.2%
mul0-rgt33.6%
Simplified33.6%
Final simplification33.6%
herbie shell --seed 2023322
(FPCore (a b angle x-scale y-scale)
:name "Simplification of discriminant from scale-rotated-ellipse"
:precision binary64
(- (* (/ (/ (* (* (* 2.0 (- (pow b 2.0) (pow a 2.0))) (sin (* (/ angle 180.0) PI))) (cos (* (/ angle 180.0) PI))) x-scale) y-scale) (/ (/ (* (* (* 2.0 (- (pow b 2.0) (pow a 2.0))) (sin (* (/ angle 180.0) PI))) (cos (* (/ angle 180.0) PI))) x-scale) y-scale)) (* (* 4.0 (/ (/ (+ (pow (* a (sin (* (/ angle 180.0) PI))) 2.0) (pow (* b (cos (* (/ angle 180.0) PI))) 2.0)) x-scale) x-scale)) (/ (/ (+ (pow (* a (cos (* (/ angle 180.0) PI))) 2.0) (pow (* b (sin (* (/ angle 180.0) PI))) 2.0)) y-scale) y-scale))))