
(FPCore (a1 a2 th) :precision binary64 (let* ((t_1 (/ (cos th) (sqrt 2.0)))) (+ (* t_1 (* a1 a1)) (* t_1 (* a2 a2)))))
double code(double a1, double a2, double th) {
double t_1 = cos(th) / sqrt(2.0);
return (t_1 * (a1 * a1)) + (t_1 * (a2 * a2));
}
real(8) function code(a1, a2, th)
real(8), intent (in) :: a1
real(8), intent (in) :: a2
real(8), intent (in) :: th
real(8) :: t_1
t_1 = cos(th) / sqrt(2.0d0)
code = (t_1 * (a1 * a1)) + (t_1 * (a2 * a2))
end function
public static double code(double a1, double a2, double th) {
double t_1 = Math.cos(th) / Math.sqrt(2.0);
return (t_1 * (a1 * a1)) + (t_1 * (a2 * a2));
}
def code(a1, a2, th): t_1 = math.cos(th) / math.sqrt(2.0) return (t_1 * (a1 * a1)) + (t_1 * (a2 * a2))
function code(a1, a2, th) t_1 = Float64(cos(th) / sqrt(2.0)) return Float64(Float64(t_1 * Float64(a1 * a1)) + Float64(t_1 * Float64(a2 * a2))) end
function tmp = code(a1, a2, th) t_1 = cos(th) / sqrt(2.0); tmp = (t_1 * (a1 * a1)) + (t_1 * (a2 * a2)); end
code[a1_, a2_, th_] := Block[{t$95$1 = N[(N[Cos[th], $MachinePrecision] / N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision]}, N[(N[(t$95$1 * N[(a1 * a1), $MachinePrecision]), $MachinePrecision] + N[(t$95$1 * N[(a2 * a2), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \frac{\cos th}{\sqrt{2}}\\
t\_1 \cdot \left(a1 \cdot a1\right) + t\_1 \cdot \left(a2 \cdot a2\right)
\end{array}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 11 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (a1 a2 th) :precision binary64 (let* ((t_1 (/ (cos th) (sqrt 2.0)))) (+ (* t_1 (* a1 a1)) (* t_1 (* a2 a2)))))
double code(double a1, double a2, double th) {
double t_1 = cos(th) / sqrt(2.0);
return (t_1 * (a1 * a1)) + (t_1 * (a2 * a2));
}
real(8) function code(a1, a2, th)
real(8), intent (in) :: a1
real(8), intent (in) :: a2
real(8), intent (in) :: th
real(8) :: t_1
t_1 = cos(th) / sqrt(2.0d0)
code = (t_1 * (a1 * a1)) + (t_1 * (a2 * a2))
end function
public static double code(double a1, double a2, double th) {
double t_1 = Math.cos(th) / Math.sqrt(2.0);
return (t_1 * (a1 * a1)) + (t_1 * (a2 * a2));
}
def code(a1, a2, th): t_1 = math.cos(th) / math.sqrt(2.0) return (t_1 * (a1 * a1)) + (t_1 * (a2 * a2))
function code(a1, a2, th) t_1 = Float64(cos(th) / sqrt(2.0)) return Float64(Float64(t_1 * Float64(a1 * a1)) + Float64(t_1 * Float64(a2 * a2))) end
function tmp = code(a1, a2, th) t_1 = cos(th) / sqrt(2.0); tmp = (t_1 * (a1 * a1)) + (t_1 * (a2 * a2)); end
code[a1_, a2_, th_] := Block[{t$95$1 = N[(N[Cos[th], $MachinePrecision] / N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision]}, N[(N[(t$95$1 * N[(a1 * a1), $MachinePrecision]), $MachinePrecision] + N[(t$95$1 * N[(a2 * a2), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \frac{\cos th}{\sqrt{2}}\\
t\_1 \cdot \left(a1 \cdot a1\right) + t\_1 \cdot \left(a2 \cdot a2\right)
\end{array}
\end{array}
(FPCore (a1 a2 th) :precision binary64 (* (fma (sqrt 2.0) (* (cos th) (* a2 a2)) (* (sqrt 2.0) (* (cos th) (* a1 a1)))) 0.5))
double code(double a1, double a2, double th) {
return fma(sqrt(2.0), (cos(th) * (a2 * a2)), (sqrt(2.0) * (cos(th) * (a1 * a1)))) * 0.5;
}
function code(a1, a2, th) return Float64(fma(sqrt(2.0), Float64(cos(th) * Float64(a2 * a2)), Float64(sqrt(2.0) * Float64(cos(th) * Float64(a1 * a1)))) * 0.5) end
code[a1_, a2_, th_] := N[(N[(N[Sqrt[2.0], $MachinePrecision] * N[(N[Cos[th], $MachinePrecision] * N[(a2 * a2), $MachinePrecision]), $MachinePrecision] + N[(N[Sqrt[2.0], $MachinePrecision] * N[(N[Cos[th], $MachinePrecision] * N[(a1 * a1), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * 0.5), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(\sqrt{2}, \cos th \cdot \left(a2 \cdot a2\right), \sqrt{2} \cdot \left(\cos th \cdot \left(a1 \cdot a1\right)\right)\right) \cdot 0.5
\end{array}
Initial program 99.5%
associate-*l/N/A
associate-*l/N/A
frac-addN/A
rem-square-sqrtN/A
div-invN/A
metadata-evalN/A
*-lowering-*.f64N/A
Applied egg-rr99.6%
(FPCore (a1 a2 th)
:precision binary64
(let* ((t_1 (/ a2 (sqrt 2.0))) (t_2 (/ (cos th) (sqrt 2.0))))
(if (<= (+ (* (* a1 a1) t_2) (* (* a2 a2) t_2)) -1e-180)
(fma a2 t_1 (* (fma a2 a2 0.0) (* (* th (/ th (sqrt 2.0))) -0.5)))
(fma t_1 a2 (/ (* a1 a1) (sqrt 2.0))))))
double code(double a1, double a2, double th) {
double t_1 = a2 / sqrt(2.0);
double t_2 = cos(th) / sqrt(2.0);
double tmp;
if ((((a1 * a1) * t_2) + ((a2 * a2) * t_2)) <= -1e-180) {
tmp = fma(a2, t_1, (fma(a2, a2, 0.0) * ((th * (th / sqrt(2.0))) * -0.5)));
} else {
tmp = fma(t_1, a2, ((a1 * a1) / sqrt(2.0)));
}
return tmp;
}
function code(a1, a2, th) t_1 = Float64(a2 / sqrt(2.0)) t_2 = Float64(cos(th) / sqrt(2.0)) tmp = 0.0 if (Float64(Float64(Float64(a1 * a1) * t_2) + Float64(Float64(a2 * a2) * t_2)) <= -1e-180) tmp = fma(a2, t_1, Float64(fma(a2, a2, 0.0) * Float64(Float64(th * Float64(th / sqrt(2.0))) * -0.5))); else tmp = fma(t_1, a2, Float64(Float64(a1 * a1) / sqrt(2.0))); end return tmp end
code[a1_, a2_, th_] := Block[{t$95$1 = N[(a2 / N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(N[Cos[th], $MachinePrecision] / N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(N[(N[(a1 * a1), $MachinePrecision] * t$95$2), $MachinePrecision] + N[(N[(a2 * a2), $MachinePrecision] * t$95$2), $MachinePrecision]), $MachinePrecision], -1e-180], N[(a2 * t$95$1 + N[(N[(a2 * a2 + 0.0), $MachinePrecision] * N[(N[(th * N[(th / N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * -0.5), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(t$95$1 * a2 + N[(N[(a1 * a1), $MachinePrecision] / N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \frac{a2}{\sqrt{2}}\\
t_2 := \frac{\cos th}{\sqrt{2}}\\
\mathbf{if}\;\left(a1 \cdot a1\right) \cdot t\_2 + \left(a2 \cdot a2\right) \cdot t\_2 \leq -1 \cdot 10^{-180}:\\
\;\;\;\;\mathsf{fma}\left(a2, t\_1, \mathsf{fma}\left(a2, a2, 0\right) \cdot \left(\left(th \cdot \frac{th}{\sqrt{2}}\right) \cdot -0.5\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(t\_1, a2, \frac{a1 \cdot a1}{\sqrt{2}}\right)\\
\end{array}
\end{array}
if (+.f64 (*.f64 (/.f64 (cos.f64 th) (sqrt.f64 #s(literal 2 binary64))) (*.f64 a1 a1)) (*.f64 (/.f64 (cos.f64 th) (sqrt.f64 #s(literal 2 binary64))) (*.f64 a2 a2))) < -1e-180Initial program 99.7%
distribute-lft-outN/A
*-commutativeN/A
clear-numN/A
un-div-invN/A
div-invN/A
associate-/r*N/A
*-lft-identityN/A
associate-*l/N/A
/-lowering-/.f64N/A
associate-*l/N/A
*-lft-identityN/A
/-lowering-/.f64N/A
accelerator-lowering-fma.f64N/A
*-lowering-*.f64N/A
sqrt-lowering-sqrt.f64N/A
/-lowering-/.f64N/A
cos-lowering-cos.f6499.7
Applied egg-rr99.7%
Taylor expanded in th around 0
+-commutativeN/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
accelerator-lowering-fma.f64N/A
*-lowering-*.f640.9
Simplified0.9%
Taylor expanded in a1 around 0
/-lowering-/.f64N/A
unpow2N/A
*-lowering-*.f64N/A
*-lowering-*.f64N/A
sqrt-lowering-sqrt.f64N/A
+-commutativeN/A
accelerator-lowering-fma.f64N/A
unpow2N/A
*-lowering-*.f641.4
Simplified1.4%
Taylor expanded in th around 0
+-commutativeN/A
unpow2N/A
associate-/l*N/A
accelerator-lowering-fma.f64N/A
/-lowering-/.f64N/A
sqrt-lowering-sqrt.f64N/A
*-commutativeN/A
associate-/l*N/A
associate-*l*N/A
*-lowering-*.f64N/A
+-rgt-identityN/A
unpow2N/A
accelerator-lowering-fma.f64N/A
*-lowering-*.f64N/A
unpow2N/A
associate-/l*N/A
*-lowering-*.f64N/A
/-lowering-/.f64N/A
sqrt-lowering-sqrt.f6439.8
Simplified39.8%
if -1e-180 < (+.f64 (*.f64 (/.f64 (cos.f64 th) (sqrt.f64 #s(literal 2 binary64))) (*.f64 a1 a1)) (*.f64 (/.f64 (cos.f64 th) (sqrt.f64 #s(literal 2 binary64))) (*.f64 a2 a2))) Initial program 99.5%
Taylor expanded in th around 0
unpow2N/A
associate-/l*N/A
accelerator-lowering-fma.f64N/A
/-lowering-/.f64N/A
sqrt-lowering-sqrt.f64N/A
/-lowering-/.f64N/A
unpow2N/A
*-lowering-*.f64N/A
sqrt-lowering-sqrt.f6483.8
Simplified83.8%
+-commutativeN/A
associate-/l*N/A
*-commutativeN/A
accelerator-lowering-fma.f64N/A
/-lowering-/.f64N/A
sqrt-lowering-sqrt.f64N/A
associate-*r/N/A
/-lowering-/.f64N/A
*-lowering-*.f64N/A
sqrt-lowering-sqrt.f6483.8
Applied egg-rr83.8%
Final simplification74.5%
(FPCore (a1 a2 th)
:precision binary64
(let* ((t_1 (/ (cos th) (sqrt 2.0))))
(if (<= (+ (* (* a1 a1) t_1) (* (* a2 a2) t_1)) -1e-180)
(* (* (sqrt 2.0) (fma a1 a1 (* a2 a2))) (fma -0.25 (* th th) 0.5))
(fma (/ a2 (sqrt 2.0)) a2 (/ (* a1 a1) (sqrt 2.0))))))
double code(double a1, double a2, double th) {
double t_1 = cos(th) / sqrt(2.0);
double tmp;
if ((((a1 * a1) * t_1) + ((a2 * a2) * t_1)) <= -1e-180) {
tmp = (sqrt(2.0) * fma(a1, a1, (a2 * a2))) * fma(-0.25, (th * th), 0.5);
} else {
tmp = fma((a2 / sqrt(2.0)), a2, ((a1 * a1) / sqrt(2.0)));
}
return tmp;
}
function code(a1, a2, th) t_1 = Float64(cos(th) / sqrt(2.0)) tmp = 0.0 if (Float64(Float64(Float64(a1 * a1) * t_1) + Float64(Float64(a2 * a2) * t_1)) <= -1e-180) tmp = Float64(Float64(sqrt(2.0) * fma(a1, a1, Float64(a2 * a2))) * fma(-0.25, Float64(th * th), 0.5)); else tmp = fma(Float64(a2 / sqrt(2.0)), a2, Float64(Float64(a1 * a1) / sqrt(2.0))); end return tmp end
code[a1_, a2_, th_] := Block[{t$95$1 = N[(N[Cos[th], $MachinePrecision] / N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(N[(N[(a1 * a1), $MachinePrecision] * t$95$1), $MachinePrecision] + N[(N[(a2 * a2), $MachinePrecision] * t$95$1), $MachinePrecision]), $MachinePrecision], -1e-180], N[(N[(N[Sqrt[2.0], $MachinePrecision] * N[(a1 * a1 + N[(a2 * a2), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(-0.25 * N[(th * th), $MachinePrecision] + 0.5), $MachinePrecision]), $MachinePrecision], N[(N[(a2 / N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision] * a2 + N[(N[(a1 * a1), $MachinePrecision] / N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \frac{\cos th}{\sqrt{2}}\\
\mathbf{if}\;\left(a1 \cdot a1\right) \cdot t\_1 + \left(a2 \cdot a2\right) \cdot t\_1 \leq -1 \cdot 10^{-180}:\\
\;\;\;\;\left(\sqrt{2} \cdot \mathsf{fma}\left(a1, a1, a2 \cdot a2\right)\right) \cdot \mathsf{fma}\left(-0.25, th \cdot th, 0.5\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\frac{a2}{\sqrt{2}}, a2, \frac{a1 \cdot a1}{\sqrt{2}}\right)\\
\end{array}
\end{array}
if (+.f64 (*.f64 (/.f64 (cos.f64 th) (sqrt.f64 #s(literal 2 binary64))) (*.f64 a1 a1)) (*.f64 (/.f64 (cos.f64 th) (sqrt.f64 #s(literal 2 binary64))) (*.f64 a2 a2))) < -1e-180Initial program 99.7%
associate-*l/N/A
associate-*l/N/A
frac-addN/A
rem-square-sqrtN/A
div-invN/A
metadata-evalN/A
*-lowering-*.f64N/A
Applied egg-rr99.7%
distribute-lft-outN/A
*-commutativeN/A
*-lowering-*.f64N/A
distribute-lft-outN/A
+-commutativeN/A
*-lowering-*.f64N/A
cos-lowering-cos.f64N/A
+-commutativeN/A
accelerator-lowering-fma.f64N/A
*-lowering-*.f64N/A
sqrt-lowering-sqrt.f6499.7
Applied egg-rr99.7%
Taylor expanded in th around 0
associate-*r*N/A
distribute-rgt-outN/A
*-lowering-*.f64N/A
*-lowering-*.f64N/A
sqrt-lowering-sqrt.f64N/A
unpow2N/A
accelerator-lowering-fma.f64N/A
unpow2N/A
*-lowering-*.f64N/A
accelerator-lowering-fma.f64N/A
unpow2N/A
*-lowering-*.f6458.0
Simplified58.0%
if -1e-180 < (+.f64 (*.f64 (/.f64 (cos.f64 th) (sqrt.f64 #s(literal 2 binary64))) (*.f64 a1 a1)) (*.f64 (/.f64 (cos.f64 th) (sqrt.f64 #s(literal 2 binary64))) (*.f64 a2 a2))) Initial program 99.5%
Taylor expanded in th around 0
unpow2N/A
associate-/l*N/A
accelerator-lowering-fma.f64N/A
/-lowering-/.f64N/A
sqrt-lowering-sqrt.f64N/A
/-lowering-/.f64N/A
unpow2N/A
*-lowering-*.f64N/A
sqrt-lowering-sqrt.f6483.8
Simplified83.8%
+-commutativeN/A
associate-/l*N/A
*-commutativeN/A
accelerator-lowering-fma.f64N/A
/-lowering-/.f64N/A
sqrt-lowering-sqrt.f64N/A
associate-*r/N/A
/-lowering-/.f64N/A
*-lowering-*.f64N/A
sqrt-lowering-sqrt.f6483.8
Applied egg-rr83.8%
Final simplification78.4%
(FPCore (a1 a2 th)
:precision binary64
(let* ((t_1 (* (sqrt 2.0) (fma a1 a1 (* a2 a2))))
(t_2 (/ (cos th) (sqrt 2.0))))
(if (<= (+ (* (* a1 a1) t_2) (* (* a2 a2) t_2)) -1e-180)
(* t_1 (fma -0.25 (* th th) 0.5))
(* 0.5 t_1))))
double code(double a1, double a2, double th) {
double t_1 = sqrt(2.0) * fma(a1, a1, (a2 * a2));
double t_2 = cos(th) / sqrt(2.0);
double tmp;
if ((((a1 * a1) * t_2) + ((a2 * a2) * t_2)) <= -1e-180) {
tmp = t_1 * fma(-0.25, (th * th), 0.5);
} else {
tmp = 0.5 * t_1;
}
return tmp;
}
function code(a1, a2, th) t_1 = Float64(sqrt(2.0) * fma(a1, a1, Float64(a2 * a2))) t_2 = Float64(cos(th) / sqrt(2.0)) tmp = 0.0 if (Float64(Float64(Float64(a1 * a1) * t_2) + Float64(Float64(a2 * a2) * t_2)) <= -1e-180) tmp = Float64(t_1 * fma(-0.25, Float64(th * th), 0.5)); else tmp = Float64(0.5 * t_1); end return tmp end
code[a1_, a2_, th_] := Block[{t$95$1 = N[(N[Sqrt[2.0], $MachinePrecision] * N[(a1 * a1 + N[(a2 * a2), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(N[Cos[th], $MachinePrecision] / N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(N[(N[(a1 * a1), $MachinePrecision] * t$95$2), $MachinePrecision] + N[(N[(a2 * a2), $MachinePrecision] * t$95$2), $MachinePrecision]), $MachinePrecision], -1e-180], N[(t$95$1 * N[(-0.25 * N[(th * th), $MachinePrecision] + 0.5), $MachinePrecision]), $MachinePrecision], N[(0.5 * t$95$1), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \sqrt{2} \cdot \mathsf{fma}\left(a1, a1, a2 \cdot a2\right)\\
t_2 := \frac{\cos th}{\sqrt{2}}\\
\mathbf{if}\;\left(a1 \cdot a1\right) \cdot t\_2 + \left(a2 \cdot a2\right) \cdot t\_2 \leq -1 \cdot 10^{-180}:\\
\;\;\;\;t\_1 \cdot \mathsf{fma}\left(-0.25, th \cdot th, 0.5\right)\\
\mathbf{else}:\\
\;\;\;\;0.5 \cdot t\_1\\
\end{array}
\end{array}
if (+.f64 (*.f64 (/.f64 (cos.f64 th) (sqrt.f64 #s(literal 2 binary64))) (*.f64 a1 a1)) (*.f64 (/.f64 (cos.f64 th) (sqrt.f64 #s(literal 2 binary64))) (*.f64 a2 a2))) < -1e-180Initial program 99.7%
associate-*l/N/A
associate-*l/N/A
frac-addN/A
rem-square-sqrtN/A
div-invN/A
metadata-evalN/A
*-lowering-*.f64N/A
Applied egg-rr99.7%
distribute-lft-outN/A
*-commutativeN/A
*-lowering-*.f64N/A
distribute-lft-outN/A
+-commutativeN/A
*-lowering-*.f64N/A
cos-lowering-cos.f64N/A
+-commutativeN/A
accelerator-lowering-fma.f64N/A
*-lowering-*.f64N/A
sqrt-lowering-sqrt.f6499.7
Applied egg-rr99.7%
Taylor expanded in th around 0
associate-*r*N/A
distribute-rgt-outN/A
*-lowering-*.f64N/A
*-lowering-*.f64N/A
sqrt-lowering-sqrt.f64N/A
unpow2N/A
accelerator-lowering-fma.f64N/A
unpow2N/A
*-lowering-*.f64N/A
accelerator-lowering-fma.f64N/A
unpow2N/A
*-lowering-*.f6458.0
Simplified58.0%
if -1e-180 < (+.f64 (*.f64 (/.f64 (cos.f64 th) (sqrt.f64 #s(literal 2 binary64))) (*.f64 a1 a1)) (*.f64 (/.f64 (cos.f64 th) (sqrt.f64 #s(literal 2 binary64))) (*.f64 a2 a2))) Initial program 99.5%
associate-*l/N/A
associate-*l/N/A
frac-addN/A
rem-square-sqrtN/A
div-invN/A
metadata-evalN/A
*-lowering-*.f64N/A
Applied egg-rr99.6%
Taylor expanded in th around 0
distribute-rgt-outN/A
*-lowering-*.f64N/A
sqrt-lowering-sqrt.f64N/A
unpow2N/A
accelerator-lowering-fma.f64N/A
unpow2N/A
*-lowering-*.f6483.8
Simplified83.8%
Final simplification78.4%
(FPCore (a1 a2 th) :precision binary64 (* 0.5 (* (sqrt 2.0) (* (cos th) (fma a2 a2 (* a1 a1))))))
double code(double a1, double a2, double th) {
return 0.5 * (sqrt(2.0) * (cos(th) * fma(a2, a2, (a1 * a1))));
}
function code(a1, a2, th) return Float64(0.5 * Float64(sqrt(2.0) * Float64(cos(th) * fma(a2, a2, Float64(a1 * a1))))) end
code[a1_, a2_, th_] := N[(0.5 * N[(N[Sqrt[2.0], $MachinePrecision] * N[(N[Cos[th], $MachinePrecision] * N[(a2 * a2 + N[(a1 * a1), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
0.5 \cdot \left(\sqrt{2} \cdot \left(\cos th \cdot \mathsf{fma}\left(a2, a2, a1 \cdot a1\right)\right)\right)
\end{array}
Initial program 99.5%
associate-*l/N/A
associate-*l/N/A
frac-addN/A
rem-square-sqrtN/A
div-invN/A
metadata-evalN/A
*-lowering-*.f64N/A
Applied egg-rr99.6%
distribute-lft-outN/A
*-commutativeN/A
*-lowering-*.f64N/A
distribute-lft-outN/A
+-commutativeN/A
*-lowering-*.f64N/A
cos-lowering-cos.f64N/A
+-commutativeN/A
accelerator-lowering-fma.f64N/A
*-lowering-*.f64N/A
sqrt-lowering-sqrt.f6499.6
Applied egg-rr99.6%
Final simplification99.6%
(FPCore (a1 a2 th) :precision binary64 (* 0.5 (* (sqrt 2.0) (* a2 (* (cos th) a2)))))
double code(double a1, double a2, double th) {
return 0.5 * (sqrt(2.0) * (a2 * (cos(th) * a2)));
}
real(8) function code(a1, a2, th)
real(8), intent (in) :: a1
real(8), intent (in) :: a2
real(8), intent (in) :: th
code = 0.5d0 * (sqrt(2.0d0) * (a2 * (cos(th) * a2)))
end function
public static double code(double a1, double a2, double th) {
return 0.5 * (Math.sqrt(2.0) * (a2 * (Math.cos(th) * a2)));
}
def code(a1, a2, th): return 0.5 * (math.sqrt(2.0) * (a2 * (math.cos(th) * a2)))
function code(a1, a2, th) return Float64(0.5 * Float64(sqrt(2.0) * Float64(a2 * Float64(cos(th) * a2)))) end
function tmp = code(a1, a2, th) tmp = 0.5 * (sqrt(2.0) * (a2 * (cos(th) * a2))); end
code[a1_, a2_, th_] := N[(0.5 * N[(N[Sqrt[2.0], $MachinePrecision] * N[(a2 * N[(N[Cos[th], $MachinePrecision] * a2), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
0.5 \cdot \left(\sqrt{2} \cdot \left(a2 \cdot \left(\cos th \cdot a2\right)\right)\right)
\end{array}
Initial program 99.5%
associate-*l/N/A
associate-*l/N/A
frac-addN/A
rem-square-sqrtN/A
div-invN/A
metadata-evalN/A
*-lowering-*.f64N/A
Applied egg-rr99.6%
distribute-lft-outN/A
*-commutativeN/A
*-lowering-*.f64N/A
distribute-lft-outN/A
+-commutativeN/A
*-lowering-*.f64N/A
cos-lowering-cos.f64N/A
+-commutativeN/A
accelerator-lowering-fma.f64N/A
*-lowering-*.f64N/A
sqrt-lowering-sqrt.f6499.6
Applied egg-rr99.6%
Taylor expanded in a2 around inf
unpow2N/A
associate-*l*N/A
*-lowering-*.f64N/A
*-lowering-*.f64N/A
cos-lowering-cos.f6456.4
Simplified56.4%
Final simplification56.4%
(FPCore (a1 a2 th) :precision binary64 (* 0.5 (* (* a2 a2) (* (sqrt 2.0) (cos th)))))
double code(double a1, double a2, double th) {
return 0.5 * ((a2 * a2) * (sqrt(2.0) * cos(th)));
}
real(8) function code(a1, a2, th)
real(8), intent (in) :: a1
real(8), intent (in) :: a2
real(8), intent (in) :: th
code = 0.5d0 * ((a2 * a2) * (sqrt(2.0d0) * cos(th)))
end function
public static double code(double a1, double a2, double th) {
return 0.5 * ((a2 * a2) * (Math.sqrt(2.0) * Math.cos(th)));
}
def code(a1, a2, th): return 0.5 * ((a2 * a2) * (math.sqrt(2.0) * math.cos(th)))
function code(a1, a2, th) return Float64(0.5 * Float64(Float64(a2 * a2) * Float64(sqrt(2.0) * cos(th)))) end
function tmp = code(a1, a2, th) tmp = 0.5 * ((a2 * a2) * (sqrt(2.0) * cos(th))); end
code[a1_, a2_, th_] := N[(0.5 * N[(N[(a2 * a2), $MachinePrecision] * N[(N[Sqrt[2.0], $MachinePrecision] * N[Cos[th], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
0.5 \cdot \left(\left(a2 \cdot a2\right) \cdot \left(\sqrt{2} \cdot \cos th\right)\right)
\end{array}
Initial program 99.5%
associate-*l/N/A
associate-*l/N/A
frac-addN/A
rem-square-sqrtN/A
div-invN/A
metadata-evalN/A
*-lowering-*.f64N/A
Applied egg-rr99.6%
Taylor expanded in a2 around inf
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f64N/A
*-commutativeN/A
*-lowering-*.f64N/A
sqrt-lowering-sqrt.f64N/A
cos-lowering-cos.f6456.4
Simplified56.4%
Final simplification56.4%
(FPCore (a1 a2 th) :precision binary64 (* 0.5 (* (sqrt 2.0) (fma a1 a1 (* a2 a2)))))
double code(double a1, double a2, double th) {
return 0.5 * (sqrt(2.0) * fma(a1, a1, (a2 * a2)));
}
function code(a1, a2, th) return Float64(0.5 * Float64(sqrt(2.0) * fma(a1, a1, Float64(a2 * a2)))) end
code[a1_, a2_, th_] := N[(0.5 * N[(N[Sqrt[2.0], $MachinePrecision] * N[(a1 * a1 + N[(a2 * a2), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
0.5 \cdot \left(\sqrt{2} \cdot \mathsf{fma}\left(a1, a1, a2 \cdot a2\right)\right)
\end{array}
Initial program 99.5%
associate-*l/N/A
associate-*l/N/A
frac-addN/A
rem-square-sqrtN/A
div-invN/A
metadata-evalN/A
*-lowering-*.f64N/A
Applied egg-rr99.6%
Taylor expanded in th around 0
distribute-rgt-outN/A
*-lowering-*.f64N/A
sqrt-lowering-sqrt.f64N/A
unpow2N/A
accelerator-lowering-fma.f64N/A
unpow2N/A
*-lowering-*.f6466.2
Simplified66.2%
Final simplification66.2%
(FPCore (a1 a2 th) :precision binary64 (* a2 (/ a2 (sqrt 2.0))))
double code(double a1, double a2, double th) {
return a2 * (a2 / sqrt(2.0));
}
real(8) function code(a1, a2, th)
real(8), intent (in) :: a1
real(8), intent (in) :: a2
real(8), intent (in) :: th
code = a2 * (a2 / sqrt(2.0d0))
end function
public static double code(double a1, double a2, double th) {
return a2 * (a2 / Math.sqrt(2.0));
}
def code(a1, a2, th): return a2 * (a2 / math.sqrt(2.0))
function code(a1, a2, th) return Float64(a2 * Float64(a2 / sqrt(2.0))) end
function tmp = code(a1, a2, th) tmp = a2 * (a2 / sqrt(2.0)); end
code[a1_, a2_, th_] := N[(a2 * N[(a2 / N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
a2 \cdot \frac{a2}{\sqrt{2}}
\end{array}
Initial program 99.5%
Taylor expanded in th around 0
unpow2N/A
associate-/l*N/A
accelerator-lowering-fma.f64N/A
/-lowering-/.f64N/A
sqrt-lowering-sqrt.f64N/A
/-lowering-/.f64N/A
unpow2N/A
*-lowering-*.f64N/A
sqrt-lowering-sqrt.f6466.2
Simplified66.2%
associate-*r/N/A
clear-numN/A
clear-numN/A
frac-addN/A
/-lowering-/.f64N/A
Applied egg-rr27.5%
Taylor expanded in a2 around inf
unpow2N/A
associate-/l*N/A
*-lowering-*.f64N/A
/-lowering-/.f64N/A
sqrt-lowering-sqrt.f6440.0
Simplified40.0%
(FPCore (a1 a2 th) :precision binary64 (* (* a2 a2) (* (sqrt 2.0) 0.5)))
double code(double a1, double a2, double th) {
return (a2 * a2) * (sqrt(2.0) * 0.5);
}
real(8) function code(a1, a2, th)
real(8), intent (in) :: a1
real(8), intent (in) :: a2
real(8), intent (in) :: th
code = (a2 * a2) * (sqrt(2.0d0) * 0.5d0)
end function
public static double code(double a1, double a2, double th) {
return (a2 * a2) * (Math.sqrt(2.0) * 0.5);
}
def code(a1, a2, th): return (a2 * a2) * (math.sqrt(2.0) * 0.5)
function code(a1, a2, th) return Float64(Float64(a2 * a2) * Float64(sqrt(2.0) * 0.5)) end
function tmp = code(a1, a2, th) tmp = (a2 * a2) * (sqrt(2.0) * 0.5); end
code[a1_, a2_, th_] := N[(N[(a2 * a2), $MachinePrecision] * N[(N[Sqrt[2.0], $MachinePrecision] * 0.5), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(a2 \cdot a2\right) \cdot \left(\sqrt{2} \cdot 0.5\right)
\end{array}
Initial program 99.5%
Taylor expanded in th around 0
unpow2N/A
associate-/l*N/A
accelerator-lowering-fma.f64N/A
/-lowering-/.f64N/A
sqrt-lowering-sqrt.f64N/A
/-lowering-/.f64N/A
unpow2N/A
*-lowering-*.f64N/A
sqrt-lowering-sqrt.f6466.2
Simplified66.2%
associate-*r/N/A
clear-numN/A
clear-numN/A
frac-addN/A
/-lowering-/.f64N/A
Applied egg-rr27.5%
Taylor expanded in a2 around inf
unpow2N/A
associate-/l*N/A
*-lowering-*.f64N/A
/-lowering-/.f64N/A
sqrt-lowering-sqrt.f6440.0
Simplified40.0%
associate-*r/N/A
div-invN/A
*-lowering-*.f64N/A
*-lowering-*.f64N/A
pow1/2N/A
metadata-evalN/A
metadata-evalN/A
pow-plusN/A
pow-flipN/A
pow1/2N/A
metadata-evalN/A
div-invN/A
clear-numN/A
div-invN/A
clear-numN/A
div-invN/A
metadata-evalN/A
*-rgt-identityN/A
*-lowering-*.f64N/A
sqrt-lowering-sqrt.f6440.0
Applied egg-rr40.0%
Final simplification40.0%
(FPCore (a1 a2 th) :precision binary64 (* 0.5 (* a1 (* (sqrt 2.0) a1))))
double code(double a1, double a2, double th) {
return 0.5 * (a1 * (sqrt(2.0) * a1));
}
real(8) function code(a1, a2, th)
real(8), intent (in) :: a1
real(8), intent (in) :: a2
real(8), intent (in) :: th
code = 0.5d0 * (a1 * (sqrt(2.0d0) * a1))
end function
public static double code(double a1, double a2, double th) {
return 0.5 * (a1 * (Math.sqrt(2.0) * a1));
}
def code(a1, a2, th): return 0.5 * (a1 * (math.sqrt(2.0) * a1))
function code(a1, a2, th) return Float64(0.5 * Float64(a1 * Float64(sqrt(2.0) * a1))) end
function tmp = code(a1, a2, th) tmp = 0.5 * (a1 * (sqrt(2.0) * a1)); end
code[a1_, a2_, th_] := N[(0.5 * N[(a1 * N[(N[Sqrt[2.0], $MachinePrecision] * a1), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
0.5 \cdot \left(a1 \cdot \left(\sqrt{2} \cdot a1\right)\right)
\end{array}
Initial program 99.5%
Taylor expanded in th around 0
unpow2N/A
associate-/l*N/A
accelerator-lowering-fma.f64N/A
/-lowering-/.f64N/A
sqrt-lowering-sqrt.f64N/A
/-lowering-/.f64N/A
unpow2N/A
*-lowering-*.f64N/A
sqrt-lowering-sqrt.f6466.2
Simplified66.2%
+-commutativeN/A
flip-+N/A
/-lowering-/.f64N/A
Applied egg-rr18.4%
Taylor expanded in a2 around 0
*-lowering-*.f64N/A
unpow2N/A
associate-*l*N/A
*-lowering-*.f64N/A
*-commutativeN/A
*-lowering-*.f64N/A
sqrt-lowering-sqrt.f6439.3
Simplified39.3%
herbie shell --seed 2024194
(FPCore (a1 a2 th)
:name "Migdal et al, Equation (64)"
:precision binary64
(+ (* (/ (cos th) (sqrt 2.0)) (* a1 a1)) (* (/ (cos th) (sqrt 2.0)) (* a2 a2))))