
(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 (* 0.5 (fma (* (cos th) a2) (* (sqrt 2.0) a2) (* (* a1 (sqrt 2.0)) (* a1 (cos th))))))
double code(double a1, double a2, double th) {
return 0.5 * fma((cos(th) * a2), (sqrt(2.0) * a2), ((a1 * sqrt(2.0)) * (a1 * cos(th))));
}
function code(a1, a2, th) return Float64(0.5 * fma(Float64(cos(th) * a2), Float64(sqrt(2.0) * a2), Float64(Float64(a1 * sqrt(2.0)) * Float64(a1 * cos(th))))) end
code[a1_, a2_, th_] := N[(0.5 * N[(N[(N[Cos[th], $MachinePrecision] * a2), $MachinePrecision] * N[(N[Sqrt[2.0], $MachinePrecision] * a2), $MachinePrecision] + N[(N[(a1 * N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision] * N[(a1 * N[Cos[th], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
0.5 \cdot \mathsf{fma}\left(\cos th \cdot a2, \sqrt{2} \cdot a2, \left(a1 \cdot \sqrt{2}\right) \cdot \left(a1 \cdot \cos th\right)\right)
\end{array}
Initial program 99.3%
lift-+.f64N/A
lift-*.f64N/A
lift-/.f64N/A
associate-*l/N/A
lift-*.f64N/A
lift-/.f64N/A
associate-*l/N/A
frac-addN/A
lift-sqrt.f64N/A
lift-sqrt.f64N/A
rem-square-sqrtN/A
div-invN/A
metadata-evalN/A
lower-*.f64N/A
Applied rewrites99.7%
Final simplification99.7%
(FPCore (a1 a2 th)
:precision binary64
(let* ((t_1 (/ (cos th) (sqrt 2.0))))
(if (<= (+ (* t_1 (* a2 a2)) (* t_1 (* a1 a1))) -5e-274)
(* (* (* (sqrt 0.5) a2) a2) (fma (* th th) -0.5 1.0))
(* (sqrt 0.5) (fma a1 a1 (* a2 a2))))))
double code(double a1, double a2, double th) {
double t_1 = cos(th) / sqrt(2.0);
double tmp;
if (((t_1 * (a2 * a2)) + (t_1 * (a1 * a1))) <= -5e-274) {
tmp = ((sqrt(0.5) * a2) * a2) * fma((th * th), -0.5, 1.0);
} else {
tmp = sqrt(0.5) * fma(a1, a1, (a2 * a2));
}
return tmp;
}
function code(a1, a2, th) t_1 = Float64(cos(th) / sqrt(2.0)) tmp = 0.0 if (Float64(Float64(t_1 * Float64(a2 * a2)) + Float64(t_1 * Float64(a1 * a1))) <= -5e-274) tmp = Float64(Float64(Float64(sqrt(0.5) * a2) * a2) * fma(Float64(th * th), -0.5, 1.0)); else tmp = Float64(sqrt(0.5) * fma(a1, a1, Float64(a2 * a2))); 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[(t$95$1 * N[(a2 * a2), $MachinePrecision]), $MachinePrecision] + N[(t$95$1 * N[(a1 * a1), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], -5e-274], N[(N[(N[(N[Sqrt[0.5], $MachinePrecision] * a2), $MachinePrecision] * a2), $MachinePrecision] * N[(N[(th * th), $MachinePrecision] * -0.5 + 1.0), $MachinePrecision]), $MachinePrecision], N[(N[Sqrt[0.5], $MachinePrecision] * N[(a1 * a1 + N[(a2 * a2), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \frac{\cos th}{\sqrt{2}}\\
\mathbf{if}\;t\_1 \cdot \left(a2 \cdot a2\right) + t\_1 \cdot \left(a1 \cdot a1\right) \leq -5 \cdot 10^{-274}:\\
\;\;\;\;\left(\left(\sqrt{0.5} \cdot a2\right) \cdot a2\right) \cdot \mathsf{fma}\left(th \cdot th, -0.5, 1\right)\\
\mathbf{else}:\\
\;\;\;\;\sqrt{0.5} \cdot \mathsf{fma}\left(a1, a1, a2 \cdot a2\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))) < -5e-274Initial program 98.3%
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
distribute-lft-outN/A
lift-/.f64N/A
clear-numN/A
associate-/r/N/A
associate-*l*N/A
lower-*.f64N/A
lift-sqrt.f64N/A
pow1/2N/A
pow-flipN/A
lower-pow.f64N/A
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6498.1
Applied rewrites98.1%
Taylor expanded in a1 around 0
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-sqrt.f64N/A
lower-cos.f64N/A
unpow2N/A
lower-*.f6447.0
Applied rewrites47.0%
Taylor expanded in th around 0
Applied rewrites34.3%
if -5e-274 < (+.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 99.6%
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
distribute-lft-outN/A
lift-/.f64N/A
clear-numN/A
associate-/r/N/A
associate-*l*N/A
lower-*.f64N/A
lift-sqrt.f64N/A
pow1/2N/A
pow-flipN/A
lower-pow.f64N/A
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6499.7
Applied rewrites99.7%
Taylor expanded in th around 0
lower-*.f64N/A
lower-sqrt.f64N/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6484.2
Applied rewrites84.2%
Final simplification72.3%
(FPCore (a1 a2 th) :precision binary64 (/ (fma a2 a2 (* a1 a1)) (/ (sqrt 2.0) (cos th))))
double code(double a1, double a2, double th) {
return fma(a2, a2, (a1 * a1)) / (sqrt(2.0) / cos(th));
}
function code(a1, a2, th) return Float64(fma(a2, a2, Float64(a1 * a1)) / Float64(sqrt(2.0) / cos(th))) end
code[a1_, a2_, th_] := N[(N[(a2 * a2 + N[(a1 * a1), $MachinePrecision]), $MachinePrecision] / N[(N[Sqrt[2.0], $MachinePrecision] / N[Cos[th], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\mathsf{fma}\left(a2, a2, a1 \cdot a1\right)}{\frac{\sqrt{2}}{\cos th}}
\end{array}
Initial program 99.3%
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
distribute-lft-outN/A
*-commutativeN/A
lift-/.f64N/A
clear-numN/A
un-div-invN/A
lower-/.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f64N/A
lower-/.f6499.3
Applied rewrites99.3%
(FPCore (a1 a2 th) :precision binary64 (* (sqrt 0.5) (* (fma a1 a1 (* a2 a2)) (cos th))))
double code(double a1, double a2, double th) {
return sqrt(0.5) * (fma(a1, a1, (a2 * a2)) * cos(th));
}
function code(a1, a2, th) return Float64(sqrt(0.5) * Float64(fma(a1, a1, Float64(a2 * a2)) * cos(th))) end
code[a1_, a2_, th_] := N[(N[Sqrt[0.5], $MachinePrecision] * N[(N[(a1 * a1 + N[(a2 * a2), $MachinePrecision]), $MachinePrecision] * N[Cos[th], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\sqrt{0.5} \cdot \left(\mathsf{fma}\left(a1, a1, a2 \cdot a2\right) \cdot \cos th\right)
\end{array}
Initial program 99.3%
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
distribute-lft-outN/A
lift-/.f64N/A
clear-numN/A
associate-/r/N/A
associate-*l*N/A
lower-*.f64N/A
lift-sqrt.f64N/A
pow1/2N/A
pow-flipN/A
lower-pow.f64N/A
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6499.3
Applied rewrites99.3%
Taylor expanded in a1 around 0
distribute-rgt-outN/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-cos.f64N/A
lower-sqrt.f6499.3
Applied rewrites99.3%
Final simplification99.3%
(FPCore (a1 a2 th) :precision binary64 (* (* (* (cos th) a2) a2) (sqrt 0.5)))
double code(double a1, double a2, double th) {
return ((cos(th) * a2) * a2) * sqrt(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 = ((cos(th) * a2) * a2) * sqrt(0.5d0)
end function
public static double code(double a1, double a2, double th) {
return ((Math.cos(th) * a2) * a2) * Math.sqrt(0.5);
}
def code(a1, a2, th): return ((math.cos(th) * a2) * a2) * math.sqrt(0.5)
function code(a1, a2, th) return Float64(Float64(Float64(cos(th) * a2) * a2) * sqrt(0.5)) end
function tmp = code(a1, a2, th) tmp = ((cos(th) * a2) * a2) * sqrt(0.5); end
code[a1_, a2_, th_] := N[(N[(N[(N[Cos[th], $MachinePrecision] * a2), $MachinePrecision] * a2), $MachinePrecision] * N[Sqrt[0.5], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(\left(\cos th \cdot a2\right) \cdot a2\right) \cdot \sqrt{0.5}
\end{array}
Initial program 99.3%
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
distribute-lft-outN/A
lift-/.f64N/A
clear-numN/A
associate-/r/N/A
associate-*l*N/A
lower-*.f64N/A
lift-sqrt.f64N/A
pow1/2N/A
pow-flipN/A
lower-pow.f64N/A
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6499.3
Applied rewrites99.3%
Taylor expanded in a1 around 0
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-sqrt.f64N/A
lower-cos.f64N/A
unpow2N/A
lower-*.f6457.9
Applied rewrites57.9%
Applied rewrites58.3%
(FPCore (a1 a2 th) :precision binary64 (* (* (* (cos th) a2) (sqrt 0.5)) a2))
double code(double a1, double a2, double th) {
return ((cos(th) * a2) * sqrt(0.5)) * a2;
}
real(8) function code(a1, a2, th)
real(8), intent (in) :: a1
real(8), intent (in) :: a2
real(8), intent (in) :: th
code = ((cos(th) * a2) * sqrt(0.5d0)) * a2
end function
public static double code(double a1, double a2, double th) {
return ((Math.cos(th) * a2) * Math.sqrt(0.5)) * a2;
}
def code(a1, a2, th): return ((math.cos(th) * a2) * math.sqrt(0.5)) * a2
function code(a1, a2, th) return Float64(Float64(Float64(cos(th) * a2) * sqrt(0.5)) * a2) end
function tmp = code(a1, a2, th) tmp = ((cos(th) * a2) * sqrt(0.5)) * a2; end
code[a1_, a2_, th_] := N[(N[(N[(N[Cos[th], $MachinePrecision] * a2), $MachinePrecision] * N[Sqrt[0.5], $MachinePrecision]), $MachinePrecision] * a2), $MachinePrecision]
\begin{array}{l}
\\
\left(\left(\cos th \cdot a2\right) \cdot \sqrt{0.5}\right) \cdot a2
\end{array}
Initial program 99.3%
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
distribute-lft-outN/A
lift-/.f64N/A
clear-numN/A
associate-/r/N/A
associate-*l*N/A
lower-*.f64N/A
lift-sqrt.f64N/A
pow1/2N/A
pow-flipN/A
lower-pow.f64N/A
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6499.3
Applied rewrites99.3%
Taylor expanded in a1 around 0
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-sqrt.f64N/A
lower-cos.f64N/A
unpow2N/A
lower-*.f6457.9
Applied rewrites57.9%
Applied rewrites58.2%
Final simplification58.2%
(FPCore (a1 a2 th) :precision binary64 (* (* (sqrt 0.5) (cos th)) (* a2 a2)))
double code(double a1, double a2, double th) {
return (sqrt(0.5) * cos(th)) * (a2 * a2);
}
real(8) function code(a1, a2, th)
real(8), intent (in) :: a1
real(8), intent (in) :: a2
real(8), intent (in) :: th
code = (sqrt(0.5d0) * cos(th)) * (a2 * a2)
end function
public static double code(double a1, double a2, double th) {
return (Math.sqrt(0.5) * Math.cos(th)) * (a2 * a2);
}
def code(a1, a2, th): return (math.sqrt(0.5) * math.cos(th)) * (a2 * a2)
function code(a1, a2, th) return Float64(Float64(sqrt(0.5) * cos(th)) * Float64(a2 * a2)) end
function tmp = code(a1, a2, th) tmp = (sqrt(0.5) * cos(th)) * (a2 * a2); end
code[a1_, a2_, th_] := N[(N[(N[Sqrt[0.5], $MachinePrecision] * N[Cos[th], $MachinePrecision]), $MachinePrecision] * N[(a2 * a2), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(\sqrt{0.5} \cdot \cos th\right) \cdot \left(a2 \cdot a2\right)
\end{array}
Initial program 99.3%
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
distribute-lft-outN/A
lift-/.f64N/A
clear-numN/A
associate-/r/N/A
associate-*l*N/A
lower-*.f64N/A
lift-sqrt.f64N/A
pow1/2N/A
pow-flipN/A
lower-pow.f64N/A
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6499.3
Applied rewrites99.3%
Taylor expanded in a1 around 0
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-sqrt.f64N/A
lower-cos.f64N/A
unpow2N/A
lower-*.f6457.9
Applied rewrites57.9%
(FPCore (a1 a2 th) :precision binary64 (* (sqrt 0.5) (fma a1 a1 (* a2 a2))))
double code(double a1, double a2, double th) {
return sqrt(0.5) * fma(a1, a1, (a2 * a2));
}
function code(a1, a2, th) return Float64(sqrt(0.5) * fma(a1, a1, Float64(a2 * a2))) end
code[a1_, a2_, th_] := N[(N[Sqrt[0.5], $MachinePrecision] * N[(a1 * a1 + N[(a2 * a2), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\sqrt{0.5} \cdot \mathsf{fma}\left(a1, a1, a2 \cdot a2\right)
\end{array}
Initial program 99.3%
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
distribute-lft-outN/A
lift-/.f64N/A
clear-numN/A
associate-/r/N/A
associate-*l*N/A
lower-*.f64N/A
lift-sqrt.f64N/A
pow1/2N/A
pow-flipN/A
lower-pow.f64N/A
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6499.3
Applied rewrites99.3%
Taylor expanded in th around 0
lower-*.f64N/A
lower-sqrt.f64N/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6464.3
Applied rewrites64.3%
(FPCore (a1 a2 th) :precision binary64 (* (* a2 a2) (sqrt 0.5)))
double code(double a1, double a2, double th) {
return (a2 * a2) * sqrt(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(0.5d0)
end function
public static double code(double a1, double a2, double th) {
return (a2 * a2) * Math.sqrt(0.5);
}
def code(a1, a2, th): return (a2 * a2) * math.sqrt(0.5)
function code(a1, a2, th) return Float64(Float64(a2 * a2) * sqrt(0.5)) end
function tmp = code(a1, a2, th) tmp = (a2 * a2) * sqrt(0.5); end
code[a1_, a2_, th_] := N[(N[(a2 * a2), $MachinePrecision] * N[Sqrt[0.5], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(a2 \cdot a2\right) \cdot \sqrt{0.5}
\end{array}
Initial program 99.3%
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
distribute-lft-outN/A
lift-/.f64N/A
clear-numN/A
associate-/r/N/A
associate-*l*N/A
lower-*.f64N/A
lift-sqrt.f64N/A
pow1/2N/A
pow-flipN/A
lower-pow.f64N/A
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6499.3
Applied rewrites99.3%
Taylor expanded in th around 0
lower-*.f64N/A
lower-sqrt.f64N/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6464.3
Applied rewrites64.3%
Taylor expanded in a1 around 0
Applied rewrites41.9%
Final simplification41.9%
(FPCore (a1 a2 th) :precision binary64 (* (* (sqrt 0.5) a2) a2))
double code(double a1, double a2, double th) {
return (sqrt(0.5) * a2) * a2;
}
real(8) function code(a1, a2, th)
real(8), intent (in) :: a1
real(8), intent (in) :: a2
real(8), intent (in) :: th
code = (sqrt(0.5d0) * a2) * a2
end function
public static double code(double a1, double a2, double th) {
return (Math.sqrt(0.5) * a2) * a2;
}
def code(a1, a2, th): return (math.sqrt(0.5) * a2) * a2
function code(a1, a2, th) return Float64(Float64(sqrt(0.5) * a2) * a2) end
function tmp = code(a1, a2, th) tmp = (sqrt(0.5) * a2) * a2; end
code[a1_, a2_, th_] := N[(N[(N[Sqrt[0.5], $MachinePrecision] * a2), $MachinePrecision] * a2), $MachinePrecision]
\begin{array}{l}
\\
\left(\sqrt{0.5} \cdot a2\right) \cdot a2
\end{array}
Initial program 99.3%
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
distribute-lft-outN/A
lift-/.f64N/A
clear-numN/A
associate-/r/N/A
associate-*l*N/A
lower-*.f64N/A
lift-sqrt.f64N/A
pow1/2N/A
pow-flipN/A
lower-pow.f64N/A
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6499.3
Applied rewrites99.3%
Taylor expanded in th around 0
lower-*.f64N/A
lower-sqrt.f64N/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6464.3
Applied rewrites64.3%
Taylor expanded in a1 around 0
Applied rewrites41.9%
(FPCore (a1 a2 th) :precision binary64 (* (sqrt 0.5) (* a1 a1)))
double code(double a1, double a2, double th) {
return sqrt(0.5) * (a1 * a1);
}
real(8) function code(a1, a2, th)
real(8), intent (in) :: a1
real(8), intent (in) :: a2
real(8), intent (in) :: th
code = sqrt(0.5d0) * (a1 * a1)
end function
public static double code(double a1, double a2, double th) {
return Math.sqrt(0.5) * (a1 * a1);
}
def code(a1, a2, th): return math.sqrt(0.5) * (a1 * a1)
function code(a1, a2, th) return Float64(sqrt(0.5) * Float64(a1 * a1)) end
function tmp = code(a1, a2, th) tmp = sqrt(0.5) * (a1 * a1); end
code[a1_, a2_, th_] := N[(N[Sqrt[0.5], $MachinePrecision] * N[(a1 * a1), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\sqrt{0.5} \cdot \left(a1 \cdot a1\right)
\end{array}
Initial program 99.3%
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
distribute-lft-outN/A
lift-/.f64N/A
clear-numN/A
associate-/r/N/A
associate-*l*N/A
lower-*.f64N/A
lift-sqrt.f64N/A
pow1/2N/A
pow-flipN/A
lower-pow.f64N/A
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6499.3
Applied rewrites99.3%
Taylor expanded in th around 0
lower-*.f64N/A
lower-sqrt.f64N/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6464.3
Applied rewrites64.3%
Taylor expanded in a1 around inf
Applied rewrites39.4%
Applied rewrites39.4%
Final simplification39.4%
herbie shell --seed 2024332
(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))))