
(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 8 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 a1 a1 (* a2 a2)) (sqrt 0.5)) (cos th)))
double code(double a1, double a2, double th) {
return (fma(a1, a1, (a2 * a2)) * sqrt(0.5)) * cos(th);
}
function code(a1, a2, th) return Float64(Float64(fma(a1, a1, Float64(a2 * a2)) * sqrt(0.5)) * cos(th)) end
code[a1_, a2_, th_] := N[(N[(N[(a1 * a1 + N[(a2 * a2), $MachinePrecision]), $MachinePrecision] * N[Sqrt[0.5], $MachinePrecision]), $MachinePrecision] * N[Cos[th], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(\mathsf{fma}\left(a1, a1, a2 \cdot a2\right) \cdot \sqrt{0.5}\right) \cdot \cos th
\end{array}
Initial program 99.6%
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
distribute-lft-outN/A
lift-/.f64N/A
div-invN/A
associate-*l*N/A
*-commutativeN/A
lower-*.f64N/A
associate-*l/N/A
*-lft-identityN/A
lower-/.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6499.6
Applied rewrites99.6%
lift-/.f64N/A
div-invN/A
lower-*.f64N/A
lift-sqrt.f64N/A
pow1/2N/A
pow-flipN/A
lower-pow.f64N/A
metadata-eval99.6
Applied rewrites99.6%
Taylor expanded in a1 around 0
distribute-rgt-inN/A
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-sqrt.f6499.6
Applied rewrites99.6%
(FPCore (a1 a2 th)
:precision binary64
(let* ((t_1 (/ (cos th) (sqrt 2.0))))
(if (<= (+ (* t_1 (* a1 a1)) (* t_1 (* a2 a2))) -5e-192)
(* (* (/ a2 (sqrt 2.0)) a2) (fma (* th th) -0.5 1.0))
(pow (/ (sqrt 2.0) (fma a1 a1 (* a2 a2))) -1.0))))
double code(double a1, double a2, double th) {
double t_1 = cos(th) / sqrt(2.0);
double tmp;
if (((t_1 * (a1 * a1)) + (t_1 * (a2 * a2))) <= -5e-192) {
tmp = ((a2 / sqrt(2.0)) * a2) * fma((th * th), -0.5, 1.0);
} else {
tmp = pow((sqrt(2.0) / fma(a1, a1, (a2 * a2))), -1.0);
}
return tmp;
}
function code(a1, a2, th) t_1 = Float64(cos(th) / sqrt(2.0)) tmp = 0.0 if (Float64(Float64(t_1 * Float64(a1 * a1)) + Float64(t_1 * Float64(a2 * a2))) <= -5e-192) tmp = Float64(Float64(Float64(a2 / sqrt(2.0)) * a2) * fma(Float64(th * th), -0.5, 1.0)); else tmp = Float64(sqrt(2.0) / fma(a1, a1, Float64(a2 * a2))) ^ -1.0; 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[(t$95$1 * N[(a1 * a1), $MachinePrecision]), $MachinePrecision] + N[(t$95$1 * N[(a2 * a2), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], -5e-192], N[(N[(N[(a2 / N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision] * a2), $MachinePrecision] * N[(N[(th * th), $MachinePrecision] * -0.5 + 1.0), $MachinePrecision]), $MachinePrecision], N[Power[N[(N[Sqrt[2.0], $MachinePrecision] / N[(a1 * a1 + N[(a2 * a2), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], -1.0], $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \frac{\cos th}{\sqrt{2}}\\
\mathbf{if}\;t\_1 \cdot \left(a1 \cdot a1\right) + t\_1 \cdot \left(a2 \cdot a2\right) \leq -5 \cdot 10^{-192}:\\
\;\;\;\;\left(\frac{a2}{\sqrt{2}} \cdot a2\right) \cdot \mathsf{fma}\left(th \cdot th, -0.5, 1\right)\\
\mathbf{else}:\\
\;\;\;\;{\left(\frac{\sqrt{2}}{\mathsf{fma}\left(a1, a1, a2 \cdot a2\right)}\right)}^{-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))) < -5.0000000000000001e-192Initial program 99.6%
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
distribute-lft-outN/A
lift-/.f64N/A
div-invN/A
associate-*l*N/A
*-commutativeN/A
lower-*.f64N/A
associate-*l/N/A
*-lft-identityN/A
lower-/.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6499.4
Applied rewrites99.4%
Taylor expanded in th around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6439.7
Applied rewrites39.7%
Taylor expanded in a1 around 0
*-lft-identityN/A
associate-*l/N/A
unpow2N/A
associate-*r*N/A
associate-*l/N/A
*-lft-identityN/A
lower-*.f64N/A
lower-/.f64N/A
lower-sqrt.f6429.3
Applied rewrites29.3%
if -5.0000000000000001e-192 < (+.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
associate-*l/N/A
clear-numN/A
lower-/.f64N/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6499.5
Applied rewrites99.5%
Taylor expanded in th around 0
lower-/.f64N/A
lower-sqrt.f64N/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6483.0
Applied rewrites83.0%
Final simplification70.8%
(FPCore (a1 a2 th)
:precision binary64
(let* ((t_1 (/ (cos th) (sqrt 2.0))))
(if (<= (+ (* t_1 (* a1 a1)) (* t_1 (* a2 a2))) -5e-192)
(* (* (/ a2 (sqrt 2.0)) a2) (fma (* th th) -0.5 1.0))
(/ (fma a2 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 (((t_1 * (a1 * a1)) + (t_1 * (a2 * a2))) <= -5e-192) {
tmp = ((a2 / sqrt(2.0)) * a2) * fma((th * th), -0.5, 1.0);
} else {
tmp = fma(a2, 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(t_1 * Float64(a1 * a1)) + Float64(t_1 * Float64(a2 * a2))) <= -5e-192) tmp = Float64(Float64(Float64(a2 / sqrt(2.0)) * a2) * fma(Float64(th * th), -0.5, 1.0)); else tmp = Float64(fma(a2, a2, 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[(t$95$1 * N[(a1 * a1), $MachinePrecision]), $MachinePrecision] + N[(t$95$1 * N[(a2 * a2), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], -5e-192], N[(N[(N[(a2 / N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision] * a2), $MachinePrecision] * N[(N[(th * th), $MachinePrecision] * -0.5 + 1.0), $MachinePrecision]), $MachinePrecision], N[(N[(a2 * a2 + N[(a1 * a1), $MachinePrecision]), $MachinePrecision] / N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \frac{\cos th}{\sqrt{2}}\\
\mathbf{if}\;t\_1 \cdot \left(a1 \cdot a1\right) + t\_1 \cdot \left(a2 \cdot a2\right) \leq -5 \cdot 10^{-192}:\\
\;\;\;\;\left(\frac{a2}{\sqrt{2}} \cdot a2\right) \cdot \mathsf{fma}\left(th \cdot th, -0.5, 1\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(a2, a2, a1 \cdot a1\right)}{\sqrt{2}}\\
\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))) < -5.0000000000000001e-192Initial program 99.6%
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
distribute-lft-outN/A
lift-/.f64N/A
div-invN/A
associate-*l*N/A
*-commutativeN/A
lower-*.f64N/A
associate-*l/N/A
*-lft-identityN/A
lower-/.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6499.4
Applied rewrites99.4%
Taylor expanded in th around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6439.7
Applied rewrites39.7%
Taylor expanded in a1 around 0
*-lft-identityN/A
associate-*l/N/A
unpow2N/A
associate-*r*N/A
associate-*l/N/A
*-lft-identityN/A
lower-*.f64N/A
lower-/.f64N/A
lower-sqrt.f6429.3
Applied rewrites29.3%
if -5.0000000000000001e-192 < (+.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
*-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-/.f6499.6
Applied rewrites99.6%
Taylor expanded in th around 0
lower-sqrt.f6483.0
Applied rewrites83.0%
(FPCore (a1 a2 th)
:precision binary64
(let* ((t_1 (/ (cos th) (sqrt 2.0))))
(if (<= (+ (* t_1 (* a1 a1)) (* t_1 (* a2 a2))) -5e-192)
(* (fma (* th th) -0.5 1.0) (* (fma a1 a1 (* a2 a2)) (sqrt 0.5)))
(/ (fma a2 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 (((t_1 * (a1 * a1)) + (t_1 * (a2 * a2))) <= -5e-192) {
tmp = fma((th * th), -0.5, 1.0) * (fma(a1, a1, (a2 * a2)) * sqrt(0.5));
} else {
tmp = fma(a2, 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(t_1 * Float64(a1 * a1)) + Float64(t_1 * Float64(a2 * a2))) <= -5e-192) tmp = Float64(fma(Float64(th * th), -0.5, 1.0) * Float64(fma(a1, a1, Float64(a2 * a2)) * sqrt(0.5))); else tmp = Float64(fma(a2, a2, 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[(t$95$1 * N[(a1 * a1), $MachinePrecision]), $MachinePrecision] + N[(t$95$1 * N[(a2 * a2), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], -5e-192], N[(N[(N[(th * th), $MachinePrecision] * -0.5 + 1.0), $MachinePrecision] * N[(N[(a1 * a1 + N[(a2 * a2), $MachinePrecision]), $MachinePrecision] * N[Sqrt[0.5], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(a2 * a2 + N[(a1 * a1), $MachinePrecision]), $MachinePrecision] / N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \frac{\cos th}{\sqrt{2}}\\
\mathbf{if}\;t\_1 \cdot \left(a1 \cdot a1\right) + t\_1 \cdot \left(a2 \cdot a2\right) \leq -5 \cdot 10^{-192}:\\
\;\;\;\;\mathsf{fma}\left(th \cdot th, -0.5, 1\right) \cdot \left(\mathsf{fma}\left(a1, a1, a2 \cdot a2\right) \cdot \sqrt{0.5}\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(a2, a2, a1 \cdot a1\right)}{\sqrt{2}}\\
\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))) < -5.0000000000000001e-192Initial program 99.6%
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
distribute-lft-outN/A
lift-/.f64N/A
div-invN/A
associate-*l*N/A
*-commutativeN/A
lower-*.f64N/A
associate-*l/N/A
*-lft-identityN/A
lower-/.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6499.4
Applied rewrites99.4%
lift-/.f64N/A
div-invN/A
lower-*.f64N/A
lift-sqrt.f64N/A
pow1/2N/A
pow-flipN/A
lower-pow.f64N/A
metadata-eval99.6
Applied rewrites99.6%
Taylor expanded in th around 0
associate-*r*N/A
distribute-lft1-inN/A
+-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-sqrt.f6439.7
Applied rewrites39.7%
if -5.0000000000000001e-192 < (+.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
*-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-/.f6499.6
Applied rewrites99.6%
Taylor expanded in th around 0
lower-sqrt.f6483.0
Applied rewrites83.0%
(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 99.6%
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
distribute-lft-outN/A
lift-/.f64N/A
div-invN/A
associate-*l*N/A
*-commutativeN/A
lower-*.f64N/A
associate-*l/N/A
*-lft-identityN/A
lower-/.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6499.6
Applied rewrites99.6%
lift-/.f64N/A
div-invN/A
lower-*.f64N/A
lift-sqrt.f64N/A
pow1/2N/A
pow-flipN/A
lower-pow.f64N/A
metadata-eval99.6
Applied rewrites99.6%
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-*.f6462.3
Applied rewrites62.3%
(FPCore (a1 a2 th) :precision binary64 (/ (fma a2 a2 (* a1 a1)) (sqrt 2.0)))
double code(double a1, double a2, double th) {
return fma(a2, a2, (a1 * a1)) / sqrt(2.0);
}
function code(a1, a2, th) return Float64(fma(a2, a2, Float64(a1 * a1)) / sqrt(2.0)) end
code[a1_, a2_, th_] := N[(N[(a2 * a2 + N[(a1 * a1), $MachinePrecision]), $MachinePrecision] / N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\mathsf{fma}\left(a2, a2, a1 \cdot a1\right)}{\sqrt{2}}
\end{array}
Initial program 99.6%
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-/.f6499.6
Applied rewrites99.6%
Taylor expanded in th around 0
lower-sqrt.f6464.4
Applied rewrites64.4%
(FPCore (a1 a2 th) :precision binary64 (* (fma a1 a1 (* a2 a2)) (sqrt 0.5)))
double code(double a1, double a2, double th) {
return fma(a1, a1, (a2 * a2)) * sqrt(0.5);
}
function code(a1, a2, th) return Float64(fma(a1, a1, Float64(a2 * a2)) * sqrt(0.5)) end
code[a1_, a2_, th_] := N[(N[(a1 * a1 + N[(a2 * a2), $MachinePrecision]), $MachinePrecision] * N[Sqrt[0.5], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(a1, a1, a2 \cdot a2\right) \cdot \sqrt{0.5}
\end{array}
Initial program 99.6%
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
distribute-lft-outN/A
lift-/.f64N/A
div-invN/A
associate-*l*N/A
*-commutativeN/A
lower-*.f64N/A
associate-*l/N/A
*-lft-identityN/A
lower-/.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6499.6
Applied rewrites99.6%
lift-/.f64N/A
div-invN/A
lower-*.f64N/A
lift-sqrt.f64N/A
pow1/2N/A
pow-flipN/A
lower-pow.f64N/A
metadata-eval99.6
Applied rewrites99.6%
Taylor expanded in th around 0
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-sqrt.f6464.4
Applied rewrites64.4%
(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 99.6%
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
distribute-lft-outN/A
lift-/.f64N/A
div-invN/A
associate-*l*N/A
*-commutativeN/A
lower-*.f64N/A
associate-*l/N/A
*-lft-identityN/A
lower-/.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6499.6
Applied rewrites99.6%
lift-/.f64N/A
div-invN/A
lower-*.f64N/A
lift-sqrt.f64N/A
pow1/2N/A
pow-flipN/A
lower-pow.f64N/A
metadata-eval99.6
Applied rewrites99.6%
Taylor expanded in th around 0
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-sqrt.f6464.4
Applied rewrites64.4%
Taylor expanded in a1 around 0
Applied rewrites42.8%
herbie shell --seed 2024312
(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))))