
(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 13 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 (/ (* (cos th) (fma a2 a2 (* a1 a1))) (sqrt 2.0)))
double code(double a1, double a2, double th) {
return (cos(th) * fma(a2, a2, (a1 * a1))) / sqrt(2.0);
}
function code(a1, a2, th) return Float64(Float64(cos(th) * fma(a2, a2, Float64(a1 * a1))) / sqrt(2.0)) end
code[a1_, a2_, th_] := N[(N[(N[Cos[th], $MachinePrecision] * N[(a2 * a2 + N[(a1 * a1), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\cos th \cdot \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
lift-/.f64N/A
associate-*l/N/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6499.7
Applied rewrites99.7%
Final simplification99.7%
(FPCore (a1 a2 th)
:precision binary64
(let* ((t_1 (fma a1 a1 (* a2 a2))) (t_2 (/ (cos th) (sqrt 2.0))))
(if (<= (+ (* (* a2 a2) t_2) (* t_2 (* a1 a1))) -2e-103)
(* (/ th (sqrt 2.0)) (* (* t_1 -0.5) th))
(/ t_1 (sqrt 2.0)))))
double code(double a1, double a2, double th) {
double t_1 = fma(a1, a1, (a2 * a2));
double t_2 = cos(th) / sqrt(2.0);
double tmp;
if ((((a2 * a2) * t_2) + (t_2 * (a1 * a1))) <= -2e-103) {
tmp = (th / sqrt(2.0)) * ((t_1 * -0.5) * th);
} else {
tmp = t_1 / sqrt(2.0);
}
return tmp;
}
function code(a1, a2, th) t_1 = fma(a1, a1, Float64(a2 * a2)) t_2 = Float64(cos(th) / sqrt(2.0)) tmp = 0.0 if (Float64(Float64(Float64(a2 * a2) * t_2) + Float64(t_2 * Float64(a1 * a1))) <= -2e-103) tmp = Float64(Float64(th / sqrt(2.0)) * Float64(Float64(t_1 * -0.5) * th)); else tmp = Float64(t_1 / sqrt(2.0)); end return tmp end
code[a1_, a2_, th_] := Block[{t$95$1 = N[(a1 * a1 + N[(a2 * a2), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(N[Cos[th], $MachinePrecision] / N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(N[(N[(a2 * a2), $MachinePrecision] * t$95$2), $MachinePrecision] + N[(t$95$2 * N[(a1 * a1), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], -2e-103], N[(N[(th / N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision] * N[(N[(t$95$1 * -0.5), $MachinePrecision] * th), $MachinePrecision]), $MachinePrecision], N[(t$95$1 / N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \mathsf{fma}\left(a1, a1, a2 \cdot a2\right)\\
t_2 := \frac{\cos th}{\sqrt{2}}\\
\mathbf{if}\;\left(a2 \cdot a2\right) \cdot t\_2 + t\_2 \cdot \left(a1 \cdot a1\right) \leq -2 \cdot 10^{-103}:\\
\;\;\;\;\frac{th}{\sqrt{2}} \cdot \left(\left(t\_1 \cdot -0.5\right) \cdot th\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{t\_1}{\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))) < -1.99999999999999992e-103Initial program 99.7%
Taylor expanded in th around 0
unpow2N/A
associate-*l/N/A
lower-fma.f64N/A
lower-/.f64N/A
lower-sqrt.f64N/A
unpow2N/A
associate-*l/N/A
lower-*.f64N/A
lower-/.f64N/A
lower-sqrt.f640.4
Applied rewrites0.4%
Taylor expanded in th around 0
distribute-lft-outN/A
associate-*r*N/A
*-commutativeN/A
distribute-lft1-inN/A
+-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
Applied rewrites58.4%
Taylor expanded in th around inf
Applied rewrites58.4%
if -1.99999999999999992e-103 < (+.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
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6499.6
Applied rewrites99.6%
Taylor expanded in th around 0
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6482.6
Applied rewrites82.6%
Final simplification77.2%
(FPCore (a1 a2 th)
:precision binary64
(let* ((t_1 (/ (cos th) (sqrt 2.0))))
(if (<= (+ (* (* a2 a2) t_1) (* t_1 (* a1 a1))) -2e-103)
(* (* (fma (* -0.5 th) th 1.0) (/ a2 (sqrt 2.0))) a2)
(/ (fma a1 a1 (* a2 a2)) (sqrt 2.0)))))
double code(double a1, double a2, double th) {
double t_1 = cos(th) / sqrt(2.0);
double tmp;
if ((((a2 * a2) * t_1) + (t_1 * (a1 * a1))) <= -2e-103) {
tmp = (fma((-0.5 * th), th, 1.0) * (a2 / sqrt(2.0))) * a2;
} else {
tmp = fma(a1, a1, (a2 * a2)) / 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(a2 * a2) * t_1) + Float64(t_1 * Float64(a1 * a1))) <= -2e-103) tmp = Float64(Float64(fma(Float64(-0.5 * th), th, 1.0) * Float64(a2 / sqrt(2.0))) * a2); else tmp = Float64(fma(a1, a1, Float64(a2 * a2)) / 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[(a2 * a2), $MachinePrecision] * t$95$1), $MachinePrecision] + N[(t$95$1 * N[(a1 * a1), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], -2e-103], N[(N[(N[(N[(-0.5 * th), $MachinePrecision] * th + 1.0), $MachinePrecision] * N[(a2 / N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * a2), $MachinePrecision], N[(N[(a1 * a1 + N[(a2 * a2), $MachinePrecision]), $MachinePrecision] / N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \frac{\cos th}{\sqrt{2}}\\
\mathbf{if}\;\left(a2 \cdot a2\right) \cdot t\_1 + t\_1 \cdot \left(a1 \cdot a1\right) \leq -2 \cdot 10^{-103}:\\
\;\;\;\;\left(\mathsf{fma}\left(-0.5 \cdot th, th, 1\right) \cdot \frac{a2}{\sqrt{2}}\right) \cdot a2\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(a1, a1, a2 \cdot a2\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))) < -1.99999999999999992e-103Initial program 99.7%
Taylor expanded in a1 around 0
*-commutativeN/A
unpow2N/A
associate-*r*N/A
associate-/l*N/A
lower-*.f64N/A
lower-*.f64N/A
lower-cos.f64N/A
lower-/.f64N/A
lower-sqrt.f6469.6
Applied rewrites69.6%
Applied rewrites69.5%
Taylor expanded in th around 0
Applied rewrites53.2%
if -1.99999999999999992e-103 < (+.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
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6499.6
Applied rewrites99.6%
Taylor expanded in th around 0
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6482.6
Applied rewrites82.6%
Final simplification76.1%
(FPCore (a1 a2 th)
:precision binary64
(let* ((t_1 (/ (cos th) (sqrt 2.0))))
(if (<= (+ (* (* a2 a2) t_1) (* t_1 (* a1 a1))) -2e-199)
(* (/ a1 (sqrt 2.0)) (* (fma (* th th) -0.5 1.0) a1))
(/ (fma a1 a1 (* a2 a2)) (sqrt 2.0)))))
double code(double a1, double a2, double th) {
double t_1 = cos(th) / sqrt(2.0);
double tmp;
if ((((a2 * a2) * t_1) + (t_1 * (a1 * a1))) <= -2e-199) {
tmp = (a1 / sqrt(2.0)) * (fma((th * th), -0.5, 1.0) * a1);
} else {
tmp = fma(a1, a1, (a2 * a2)) / 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(a2 * a2) * t_1) + Float64(t_1 * Float64(a1 * a1))) <= -2e-199) tmp = Float64(Float64(a1 / sqrt(2.0)) * Float64(fma(Float64(th * th), -0.5, 1.0) * a1)); else tmp = Float64(fma(a1, a1, Float64(a2 * a2)) / 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[(a2 * a2), $MachinePrecision] * t$95$1), $MachinePrecision] + N[(t$95$1 * N[(a1 * a1), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], -2e-199], N[(N[(a1 / N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision] * N[(N[(N[(th * th), $MachinePrecision] * -0.5 + 1.0), $MachinePrecision] * a1), $MachinePrecision]), $MachinePrecision], N[(N[(a1 * a1 + N[(a2 * a2), $MachinePrecision]), $MachinePrecision] / N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \frac{\cos th}{\sqrt{2}}\\
\mathbf{if}\;\left(a2 \cdot a2\right) \cdot t\_1 + t\_1 \cdot \left(a1 \cdot a1\right) \leq -2 \cdot 10^{-199}:\\
\;\;\;\;\frac{a1}{\sqrt{2}} \cdot \left(\mathsf{fma}\left(th \cdot th, -0.5, 1\right) \cdot a1\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(a1, a1, a2 \cdot a2\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))) < -1.99999999999999996e-199Initial program 99.7%
Taylor expanded in th around 0
unpow2N/A
associate-*l/N/A
lower-fma.f64N/A
lower-/.f64N/A
lower-sqrt.f64N/A
unpow2N/A
associate-*l/N/A
lower-*.f64N/A
lower-/.f64N/A
lower-sqrt.f640.6
Applied rewrites0.6%
Taylor expanded in th around 0
distribute-lft-outN/A
associate-*r*N/A
*-commutativeN/A
distribute-lft1-inN/A
+-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
Applied rewrites55.6%
Taylor expanded in a1 around inf
Applied rewrites41.1%
if -1.99999999999999996e-199 < (+.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
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6499.7
Applied rewrites99.7%
Taylor expanded in th around 0
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6483.8
Applied rewrites83.8%
Final simplification73.8%
(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(Float64(fma(a2, a2, Float64(a1 * a1)) / sqrt(2.0)) * cos(th)) end
code[a1_, a2_, th_] := N[(N[(N[(a2 * a2 + N[(a1 * a1), $MachinePrecision]), $MachinePrecision] / N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision] * N[Cos[th], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\mathsf{fma}\left(a2, a2, a1 \cdot a1\right)}{\sqrt{2}} \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%
(FPCore (a1 a2 th) :precision binary64 (/ (* (* (cos th) a2) a2) (sqrt 2.0)))
double code(double a1, double a2, double th) {
return ((cos(th) * 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 = ((cos(th) * a2) * a2) / sqrt(2.0d0)
end function
public static double code(double a1, double a2, double th) {
return ((Math.cos(th) * a2) * a2) / Math.sqrt(2.0);
}
def code(a1, a2, th): return ((math.cos(th) * a2) * a2) / math.sqrt(2.0)
function code(a1, a2, th) return Float64(Float64(Float64(cos(th) * a2) * a2) / sqrt(2.0)) end
function tmp = code(a1, a2, th) tmp = ((cos(th) * a2) * a2) / sqrt(2.0); end
code[a1_, a2_, th_] := N[(N[(N[(N[Cos[th], $MachinePrecision] * a2), $MachinePrecision] * a2), $MachinePrecision] / N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\left(\cos th \cdot a2\right) \cdot a2}{\sqrt{2}}
\end{array}
Initial program 99.6%
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
distribute-lft-outN/A
lift-/.f64N/A
associate-*l/N/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6499.7
Applied rewrites99.7%
Taylor expanded in a1 around 0
*-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-cos.f6463.7
Applied rewrites63.7%
(FPCore (a1 a2 th) :precision binary64 (* (/ a2 (sqrt 2.0)) (* (cos th) a2)))
double code(double a1, double a2, double th) {
return (a2 / sqrt(2.0)) * (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 = (a2 / sqrt(2.0d0)) * (cos(th) * a2)
end function
public static double code(double a1, double a2, double th) {
return (a2 / Math.sqrt(2.0)) * (Math.cos(th) * a2);
}
def code(a1, a2, th): return (a2 / math.sqrt(2.0)) * (math.cos(th) * a2)
function code(a1, a2, th) return Float64(Float64(a2 / sqrt(2.0)) * Float64(cos(th) * a2)) end
function tmp = code(a1, a2, th) tmp = (a2 / sqrt(2.0)) * (cos(th) * a2); end
code[a1_, a2_, th_] := N[(N[(a2 / N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision] * N[(N[Cos[th], $MachinePrecision] * a2), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{a2}{\sqrt{2}} \cdot \left(\cos th \cdot a2\right)
\end{array}
Initial program 99.6%
Taylor expanded in a1 around 0
*-commutativeN/A
unpow2N/A
associate-*r*N/A
associate-/l*N/A
lower-*.f64N/A
lower-*.f64N/A
lower-cos.f64N/A
lower-/.f64N/A
lower-sqrt.f6463.6
Applied rewrites63.6%
Final simplification63.6%
(FPCore (a1 a2 th) :precision binary64 (/ (fma a1 a1 (* a2 a2)) (sqrt 2.0)))
double code(double a1, double a2, double th) {
return fma(a1, a1, (a2 * a2)) / sqrt(2.0);
}
function code(a1, a2, th) return Float64(fma(a1, a1, Float64(a2 * a2)) / sqrt(2.0)) end
code[a1_, a2_, th_] := N[(N[(a1 * a1 + N[(a2 * a2), $MachinePrecision]), $MachinePrecision] / N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\mathsf{fma}\left(a1, a1, a2 \cdot a2\right)}{\sqrt{2}}
\end{array}
Initial program 99.6%
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
distribute-lft-outN/A
lift-/.f64N/A
associate-*l/N/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6499.7
Applied rewrites99.7%
Taylor expanded in th around 0
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6464.3
Applied rewrites64.3%
(FPCore (a1 a2 th) :precision binary64 (* 0.5 (* (sqrt 2.0) (fma a2 a2 (* a1 a1)))))
double code(double a1, double a2, double th) {
return 0.5 * (sqrt(2.0) * fma(a2, a2, (a1 * a1)));
}
function code(a1, a2, th) return Float64(0.5 * Float64(sqrt(2.0) * fma(a2, a2, Float64(a1 * a1)))) end
code[a1_, a2_, th_] := N[(0.5 * N[(N[Sqrt[2.0], $MachinePrecision] * N[(a2 * a2 + N[(a1 * a1), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
0.5 \cdot \left(\sqrt{2} \cdot \mathsf{fma}\left(a2, a2, a1 \cdot a1\right)\right)
\end{array}
Initial program 99.6%
Taylor expanded in th around 0
unpow2N/A
associate-*l/N/A
lower-fma.f64N/A
lower-/.f64N/A
lower-sqrt.f64N/A
unpow2N/A
associate-*l/N/A
lower-*.f64N/A
lower-/.f64N/A
lower-sqrt.f6464.3
Applied rewrites64.3%
Applied rewrites64.2%
Applied rewrites64.2%
Final simplification64.2%
(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(Float64(a2 * a2) / sqrt(2.0)) end
function tmp = code(a1, a2, th) tmp = (a2 * a2) / sqrt(2.0); end
code[a1_, a2_, th_] := N[(N[(a2 * a2), $MachinePrecision] / N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{a2 \cdot a2}{\sqrt{2}}
\end{array}
Initial program 99.6%
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
distribute-lft-outN/A
lift-/.f64N/A
associate-*l/N/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6499.7
Applied rewrites99.7%
Taylor expanded in a1 around 0
*-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-cos.f6463.7
Applied rewrites63.7%
Taylor expanded in th around 0
Applied rewrites40.2%
(FPCore (a1 a2 th) :precision binary64 (* (/ a2 (sqrt 2.0)) a2))
double code(double a1, double a2, double th) {
return (a2 / sqrt(2.0)) * a2;
}
real(8) function code(a1, a2, th)
real(8), intent (in) :: a1
real(8), intent (in) :: a2
real(8), intent (in) :: th
code = (a2 / sqrt(2.0d0)) * a2
end function
public static double code(double a1, double a2, double th) {
return (a2 / Math.sqrt(2.0)) * a2;
}
def code(a1, a2, th): return (a2 / math.sqrt(2.0)) * a2
function code(a1, a2, th) return Float64(Float64(a2 / sqrt(2.0)) * a2) end
function tmp = code(a1, a2, th) tmp = (a2 / sqrt(2.0)) * a2; end
code[a1_, a2_, th_] := N[(N[(a2 / N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision] * a2), $MachinePrecision]
\begin{array}{l}
\\
\frac{a2}{\sqrt{2}} \cdot a2
\end{array}
Initial program 99.6%
Taylor expanded in th around 0
unpow2N/A
associate-*l/N/A
lower-fma.f64N/A
lower-/.f64N/A
lower-sqrt.f64N/A
unpow2N/A
associate-*l/N/A
lower-*.f64N/A
lower-/.f64N/A
lower-sqrt.f6464.3
Applied rewrites64.3%
Taylor expanded in a1 around 0
Applied rewrites40.2%
Final simplification40.2%
(FPCore (a1 a2 th) :precision binary64 (* (* (* (sqrt 2.0) a2) a2) 0.5))
double code(double a1, double a2, double th) {
return ((sqrt(2.0) * a2) * a2) * 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 = ((sqrt(2.0d0) * a2) * a2) * 0.5d0
end function
public static double code(double a1, double a2, double th) {
return ((Math.sqrt(2.0) * a2) * a2) * 0.5;
}
def code(a1, a2, th): return ((math.sqrt(2.0) * a2) * a2) * 0.5
function code(a1, a2, th) return Float64(Float64(Float64(sqrt(2.0) * a2) * a2) * 0.5) end
function tmp = code(a1, a2, th) tmp = ((sqrt(2.0) * a2) * a2) * 0.5; end
code[a1_, a2_, th_] := N[(N[(N[(N[Sqrt[2.0], $MachinePrecision] * a2), $MachinePrecision] * a2), $MachinePrecision] * 0.5), $MachinePrecision]
\begin{array}{l}
\\
\left(\left(\sqrt{2} \cdot a2\right) \cdot a2\right) \cdot 0.5
\end{array}
Initial program 99.6%
Taylor expanded in th around 0
unpow2N/A
associate-*l/N/A
lower-fma.f64N/A
lower-/.f64N/A
lower-sqrt.f64N/A
unpow2N/A
associate-*l/N/A
lower-*.f64N/A
lower-/.f64N/A
lower-sqrt.f6464.3
Applied rewrites64.3%
Applied rewrites64.2%
Taylor expanded in a1 around 0
Applied rewrites40.1%
(FPCore (a1 a2 th) :precision binary64 (* (* (sqrt 2.0) (* a1 a1)) 0.5))
double code(double a1, double a2, double th) {
return (sqrt(2.0) * (a1 * a1)) * 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 = (sqrt(2.0d0) * (a1 * a1)) * 0.5d0
end function
public static double code(double a1, double a2, double th) {
return (Math.sqrt(2.0) * (a1 * a1)) * 0.5;
}
def code(a1, a2, th): return (math.sqrt(2.0) * (a1 * a1)) * 0.5
function code(a1, a2, th) return Float64(Float64(sqrt(2.0) * Float64(a1 * a1)) * 0.5) end
function tmp = code(a1, a2, th) tmp = (sqrt(2.0) * (a1 * a1)) * 0.5; end
code[a1_, a2_, th_] := N[(N[(N[Sqrt[2.0], $MachinePrecision] * N[(a1 * a1), $MachinePrecision]), $MachinePrecision] * 0.5), $MachinePrecision]
\begin{array}{l}
\\
\left(\sqrt{2} \cdot \left(a1 \cdot a1\right)\right) \cdot 0.5
\end{array}
Initial program 99.6%
Taylor expanded in th around 0
unpow2N/A
associate-*l/N/A
lower-fma.f64N/A
lower-/.f64N/A
lower-sqrt.f64N/A
unpow2N/A
associate-*l/N/A
lower-*.f64N/A
lower-/.f64N/A
lower-sqrt.f6464.3
Applied rewrites64.3%
Applied rewrites64.2%
Taylor expanded in a1 around inf
Applied rewrites34.1%
Applied rewrites34.1%
Final simplification34.1%
herbie shell --seed 2024248
(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))))