
(FPCore (x) :precision binary64 (* 2.0 (atan (sqrt (/ (- 1.0 x) (+ 1.0 x))))))
double code(double x) {
return 2.0 * atan(sqrt(((1.0 - x) / (1.0 + x))));
}
real(8) function code(x)
real(8), intent (in) :: x
code = 2.0d0 * atan(sqrt(((1.0d0 - x) / (1.0d0 + x))))
end function
public static double code(double x) {
return 2.0 * Math.atan(Math.sqrt(((1.0 - x) / (1.0 + x))));
}
def code(x): return 2.0 * math.atan(math.sqrt(((1.0 - x) / (1.0 + x))))
function code(x) return Float64(2.0 * atan(sqrt(Float64(Float64(1.0 - x) / Float64(1.0 + x))))) end
function tmp = code(x) tmp = 2.0 * atan(sqrt(((1.0 - x) / (1.0 + x)))); end
code[x_] := N[(2.0 * N[ArcTan[N[Sqrt[N[(N[(1.0 - x), $MachinePrecision] / N[(1.0 + x), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
2 \cdot \tan^{-1} \left(\sqrt{\frac{1 - x}{1 + x}}\right)
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 7 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x) :precision binary64 (* 2.0 (atan (sqrt (/ (- 1.0 x) (+ 1.0 x))))))
double code(double x) {
return 2.0 * atan(sqrt(((1.0 - x) / (1.0 + x))));
}
real(8) function code(x)
real(8), intent (in) :: x
code = 2.0d0 * atan(sqrt(((1.0d0 - x) / (1.0d0 + x))))
end function
public static double code(double x) {
return 2.0 * Math.atan(Math.sqrt(((1.0 - x) / (1.0 + x))));
}
def code(x): return 2.0 * math.atan(math.sqrt(((1.0 - x) / (1.0 + x))))
function code(x) return Float64(2.0 * atan(sqrt(Float64(Float64(1.0 - x) / Float64(1.0 + x))))) end
function tmp = code(x) tmp = 2.0 * atan(sqrt(((1.0 - x) / (1.0 + x)))); end
code[x_] := N[(2.0 * N[ArcTan[N[Sqrt[N[(N[(1.0 - x), $MachinePrecision] / N[(1.0 + x), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
2 \cdot \tan^{-1} \left(\sqrt{\frac{1 - x}{1 + x}}\right)
\end{array}
(FPCore (x) :precision binary64 (* 2.0 (atan (sqrt (* (- 1.0 x) (/ (- 1.0 x) (- 1.0 (* x x))))))))
double code(double x) {
return 2.0 * atan(sqrt(((1.0 - x) * ((1.0 - x) / (1.0 - (x * x))))));
}
real(8) function code(x)
real(8), intent (in) :: x
code = 2.0d0 * atan(sqrt(((1.0d0 - x) * ((1.0d0 - x) / (1.0d0 - (x * x))))))
end function
public static double code(double x) {
return 2.0 * Math.atan(Math.sqrt(((1.0 - x) * ((1.0 - x) / (1.0 - (x * x))))));
}
def code(x): return 2.0 * math.atan(math.sqrt(((1.0 - x) * ((1.0 - x) / (1.0 - (x * x))))))
function code(x) return Float64(2.0 * atan(sqrt(Float64(Float64(1.0 - x) * Float64(Float64(1.0 - x) / Float64(1.0 - Float64(x * x))))))) end
function tmp = code(x) tmp = 2.0 * atan(sqrt(((1.0 - x) * ((1.0 - x) / (1.0 - (x * x)))))); end
code[x_] := N[(2.0 * N[ArcTan[N[Sqrt[N[(N[(1.0 - x), $MachinePrecision] * N[(N[(1.0 - x), $MachinePrecision] / N[(1.0 - N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
2 \cdot \tan^{-1} \left(\sqrt{\left(1 - x\right) \cdot \frac{1 - x}{1 - x \cdot x}}\right)
\end{array}
Initial program 100.0%
flip-+100.0%
associate-/r/100.0%
metadata-eval100.0%
Applied egg-rr100.0%
Final simplification100.0%
(FPCore (x) :precision binary64 (* 2.0 (atan (pow (/ (+ 1.0 x) (- 1.0 x)) -0.5))))
double code(double x) {
return 2.0 * atan(pow(((1.0 + x) / (1.0 - x)), -0.5));
}
real(8) function code(x)
real(8), intent (in) :: x
code = 2.0d0 * atan((((1.0d0 + x) / (1.0d0 - x)) ** (-0.5d0)))
end function
public static double code(double x) {
return 2.0 * Math.atan(Math.pow(((1.0 + x) / (1.0 - x)), -0.5));
}
def code(x): return 2.0 * math.atan(math.pow(((1.0 + x) / (1.0 - x)), -0.5))
function code(x) return Float64(2.0 * atan((Float64(Float64(1.0 + x) / Float64(1.0 - x)) ^ -0.5))) end
function tmp = code(x) tmp = 2.0 * atan((((1.0 + x) / (1.0 - x)) ^ -0.5)); end
code[x_] := N[(2.0 * N[ArcTan[N[Power[N[(N[(1.0 + x), $MachinePrecision] / N[(1.0 - x), $MachinePrecision]), $MachinePrecision], -0.5], $MachinePrecision]], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
2 \cdot \tan^{-1} \left({\left(\frac{1 + x}{1 - x}\right)}^{-0.5}\right)
\end{array}
Initial program 100.0%
pow1/2100.0%
clear-num100.0%
inv-pow100.0%
pow-pow100.0%
metadata-eval100.0%
Applied egg-rr100.0%
Final simplification100.0%
(FPCore (x) :precision binary64 (* 2.0 (atan (sqrt (/ (- 1.0 x) (+ 1.0 x))))))
double code(double x) {
return 2.0 * atan(sqrt(((1.0 - x) / (1.0 + x))));
}
real(8) function code(x)
real(8), intent (in) :: x
code = 2.0d0 * atan(sqrt(((1.0d0 - x) / (1.0d0 + x))))
end function
public static double code(double x) {
return 2.0 * Math.atan(Math.sqrt(((1.0 - x) / (1.0 + x))));
}
def code(x): return 2.0 * math.atan(math.sqrt(((1.0 - x) / (1.0 + x))))
function code(x) return Float64(2.0 * atan(sqrt(Float64(Float64(1.0 - x) / Float64(1.0 + x))))) end
function tmp = code(x) tmp = 2.0 * atan(sqrt(((1.0 - x) / (1.0 + x)))); end
code[x_] := N[(2.0 * N[ArcTan[N[Sqrt[N[(N[(1.0 - x), $MachinePrecision] / N[(1.0 + x), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
2 \cdot \tan^{-1} \left(\sqrt{\frac{1 - x}{1 + x}}\right)
\end{array}
Initial program 100.0%
Final simplification100.0%
(FPCore (x) :precision binary64 (* 2.0 (atan (+ 1.0 (- (* x (* x 0.5)) x)))))
double code(double x) {
return 2.0 * atan((1.0 + ((x * (x * 0.5)) - x)));
}
real(8) function code(x)
real(8), intent (in) :: x
code = 2.0d0 * atan((1.0d0 + ((x * (x * 0.5d0)) - x)))
end function
public static double code(double x) {
return 2.0 * Math.atan((1.0 + ((x * (x * 0.5)) - x)));
}
def code(x): return 2.0 * math.atan((1.0 + ((x * (x * 0.5)) - x)))
function code(x) return Float64(2.0 * atan(Float64(1.0 + Float64(Float64(x * Float64(x * 0.5)) - x)))) end
function tmp = code(x) tmp = 2.0 * atan((1.0 + ((x * (x * 0.5)) - x))); end
code[x_] := N[(2.0 * N[ArcTan[N[(1.0 + N[(N[(x * N[(x * 0.5), $MachinePrecision]), $MachinePrecision] - x), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
2 \cdot \tan^{-1} \left(1 + \left(x \cdot \left(x \cdot 0.5\right) - x\right)\right)
\end{array}
Initial program 100.0%
Taylor expanded in x around 0 99.1%
neg-mul-199.1%
unsub-neg99.1%
*-commutative99.1%
unpow299.1%
associate-*l*99.1%
Simplified99.1%
Final simplification99.1%
(FPCore (x) :precision binary64 (* 2.0 (atan (+ (- 1.0 x) (* x (* x 0.5))))))
double code(double x) {
return 2.0 * atan(((1.0 - x) + (x * (x * 0.5))));
}
real(8) function code(x)
real(8), intent (in) :: x
code = 2.0d0 * atan(((1.0d0 - x) + (x * (x * 0.5d0))))
end function
public static double code(double x) {
return 2.0 * Math.atan(((1.0 - x) + (x * (x * 0.5))));
}
def code(x): return 2.0 * math.atan(((1.0 - x) + (x * (x * 0.5))))
function code(x) return Float64(2.0 * atan(Float64(Float64(1.0 - x) + Float64(x * Float64(x * 0.5))))) end
function tmp = code(x) tmp = 2.0 * atan(((1.0 - x) + (x * (x * 0.5)))); end
code[x_] := N[(2.0 * N[ArcTan[N[(N[(1.0 - x), $MachinePrecision] + N[(x * N[(x * 0.5), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
2 \cdot \tan^{-1} \left(\left(1 - x\right) + x \cdot \left(x \cdot 0.5\right)\right)
\end{array}
Initial program 100.0%
flip-+100.0%
associate-/r/100.0%
metadata-eval100.0%
Applied egg-rr100.0%
Taylor expanded in x around 0 99.1%
neg-mul-199.1%
associate-+r+99.1%
sub-neg99.1%
+-commutative99.1%
*-commutative99.1%
fma-def99.1%
unpow299.1%
Simplified99.1%
fma-udef99.1%
associate--l+99.1%
associate-*l*99.1%
Applied egg-rr99.1%
Final simplification99.1%
(FPCore (x) :precision binary64 (* 2.0 (atan (- 1.0 x))))
double code(double x) {
return 2.0 * atan((1.0 - x));
}
real(8) function code(x)
real(8), intent (in) :: x
code = 2.0d0 * atan((1.0d0 - x))
end function
public static double code(double x) {
return 2.0 * Math.atan((1.0 - x));
}
def code(x): return 2.0 * math.atan((1.0 - x))
function code(x) return Float64(2.0 * atan(Float64(1.0 - x))) end
function tmp = code(x) tmp = 2.0 * atan((1.0 - x)); end
code[x_] := N[(2.0 * N[ArcTan[N[(1.0 - x), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
2 \cdot \tan^{-1} \left(1 - x\right)
\end{array}
Initial program 100.0%
Taylor expanded in x around 0 98.8%
neg-mul-198.8%
sub-neg98.8%
Simplified98.8%
Final simplification98.8%
(FPCore (x) :precision binary64 (* 2.0 (atan 1.0)))
double code(double x) {
return 2.0 * atan(1.0);
}
real(8) function code(x)
real(8), intent (in) :: x
code = 2.0d0 * atan(1.0d0)
end function
public static double code(double x) {
return 2.0 * Math.atan(1.0);
}
def code(x): return 2.0 * math.atan(1.0)
function code(x) return Float64(2.0 * atan(1.0)) end
function tmp = code(x) tmp = 2.0 * atan(1.0); end
code[x_] := N[(2.0 * N[ArcTan[1.0], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
2 \cdot \tan^{-1} 1
\end{array}
Initial program 100.0%
flip-+100.0%
associate-/r/100.0%
metadata-eval100.0%
Applied egg-rr100.0%
Taylor expanded in x around 0 99.1%
neg-mul-199.1%
associate-+r+99.1%
sub-neg99.1%
+-commutative99.1%
*-commutative99.1%
fma-def99.1%
unpow299.1%
Simplified99.1%
Taylor expanded in x around 0 97.8%
Final simplification97.8%
herbie shell --seed 2023278
(FPCore (x)
:name "arccos"
:precision binary64
(* 2.0 (atan (sqrt (/ (- 1.0 x) (+ 1.0 x))))))