
(FPCore (x) :precision binary64 (- (/ x (+ x 1.0)) (/ (+ x 1.0) (- x 1.0))))
double code(double x) {
return (x / (x + 1.0)) - ((x + 1.0) / (x - 1.0));
}
real(8) function code(x)
real(8), intent (in) :: x
code = (x / (x + 1.0d0)) - ((x + 1.0d0) / (x - 1.0d0))
end function
public static double code(double x) {
return (x / (x + 1.0)) - ((x + 1.0) / (x - 1.0));
}
def code(x): return (x / (x + 1.0)) - ((x + 1.0) / (x - 1.0))
function code(x) return Float64(Float64(x / Float64(x + 1.0)) - Float64(Float64(x + 1.0) / Float64(x - 1.0))) end
function tmp = code(x) tmp = (x / (x + 1.0)) - ((x + 1.0) / (x - 1.0)); end
code[x_] := N[(N[(x / N[(x + 1.0), $MachinePrecision]), $MachinePrecision] - N[(N[(x + 1.0), $MachinePrecision] / N[(x - 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{x}{x + 1} - \frac{x + 1}{x - 1}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 5 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x) :precision binary64 (- (/ x (+ x 1.0)) (/ (+ x 1.0) (- x 1.0))))
double code(double x) {
return (x / (x + 1.0)) - ((x + 1.0) / (x - 1.0));
}
real(8) function code(x)
real(8), intent (in) :: x
code = (x / (x + 1.0d0)) - ((x + 1.0d0) / (x - 1.0d0))
end function
public static double code(double x) {
return (x / (x + 1.0)) - ((x + 1.0) / (x - 1.0));
}
def code(x): return (x / (x + 1.0)) - ((x + 1.0) / (x - 1.0))
function code(x) return Float64(Float64(x / Float64(x + 1.0)) - Float64(Float64(x + 1.0) / Float64(x - 1.0))) end
function tmp = code(x) tmp = (x / (x + 1.0)) - ((x + 1.0) / (x - 1.0)); end
code[x_] := N[(N[(x / N[(x + 1.0), $MachinePrecision]), $MachinePrecision] - N[(N[(x + 1.0), $MachinePrecision] / N[(x - 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{x}{x + 1} - \frac{x + 1}{x - 1}
\end{array}
(FPCore (x) :precision binary64 (if (<= (+ (/ x (+ x 1.0)) (/ (- -1.0 x) (+ x -1.0))) 0.0) (/ (+ -3.0 (/ -1.0 x)) x) (/ (fma x -3.0 -1.0) (fma x x -1.0))))
double code(double x) {
double tmp;
if (((x / (x + 1.0)) + ((-1.0 - x) / (x + -1.0))) <= 0.0) {
tmp = (-3.0 + (-1.0 / x)) / x;
} else {
tmp = fma(x, -3.0, -1.0) / fma(x, x, -1.0);
}
return tmp;
}
function code(x) tmp = 0.0 if (Float64(Float64(x / Float64(x + 1.0)) + Float64(Float64(-1.0 - x) / Float64(x + -1.0))) <= 0.0) tmp = Float64(Float64(-3.0 + Float64(-1.0 / x)) / x); else tmp = Float64(fma(x, -3.0, -1.0) / fma(x, x, -1.0)); end return tmp end
code[x_] := If[LessEqual[N[(N[(x / N[(x + 1.0), $MachinePrecision]), $MachinePrecision] + N[(N[(-1.0 - x), $MachinePrecision] / N[(x + -1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 0.0], N[(N[(-3.0 + N[(-1.0 / x), $MachinePrecision]), $MachinePrecision] / x), $MachinePrecision], N[(N[(x * -3.0 + -1.0), $MachinePrecision] / N[(x * x + -1.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{x}{x + 1} + \frac{-1 - x}{x + -1} \leq 0:\\
\;\;\;\;\frac{-3 + \frac{-1}{x}}{x}\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(x, -3, -1\right)}{\mathsf{fma}\left(x, x, -1\right)}\\
\end{array}
\end{array}
if (-.f64 (/.f64 x (+.f64 x #s(literal 1 binary64))) (/.f64 (+.f64 x #s(literal 1 binary64)) (-.f64 x #s(literal 1 binary64)))) < 0.0Initial program 6.5%
Taylor expanded in x around inf
associate-*r/N/A
lower-/.f64N/A
neg-mul-1N/A
distribute-neg-inN/A
metadata-evalN/A
lower-+.f64N/A
distribute-neg-fracN/A
metadata-evalN/A
lower-/.f64100.0
Applied rewrites100.0%
if 0.0 < (-.f64 (/.f64 x (+.f64 x #s(literal 1 binary64))) (/.f64 (+.f64 x #s(literal 1 binary64)) (-.f64 x #s(literal 1 binary64)))) Initial program 98.9%
lift--.f64N/A
lift-/.f64N/A
lift-/.f64N/A
frac-subN/A
lift-+.f64N/A
lift--.f64N/A
difference-of-sqr-1N/A
metadata-evalN/A
lower-/.f64N/A
lower--.f64N/A
lift--.f64N/A
sub-negN/A
distribute-rgt-inN/A
metadata-evalN/A
neg-mul-1N/A
lower-fma.f64N/A
lower-neg.f64N/A
lower-*.f64N/A
metadata-evalN/A
sub-negN/A
lower-fma.f64N/A
metadata-eval99.0
Applied rewrites99.0%
Taylor expanded in x around 0
sub-negN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64100.0
Applied rewrites100.0%
Final simplification100.0%
(FPCore (x) :precision binary64 (if (<= (+ (/ x (+ x 1.0)) (/ (- -1.0 x) (+ x -1.0))) 0.0) (/ -3.0 x) (/ (fma x -3.0 -1.0) (fma x x -1.0))))
double code(double x) {
double tmp;
if (((x / (x + 1.0)) + ((-1.0 - x) / (x + -1.0))) <= 0.0) {
tmp = -3.0 / x;
} else {
tmp = fma(x, -3.0, -1.0) / fma(x, x, -1.0);
}
return tmp;
}
function code(x) tmp = 0.0 if (Float64(Float64(x / Float64(x + 1.0)) + Float64(Float64(-1.0 - x) / Float64(x + -1.0))) <= 0.0) tmp = Float64(-3.0 / x); else tmp = Float64(fma(x, -3.0, -1.0) / fma(x, x, -1.0)); end return tmp end
code[x_] := If[LessEqual[N[(N[(x / N[(x + 1.0), $MachinePrecision]), $MachinePrecision] + N[(N[(-1.0 - x), $MachinePrecision] / N[(x + -1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 0.0], N[(-3.0 / x), $MachinePrecision], N[(N[(x * -3.0 + -1.0), $MachinePrecision] / N[(x * x + -1.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{x}{x + 1} + \frac{-1 - x}{x + -1} \leq 0:\\
\;\;\;\;\frac{-3}{x}\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(x, -3, -1\right)}{\mathsf{fma}\left(x, x, -1\right)}\\
\end{array}
\end{array}
if (-.f64 (/.f64 x (+.f64 x #s(literal 1 binary64))) (/.f64 (+.f64 x #s(literal 1 binary64)) (-.f64 x #s(literal 1 binary64)))) < 0.0Initial program 7.1%
Taylor expanded in x around inf
lower-/.f6498.9
Applied rewrites98.9%
if 0.0 < (-.f64 (/.f64 x (+.f64 x #s(literal 1 binary64))) (/.f64 (+.f64 x #s(literal 1 binary64)) (-.f64 x #s(literal 1 binary64)))) Initial program 98.8%
lift--.f64N/A
lift-/.f64N/A
lift-/.f64N/A
frac-subN/A
lift-+.f64N/A
lift--.f64N/A
difference-of-sqr-1N/A
metadata-evalN/A
lower-/.f64N/A
lower--.f64N/A
lift--.f64N/A
sub-negN/A
distribute-rgt-inN/A
metadata-evalN/A
neg-mul-1N/A
lower-fma.f64N/A
lower-neg.f64N/A
lower-*.f64N/A
metadata-evalN/A
sub-negN/A
lower-fma.f64N/A
metadata-eval98.8
Applied rewrites98.8%
Taylor expanded in x around 0
sub-negN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64100.0
Applied rewrites100.0%
Final simplification99.4%
herbie shell --seed 2024226
(FPCore (x)
:name "Asymptote C"
:precision binary64
(- (/ x (+ x 1.0)) (/ (+ x 1.0) (- x 1.0))))