
(FPCore (x) :precision binary64 (+ (/ 1.0 (- x 1.0)) (/ x (+ x 1.0))))
double code(double x) {
return (1.0 / (x - 1.0)) + (x / (x + 1.0));
}
real(8) function code(x)
real(8), intent (in) :: x
code = (1.0d0 / (x - 1.0d0)) + (x / (x + 1.0d0))
end function
public static double code(double x) {
return (1.0 / (x - 1.0)) + (x / (x + 1.0));
}
def code(x): return (1.0 / (x - 1.0)) + (x / (x + 1.0))
function code(x) return Float64(Float64(1.0 / Float64(x - 1.0)) + Float64(x / Float64(x + 1.0))) end
function tmp = code(x) tmp = (1.0 / (x - 1.0)) + (x / (x + 1.0)); end
code[x_] := N[(N[(1.0 / N[(x - 1.0), $MachinePrecision]), $MachinePrecision] + N[(x / N[(x + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{1}{x - 1} + \frac{x}{x + 1}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 5 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x) :precision binary64 (+ (/ 1.0 (- x 1.0)) (/ x (+ x 1.0))))
double code(double x) {
return (1.0 / (x - 1.0)) + (x / (x + 1.0));
}
real(8) function code(x)
real(8), intent (in) :: x
code = (1.0d0 / (x - 1.0d0)) + (x / (x + 1.0d0))
end function
public static double code(double x) {
return (1.0 / (x - 1.0)) + (x / (x + 1.0));
}
def code(x): return (1.0 / (x - 1.0)) + (x / (x + 1.0))
function code(x) return Float64(Float64(1.0 / Float64(x - 1.0)) + Float64(x / Float64(x + 1.0))) end
function tmp = code(x) tmp = (1.0 / (x - 1.0)) + (x / (x + 1.0)); end
code[x_] := N[(N[(1.0 / N[(x - 1.0), $MachinePrecision]), $MachinePrecision] + N[(x / N[(x + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{1}{x - 1} + \frac{x}{x + 1}
\end{array}
(FPCore (x) :precision binary64 (+ (/ 1.0 (+ x -1.0)) (/ x (+ 1.0 x))))
double code(double x) {
return (1.0 / (x + -1.0)) + (x / (1.0 + x));
}
real(8) function code(x)
real(8), intent (in) :: x
code = (1.0d0 / (x + (-1.0d0))) + (x / (1.0d0 + x))
end function
public static double code(double x) {
return (1.0 / (x + -1.0)) + (x / (1.0 + x));
}
def code(x): return (1.0 / (x + -1.0)) + (x / (1.0 + x))
function code(x) return Float64(Float64(1.0 / Float64(x + -1.0)) + Float64(x / Float64(1.0 + x))) end
function tmp = code(x) tmp = (1.0 / (x + -1.0)) + (x / (1.0 + x)); end
code[x_] := N[(N[(1.0 / N[(x + -1.0), $MachinePrecision]), $MachinePrecision] + N[(x / N[(1.0 + x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{1}{x + -1} + \frac{x}{1 + x}
\end{array}
Initial program 100.0%
Final simplification100.0%
(FPCore (x) :precision binary64 (if (<= x -0.55) (+ (/ x (+ 1.0 x)) (/ 1.0 x)) (if (<= x 1.0) (- -1.0 (* x x)) 1.0)))
double code(double x) {
double tmp;
if (x <= -0.55) {
tmp = (x / (1.0 + x)) + (1.0 / x);
} else if (x <= 1.0) {
tmp = -1.0 - (x * x);
} else {
tmp = 1.0;
}
return tmp;
}
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: tmp
if (x <= (-0.55d0)) then
tmp = (x / (1.0d0 + x)) + (1.0d0 / x)
else if (x <= 1.0d0) then
tmp = (-1.0d0) - (x * x)
else
tmp = 1.0d0
end if
code = tmp
end function
public static double code(double x) {
double tmp;
if (x <= -0.55) {
tmp = (x / (1.0 + x)) + (1.0 / x);
} else if (x <= 1.0) {
tmp = -1.0 - (x * x);
} else {
tmp = 1.0;
}
return tmp;
}
def code(x): tmp = 0 if x <= -0.55: tmp = (x / (1.0 + x)) + (1.0 / x) elif x <= 1.0: tmp = -1.0 - (x * x) else: tmp = 1.0 return tmp
function code(x) tmp = 0.0 if (x <= -0.55) tmp = Float64(Float64(x / Float64(1.0 + x)) + Float64(1.0 / x)); elseif (x <= 1.0) tmp = Float64(-1.0 - Float64(x * x)); else tmp = 1.0; end return tmp end
function tmp_2 = code(x) tmp = 0.0; if (x <= -0.55) tmp = (x / (1.0 + x)) + (1.0 / x); elseif (x <= 1.0) tmp = -1.0 - (x * x); else tmp = 1.0; end tmp_2 = tmp; end
code[x_] := If[LessEqual[x, -0.55], N[(N[(x / N[(1.0 + x), $MachinePrecision]), $MachinePrecision] + N[(1.0 / x), $MachinePrecision]), $MachinePrecision], If[LessEqual[x, 1.0], N[(-1.0 - N[(x * x), $MachinePrecision]), $MachinePrecision], 1.0]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq -0.55:\\
\;\;\;\;\frac{x}{1 + x} + \frac{1}{x}\\
\mathbf{elif}\;x \leq 1:\\
\;\;\;\;-1 - x \cdot x\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < -0.55000000000000004Initial program 100.0%
+-commutative100.0%
+-commutative100.0%
sub-neg100.0%
metadata-eval100.0%
Simplified100.0%
Taylor expanded in x around inf 99.3%
if -0.55000000000000004 < x < 1Initial program 100.0%
+-commutative100.0%
+-commutative100.0%
sub-neg100.0%
metadata-eval100.0%
Simplified100.0%
Taylor expanded in x around 0 98.2%
Taylor expanded in x around 0 98.2%
neg-mul-198.2%
sub-neg98.2%
Simplified98.2%
Taylor expanded in x around inf 99.0%
mul-1-neg99.0%
Simplified99.0%
if 1 < x Initial program 100.0%
+-commutative100.0%
+-commutative100.0%
sub-neg100.0%
metadata-eval100.0%
Simplified100.0%
Taylor expanded in x around inf 100.0%
Final simplification99.3%
(FPCore (x) :precision binary64 (if (<= x -1.0) 1.0 (if (<= x 1.0) (- -1.0 (* x x)) 1.0)))
double code(double x) {
double tmp;
if (x <= -1.0) {
tmp = 1.0;
} else if (x <= 1.0) {
tmp = -1.0 - (x * x);
} else {
tmp = 1.0;
}
return tmp;
}
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: tmp
if (x <= (-1.0d0)) then
tmp = 1.0d0
else if (x <= 1.0d0) then
tmp = (-1.0d0) - (x * x)
else
tmp = 1.0d0
end if
code = tmp
end function
public static double code(double x) {
double tmp;
if (x <= -1.0) {
tmp = 1.0;
} else if (x <= 1.0) {
tmp = -1.0 - (x * x);
} else {
tmp = 1.0;
}
return tmp;
}
def code(x): tmp = 0 if x <= -1.0: tmp = 1.0 elif x <= 1.0: tmp = -1.0 - (x * x) else: tmp = 1.0 return tmp
function code(x) tmp = 0.0 if (x <= -1.0) tmp = 1.0; elseif (x <= 1.0) tmp = Float64(-1.0 - Float64(x * x)); else tmp = 1.0; end return tmp end
function tmp_2 = code(x) tmp = 0.0; if (x <= -1.0) tmp = 1.0; elseif (x <= 1.0) tmp = -1.0 - (x * x); else tmp = 1.0; end tmp_2 = tmp; end
code[x_] := If[LessEqual[x, -1.0], 1.0, If[LessEqual[x, 1.0], N[(-1.0 - N[(x * x), $MachinePrecision]), $MachinePrecision], 1.0]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq -1:\\
\;\;\;\;1\\
\mathbf{elif}\;x \leq 1:\\
\;\;\;\;-1 - x \cdot x\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < -1 or 1 < x Initial program 100.0%
+-commutative100.0%
+-commutative100.0%
sub-neg100.0%
metadata-eval100.0%
Simplified100.0%
Taylor expanded in x around inf 99.7%
if -1 < x < 1Initial program 100.0%
+-commutative100.0%
+-commutative100.0%
sub-neg100.0%
metadata-eval100.0%
Simplified100.0%
Taylor expanded in x around 0 98.2%
Taylor expanded in x around 0 98.2%
neg-mul-198.2%
sub-neg98.2%
Simplified98.2%
Taylor expanded in x around inf 99.0%
mul-1-neg99.0%
Simplified99.0%
Final simplification99.3%
(FPCore (x) :precision binary64 (if (<= x -1.0) 1.0 (if (<= x 1.0) -1.0 1.0)))
double code(double x) {
double tmp;
if (x <= -1.0) {
tmp = 1.0;
} else if (x <= 1.0) {
tmp = -1.0;
} else {
tmp = 1.0;
}
return tmp;
}
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: tmp
if (x <= (-1.0d0)) then
tmp = 1.0d0
else if (x <= 1.0d0) then
tmp = -1.0d0
else
tmp = 1.0d0
end if
code = tmp
end function
public static double code(double x) {
double tmp;
if (x <= -1.0) {
tmp = 1.0;
} else if (x <= 1.0) {
tmp = -1.0;
} else {
tmp = 1.0;
}
return tmp;
}
def code(x): tmp = 0 if x <= -1.0: tmp = 1.0 elif x <= 1.0: tmp = -1.0 else: tmp = 1.0 return tmp
function code(x) tmp = 0.0 if (x <= -1.0) tmp = 1.0; elseif (x <= 1.0) tmp = -1.0; else tmp = 1.0; end return tmp end
function tmp_2 = code(x) tmp = 0.0; if (x <= -1.0) tmp = 1.0; elseif (x <= 1.0) tmp = -1.0; else tmp = 1.0; end tmp_2 = tmp; end
code[x_] := If[LessEqual[x, -1.0], 1.0, If[LessEqual[x, 1.0], -1.0, 1.0]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq -1:\\
\;\;\;\;1\\
\mathbf{elif}\;x \leq 1:\\
\;\;\;\;-1\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < -1 or 1 < x Initial program 100.0%
+-commutative100.0%
+-commutative100.0%
sub-neg100.0%
metadata-eval100.0%
Simplified100.0%
Taylor expanded in x around inf 99.7%
if -1 < x < 1Initial program 100.0%
+-commutative100.0%
+-commutative100.0%
sub-neg100.0%
metadata-eval100.0%
Simplified100.0%
Taylor expanded in x around 0 99.0%
neg-mul-199.0%
sub-neg99.0%
metadata-eval99.0%
+-commutative99.0%
sub-neg99.0%
Simplified99.0%
Taylor expanded in x around 0 99.0%
neg-mul-198.2%
sub-neg98.2%
Simplified99.0%
Taylor expanded in x around 0 99.0%
(FPCore (x) :precision binary64 -1.0)
double code(double x) {
return -1.0;
}
real(8) function code(x)
real(8), intent (in) :: x
code = -1.0d0
end function
public static double code(double x) {
return -1.0;
}
def code(x): return -1.0
function code(x) return -1.0 end
function tmp = code(x) tmp = -1.0; end
code[x_] := -1.0
\begin{array}{l}
\\
-1
\end{array}
Initial program 100.0%
+-commutative100.0%
+-commutative100.0%
sub-neg100.0%
metadata-eval100.0%
Simplified100.0%
Taylor expanded in x around 0 50.6%
neg-mul-150.6%
sub-neg50.6%
metadata-eval50.6%
+-commutative50.6%
sub-neg50.6%
Simplified50.6%
Taylor expanded in x around 0 49.5%
neg-mul-149.1%
sub-neg49.1%
Simplified49.5%
Taylor expanded in x around 0 49.9%
herbie shell --seed 2024111
(FPCore (x)
:name "Asymptote B"
:precision binary64
(+ (/ 1.0 (- x 1.0)) (/ x (+ x 1.0))))