
(FPCore (x) :precision binary64 (+ (- (/ 1.0 (+ x 1.0)) (/ 2.0 x)) (/ 1.0 (- x 1.0))))
double code(double x) {
return ((1.0 / (x + 1.0)) - (2.0 / x)) + (1.0 / (x - 1.0));
}
real(8) function code(x)
real(8), intent (in) :: x
code = ((1.0d0 / (x + 1.0d0)) - (2.0d0 / x)) + (1.0d0 / (x - 1.0d0))
end function
public static double code(double x) {
return ((1.0 / (x + 1.0)) - (2.0 / x)) + (1.0 / (x - 1.0));
}
def code(x): return ((1.0 / (x + 1.0)) - (2.0 / x)) + (1.0 / (x - 1.0))
function code(x) return Float64(Float64(Float64(1.0 / Float64(x + 1.0)) - Float64(2.0 / x)) + Float64(1.0 / Float64(x - 1.0))) end
function tmp = code(x) tmp = ((1.0 / (x + 1.0)) - (2.0 / x)) + (1.0 / (x - 1.0)); end
code[x_] := N[(N[(N[(1.0 / N[(x + 1.0), $MachinePrecision]), $MachinePrecision] - N[(2.0 / x), $MachinePrecision]), $MachinePrecision] + N[(1.0 / N[(x - 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(\frac{1}{x + 1} - \frac{2}{x}\right) + \frac{1}{x - 1}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 10 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x) :precision binary64 (+ (- (/ 1.0 (+ x 1.0)) (/ 2.0 x)) (/ 1.0 (- x 1.0))))
double code(double x) {
return ((1.0 / (x + 1.0)) - (2.0 / x)) + (1.0 / (x - 1.0));
}
real(8) function code(x)
real(8), intent (in) :: x
code = ((1.0d0 / (x + 1.0d0)) - (2.0d0 / x)) + (1.0d0 / (x - 1.0d0))
end function
public static double code(double x) {
return ((1.0 / (x + 1.0)) - (2.0 / x)) + (1.0 / (x - 1.0));
}
def code(x): return ((1.0 / (x + 1.0)) - (2.0 / x)) + (1.0 / (x - 1.0))
function code(x) return Float64(Float64(Float64(1.0 / Float64(x + 1.0)) - Float64(2.0 / x)) + Float64(1.0 / Float64(x - 1.0))) end
function tmp = code(x) tmp = ((1.0 / (x + 1.0)) - (2.0 / x)) + (1.0 / (x - 1.0)); end
code[x_] := N[(N[(N[(1.0 / N[(x + 1.0), $MachinePrecision]), $MachinePrecision] - N[(2.0 / x), $MachinePrecision]), $MachinePrecision] + N[(1.0 / N[(x - 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(\frac{1}{x + 1} - \frac{2}{x}\right) + \frac{1}{x - 1}
\end{array}
(FPCore (x) :precision binary64 (/ (+ (/ 2.0 (pow x 2.0)) (+ 2.0 (/ 2.0 (pow x 4.0)))) (pow x 3.0)))
double code(double x) {
return ((2.0 / pow(x, 2.0)) + (2.0 + (2.0 / pow(x, 4.0)))) / pow(x, 3.0);
}
real(8) function code(x)
real(8), intent (in) :: x
code = ((2.0d0 / (x ** 2.0d0)) + (2.0d0 + (2.0d0 / (x ** 4.0d0)))) / (x ** 3.0d0)
end function
public static double code(double x) {
return ((2.0 / Math.pow(x, 2.0)) + (2.0 + (2.0 / Math.pow(x, 4.0)))) / Math.pow(x, 3.0);
}
def code(x): return ((2.0 / math.pow(x, 2.0)) + (2.0 + (2.0 / math.pow(x, 4.0)))) / math.pow(x, 3.0)
function code(x) return Float64(Float64(Float64(2.0 / (x ^ 2.0)) + Float64(2.0 + Float64(2.0 / (x ^ 4.0)))) / (x ^ 3.0)) end
function tmp = code(x) tmp = ((2.0 / (x ^ 2.0)) + (2.0 + (2.0 / (x ^ 4.0)))) / (x ^ 3.0); end
code[x_] := N[(N[(N[(2.0 / N[Power[x, 2.0], $MachinePrecision]), $MachinePrecision] + N[(2.0 + N[(2.0 / N[Power[x, 4.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\frac{2}{{x}^{2}} + \left(2 + \frac{2}{{x}^{4}}\right)}{{x}^{3}}
\end{array}
Initial program 69.5%
+-commutative69.5%
associate-+r-69.5%
sub-neg69.5%
remove-double-neg69.5%
neg-sub069.5%
associate-+l-69.5%
neg-sub069.5%
distribute-neg-frac269.5%
distribute-frac-neg269.5%
associate-+r+69.5%
+-commutative69.5%
remove-double-neg69.5%
distribute-neg-frac269.5%
sub0-neg69.5%
associate-+l-69.5%
neg-sub069.5%
Simplified69.5%
Taylor expanded in x around inf 99.6%
associate-+r+99.6%
+-commutative99.6%
associate-+l+99.6%
associate-*r/99.6%
metadata-eval99.6%
Simplified99.6%
Final simplification99.6%
(FPCore (x) :precision binary64 (/ (+ 2.0 (/ 2.0 (pow x 2.0))) (pow x 3.0)))
double code(double x) {
return (2.0 + (2.0 / pow(x, 2.0))) / pow(x, 3.0);
}
real(8) function code(x)
real(8), intent (in) :: x
code = (2.0d0 + (2.0d0 / (x ** 2.0d0))) / (x ** 3.0d0)
end function
public static double code(double x) {
return (2.0 + (2.0 / Math.pow(x, 2.0))) / Math.pow(x, 3.0);
}
def code(x): return (2.0 + (2.0 / math.pow(x, 2.0))) / math.pow(x, 3.0)
function code(x) return Float64(Float64(2.0 + Float64(2.0 / (x ^ 2.0))) / (x ^ 3.0)) end
function tmp = code(x) tmp = (2.0 + (2.0 / (x ^ 2.0))) / (x ^ 3.0); end
code[x_] := N[(N[(2.0 + N[(2.0 / N[Power[x, 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{2 + \frac{2}{{x}^{2}}}{{x}^{3}}
\end{array}
Initial program 69.5%
+-commutative69.5%
associate-+r-69.5%
sub-neg69.5%
remove-double-neg69.5%
neg-sub069.5%
associate-+l-69.5%
neg-sub069.5%
distribute-neg-frac269.5%
distribute-frac-neg269.5%
associate-+r+69.5%
+-commutative69.5%
remove-double-neg69.5%
distribute-neg-frac269.5%
sub0-neg69.5%
associate-+l-69.5%
neg-sub069.5%
Simplified69.5%
Taylor expanded in x around inf 99.3%
associate-*r/99.3%
metadata-eval99.3%
Simplified99.3%
Final simplification99.3%
(FPCore (x) :precision binary64 (* 2.0 (pow x -3.0)))
double code(double x) {
return 2.0 * pow(x, -3.0);
}
real(8) function code(x)
real(8), intent (in) :: x
code = 2.0d0 * (x ** (-3.0d0))
end function
public static double code(double x) {
return 2.0 * Math.pow(x, -3.0);
}
def code(x): return 2.0 * math.pow(x, -3.0)
function code(x) return Float64(2.0 * (x ^ -3.0)) end
function tmp = code(x) tmp = 2.0 * (x ^ -3.0); end
code[x_] := N[(2.0 * N[Power[x, -3.0], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
2 \cdot {x}^{-3}
\end{array}
Initial program 69.5%
+-commutative69.5%
associate-+r-69.5%
sub-neg69.5%
remove-double-neg69.5%
neg-sub069.5%
associate-+l-69.5%
neg-sub069.5%
distribute-neg-frac269.5%
distribute-frac-neg269.5%
associate-+r+69.5%
+-commutative69.5%
remove-double-neg69.5%
distribute-neg-frac269.5%
sub0-neg69.5%
associate-+l-69.5%
neg-sub069.5%
Simplified69.5%
Taylor expanded in x around inf 98.8%
div-inv98.8%
pow-flip99.2%
metadata-eval99.2%
Applied egg-rr99.2%
Final simplification99.2%
(FPCore (x) :precision binary64 (+ (/ 1.0 (+ x -1.0)) (/ -1.0 x)))
double code(double x) {
return (1.0 / (x + -1.0)) + (-1.0 / x);
}
real(8) function code(x)
real(8), intent (in) :: x
code = (1.0d0 / (x + (-1.0d0))) + ((-1.0d0) / x)
end function
public static double code(double x) {
return (1.0 / (x + -1.0)) + (-1.0 / x);
}
def code(x): return (1.0 / (x + -1.0)) + (-1.0 / x)
function code(x) return Float64(Float64(1.0 / Float64(x + -1.0)) + Float64(-1.0 / x)) end
function tmp = code(x) tmp = (1.0 / (x + -1.0)) + (-1.0 / x); end
code[x_] := N[(N[(1.0 / N[(x + -1.0), $MachinePrecision]), $MachinePrecision] + N[(-1.0 / x), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{1}{x + -1} + \frac{-1}{x}
\end{array}
Initial program 69.5%
+-commutative69.5%
associate-+r-69.5%
sub-neg69.5%
remove-double-neg69.5%
neg-sub069.5%
associate-+l-69.5%
neg-sub069.5%
distribute-neg-frac269.5%
distribute-frac-neg269.5%
associate-+r+69.5%
+-commutative69.5%
remove-double-neg69.5%
distribute-neg-frac269.5%
sub0-neg69.5%
associate-+l-69.5%
neg-sub069.5%
Simplified69.5%
Taylor expanded in x around inf 68.4%
Final simplification68.4%
(FPCore (x) :precision binary64 (/ (/ 1.0 x) (* x (+ x -1.0))))
double code(double x) {
return (1.0 / x) / (x * (x + -1.0));
}
real(8) function code(x)
real(8), intent (in) :: x
code = (1.0d0 / x) / (x * (x + (-1.0d0)))
end function
public static double code(double x) {
return (1.0 / x) / (x * (x + -1.0));
}
def code(x): return (1.0 / x) / (x * (x + -1.0))
function code(x) return Float64(Float64(1.0 / x) / Float64(x * Float64(x + -1.0))) end
function tmp = code(x) tmp = (1.0 / x) / (x * (x + -1.0)); end
code[x_] := N[(N[(1.0 / x), $MachinePrecision] / N[(x * N[(x + -1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\frac{1}{x}}{x \cdot \left(x + -1\right)}
\end{array}
Initial program 69.5%
+-commutative69.5%
associate-+r-69.5%
sub-neg69.5%
remove-double-neg69.5%
neg-sub069.5%
associate-+l-69.5%
neg-sub069.5%
distribute-neg-frac269.5%
distribute-frac-neg269.5%
associate-+r+69.5%
+-commutative69.5%
remove-double-neg69.5%
distribute-neg-frac269.5%
sub0-neg69.5%
associate-+l-69.5%
neg-sub069.5%
Simplified69.5%
Taylor expanded in x around inf 68.6%
associate-*r/68.6%
neg-mul-168.6%
distribute-neg-in68.6%
metadata-eval68.6%
distribute-neg-frac68.6%
metadata-eval68.6%
Simplified68.6%
frac-add68.7%
*-un-lft-identity68.7%
Applied egg-rr68.7%
Taylor expanded in x around 0 72.7%
Final simplification72.7%
(FPCore (x) :precision binary64 (/ -1.0 (* x (- 1.0 x))))
double code(double x) {
return -1.0 / (x * (1.0 - x));
}
real(8) function code(x)
real(8), intent (in) :: x
code = (-1.0d0) / (x * (1.0d0 - x))
end function
public static double code(double x) {
return -1.0 / (x * (1.0 - x));
}
def code(x): return -1.0 / (x * (1.0 - x))
function code(x) return Float64(-1.0 / Float64(x * Float64(1.0 - x))) end
function tmp = code(x) tmp = -1.0 / (x * (1.0 - x)); end
code[x_] := N[(-1.0 / N[(x * N[(1.0 - x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{-1}{x \cdot \left(1 - x\right)}
\end{array}
Initial program 69.5%
+-commutative69.5%
associate-+r-69.5%
sub-neg69.5%
remove-double-neg69.5%
neg-sub069.5%
associate-+l-69.5%
neg-sub069.5%
distribute-neg-frac269.5%
distribute-frac-neg269.5%
associate-+r+69.5%
+-commutative69.5%
remove-double-neg69.5%
distribute-neg-frac269.5%
sub0-neg69.5%
associate-+l-69.5%
neg-sub069.5%
Simplified69.5%
Taylor expanded in x around inf 68.4%
clear-num68.4%
frac-add68.4%
*-un-lft-identity68.4%
div-inv68.4%
metadata-eval68.4%
metadata-eval68.4%
div-inv68.4%
/-rgt-identity68.4%
div-inv68.4%
metadata-eval68.4%
Applied egg-rr68.4%
+-commutative68.4%
+-commutative68.4%
associate-+l+53.9%
*-commutative53.9%
mul-1-neg53.9%
sub-neg53.9%
+-inverses53.9%
metadata-eval53.9%
*-commutative53.9%
+-commutative53.9%
distribute-lft-in53.9%
associate-*l*53.9%
metadata-eval53.9%
*-commutative53.9%
distribute-rgt-in53.9%
*-commutative53.9%
mul-1-neg53.9%
unsub-neg53.9%
Simplified53.9%
Final simplification53.9%
(FPCore (x) :precision binary64 (/ 1.0 (* x (+ x 1.0))))
double code(double x) {
return 1.0 / (x * (x + 1.0));
}
real(8) function code(x)
real(8), intent (in) :: x
code = 1.0d0 / (x * (x + 1.0d0))
end function
public static double code(double x) {
return 1.0 / (x * (x + 1.0));
}
def code(x): return 1.0 / (x * (x + 1.0))
function code(x) return Float64(1.0 / Float64(x * Float64(x + 1.0))) end
function tmp = code(x) tmp = 1.0 / (x * (x + 1.0)); end
code[x_] := N[(1.0 / N[(x * N[(x + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{1}{x \cdot \left(x + 1\right)}
\end{array}
Initial program 69.5%
+-commutative69.5%
associate-+r-69.5%
sub-neg69.5%
remove-double-neg69.5%
neg-sub069.5%
associate-+l-69.5%
neg-sub069.5%
distribute-neg-frac269.5%
distribute-frac-neg269.5%
associate-+r+69.5%
+-commutative69.5%
remove-double-neg69.5%
distribute-neg-frac269.5%
sub0-neg69.5%
associate-+l-69.5%
neg-sub069.5%
Simplified69.5%
Taylor expanded in x around inf 68.4%
frac-2neg68.4%
metadata-eval68.4%
add-sqr-sqrt21.6%
sqrt-unprod14.8%
sqr-neg14.8%
unpow214.8%
sqrt-pow16.5%
metadata-eval6.5%
pow16.5%
*-un-lft-identity6.5%
metadata-eval6.5%
cancel-sign-sub-inv6.5%
div-inv6.5%
frac-2neg6.5%
metadata-eval6.5%
clear-num6.5%
frac-sub53.6%
Applied egg-rr68.4%
*-commutative68.4%
*-rgt-identity68.4%
associate-*l*68.4%
metadata-eval68.4%
*-rgt-identity68.4%
associate--r+53.9%
+-inverses53.9%
metadata-eval53.9%
*-commutative53.9%
associate-*l*53.9%
associate-/r*52.4%
+-commutative52.4%
distribute-lft-in52.4%
metadata-eval52.4%
mul-1-neg52.4%
unsub-neg52.4%
Simplified52.4%
div-inv52.4%
*-un-lft-identity52.4%
times-frac52.4%
metadata-eval52.4%
Applied egg-rr52.4%
associate-/l/53.9%
mul-1-neg53.9%
*-commutative53.9%
distribute-frac-neg253.9%
distribute-rgt-neg-in53.9%
neg-sub053.9%
associate--r-53.9%
metadata-eval53.9%
Simplified53.9%
Final simplification53.9%
(FPCore (x) :precision binary64 (/ -2.0 x))
double code(double x) {
return -2.0 / x;
}
real(8) function code(x)
real(8), intent (in) :: x
code = (-2.0d0) / x
end function
public static double code(double x) {
return -2.0 / x;
}
def code(x): return -2.0 / x
function code(x) return Float64(-2.0 / x) end
function tmp = code(x) tmp = -2.0 / x; end
code[x_] := N[(-2.0 / x), $MachinePrecision]
\begin{array}{l}
\\
\frac{-2}{x}
\end{array}
Initial program 69.5%
+-commutative69.5%
associate-+r-69.5%
sub-neg69.5%
remove-double-neg69.5%
neg-sub069.5%
associate-+l-69.5%
neg-sub069.5%
distribute-neg-frac269.5%
distribute-frac-neg269.5%
associate-+r+69.5%
+-commutative69.5%
remove-double-neg69.5%
distribute-neg-frac269.5%
sub0-neg69.5%
associate-+l-69.5%
neg-sub069.5%
Simplified69.5%
Taylor expanded in x around 0 5.2%
Final simplification5.2%
(FPCore (x) :precision binary64 (/ -1.0 x))
double code(double x) {
return -1.0 / x;
}
real(8) function code(x)
real(8), intent (in) :: x
code = (-1.0d0) / x
end function
public static double code(double x) {
return -1.0 / x;
}
def code(x): return -1.0 / x
function code(x) return Float64(-1.0 / x) end
function tmp = code(x) tmp = -1.0 / x; end
code[x_] := N[(-1.0 / x), $MachinePrecision]
\begin{array}{l}
\\
\frac{-1}{x}
\end{array}
Initial program 69.5%
+-commutative69.5%
associate-+r-69.5%
sub-neg69.5%
remove-double-neg69.5%
neg-sub069.5%
associate-+l-69.5%
neg-sub069.5%
distribute-neg-frac269.5%
distribute-frac-neg269.5%
associate-+r+69.5%
+-commutative69.5%
remove-double-neg69.5%
distribute-neg-frac269.5%
sub0-neg69.5%
associate-+l-69.5%
neg-sub069.5%
Simplified69.5%
Taylor expanded in x around inf 68.4%
Taylor expanded in x around 0 5.2%
Final simplification5.2%
(FPCore (x) :precision binary64 (/ 1.0 x))
double code(double x) {
return 1.0 / x;
}
real(8) function code(x)
real(8), intent (in) :: x
code = 1.0d0 / x
end function
public static double code(double x) {
return 1.0 / x;
}
def code(x): return 1.0 / x
function code(x) return Float64(1.0 / x) end
function tmp = code(x) tmp = 1.0 / x; end
code[x_] := N[(1.0 / x), $MachinePrecision]
\begin{array}{l}
\\
\frac{1}{x}
\end{array}
Initial program 69.5%
+-commutative69.5%
associate-+r-69.5%
sub-neg69.5%
remove-double-neg69.5%
neg-sub069.5%
associate-+l-69.5%
neg-sub069.5%
distribute-neg-frac269.5%
distribute-frac-neg269.5%
associate-+r+69.5%
+-commutative69.5%
remove-double-neg69.5%
distribute-neg-frac269.5%
sub0-neg69.5%
associate-+l-69.5%
neg-sub069.5%
Simplified69.5%
Taylor expanded in x around inf 68.4%
frac-2neg68.4%
metadata-eval68.4%
add-sqr-sqrt21.6%
sqrt-unprod14.8%
sqr-neg14.8%
unpow214.8%
sqrt-pow16.5%
metadata-eval6.5%
pow16.5%
*-un-lft-identity6.5%
metadata-eval6.5%
cancel-sign-sub-inv6.5%
div-inv6.5%
frac-2neg6.5%
metadata-eval6.5%
clear-num6.5%
frac-sub53.6%
Applied egg-rr68.4%
*-commutative68.4%
*-rgt-identity68.4%
associate-*l*68.4%
metadata-eval68.4%
*-rgt-identity68.4%
associate--r+53.9%
+-inverses53.9%
metadata-eval53.9%
*-commutative53.9%
associate-*l*53.9%
associate-/r*52.4%
+-commutative52.4%
distribute-lft-in52.4%
metadata-eval52.4%
mul-1-neg52.4%
unsub-neg52.4%
Simplified52.4%
Taylor expanded in x around 0 6.5%
Final simplification6.5%
(FPCore (x) :precision binary64 (/ 2.0 (* x (- (* x x) 1.0))))
double code(double x) {
return 2.0 / (x * ((x * x) - 1.0));
}
real(8) function code(x)
real(8), intent (in) :: x
code = 2.0d0 / (x * ((x * x) - 1.0d0))
end function
public static double code(double x) {
return 2.0 / (x * ((x * x) - 1.0));
}
def code(x): return 2.0 / (x * ((x * x) - 1.0))
function code(x) return Float64(2.0 / Float64(x * Float64(Float64(x * x) - 1.0))) end
function tmp = code(x) tmp = 2.0 / (x * ((x * x) - 1.0)); end
code[x_] := N[(2.0 / N[(x * N[(N[(x * x), $MachinePrecision] - 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{2}{x \cdot \left(x \cdot x - 1\right)}
\end{array}
herbie shell --seed 2024077
(FPCore (x)
:name "3frac (problem 3.3.3)"
:precision binary64
:pre (> (fabs x) 1.0)
:alt
(/ 2.0 (* x (- (* x x) 1.0)))
(+ (- (/ 1.0 (+ x 1.0)) (/ 2.0 x)) (/ 1.0 (- x 1.0))))