
(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 7 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 x) (/ 1.0 (* (- -1.0 x) (+ x -1.0)))))
double code(double x) {
return (-2.0 / x) * (1.0 / ((-1.0 - x) * (x + -1.0)));
}
real(8) function code(x)
real(8), intent (in) :: x
code = ((-2.0d0) / x) * (1.0d0 / (((-1.0d0) - x) * (x + (-1.0d0))))
end function
public static double code(double x) {
return (-2.0 / x) * (1.0 / ((-1.0 - x) * (x + -1.0)));
}
def code(x): return (-2.0 / x) * (1.0 / ((-1.0 - x) * (x + -1.0)))
function code(x) return Float64(Float64(-2.0 / x) * Float64(1.0 / Float64(Float64(-1.0 - x) * Float64(x + -1.0)))) end
function tmp = code(x) tmp = (-2.0 / x) * (1.0 / ((-1.0 - x) * (x + -1.0))); end
code[x_] := N[(N[(-2.0 / x), $MachinePrecision] * N[(1.0 / N[(N[(-1.0 - x), $MachinePrecision] * N[(x + -1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{-2}{x} \cdot \frac{1}{\left(-1 - x\right) \cdot \left(x + -1\right)}
\end{array}
Initial program 71.9%
+-commutative71.9%
associate-+r-71.8%
sub-neg71.8%
remove-double-neg71.8%
neg-sub071.8%
associate-+l-71.8%
neg-sub071.8%
distribute-neg-frac271.8%
distribute-frac-neg271.8%
associate-+r+71.9%
+-commutative71.9%
remove-double-neg71.9%
distribute-neg-frac271.9%
sub0-neg71.9%
associate-+l-71.9%
neg-sub071.9%
Simplified71.9%
+-commutative71.9%
associate-+l-71.8%
Applied egg-rr71.8%
frac-sub19.3%
frac-sub21.7%
Applied egg-rr21.7%
Taylor expanded in x around 0 99.3%
associate-/r*99.9%
div-inv99.9%
Applied egg-rr99.9%
Final simplification99.9%
(FPCore (x) :precision binary64 (/ -2.0 (* x (* (- -1.0 x) (+ x -1.0)))))
double code(double x) {
return -2.0 / (x * ((-1.0 - x) * (x + -1.0)));
}
real(8) function code(x)
real(8), intent (in) :: x
code = (-2.0d0) / (x * (((-1.0d0) - x) * (x + (-1.0d0))))
end function
public static double code(double x) {
return -2.0 / (x * ((-1.0 - x) * (x + -1.0)));
}
def code(x): return -2.0 / (x * ((-1.0 - x) * (x + -1.0)))
function code(x) return Float64(-2.0 / Float64(x * Float64(Float64(-1.0 - x) * Float64(x + -1.0)))) end
function tmp = code(x) tmp = -2.0 / (x * ((-1.0 - x) * (x + -1.0))); end
code[x_] := N[(-2.0 / N[(x * N[(N[(-1.0 - x), $MachinePrecision] * N[(x + -1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{-2}{x \cdot \left(\left(-1 - x\right) \cdot \left(x + -1\right)\right)}
\end{array}
Initial program 71.9%
+-commutative71.9%
associate-+r-71.8%
sub-neg71.8%
remove-double-neg71.8%
neg-sub071.8%
associate-+l-71.8%
neg-sub071.8%
distribute-neg-frac271.8%
distribute-frac-neg271.8%
associate-+r+71.9%
+-commutative71.9%
remove-double-neg71.9%
distribute-neg-frac271.9%
sub0-neg71.9%
associate-+l-71.9%
neg-sub071.9%
Simplified71.9%
+-commutative71.9%
associate-+l-71.8%
Applied egg-rr71.8%
frac-sub19.3%
frac-sub21.7%
Applied egg-rr21.7%
Taylor expanded in x around 0 99.3%
Final simplification99.3%
(FPCore (x) :precision binary64 (/ -2.0 (* (+ x -1.0) (* x (- -1.0 x)))))
double code(double x) {
return -2.0 / ((x + -1.0) * (x * (-1.0 - x)));
}
real(8) function code(x)
real(8), intent (in) :: x
code = (-2.0d0) / ((x + (-1.0d0)) * (x * ((-1.0d0) - x)))
end function
public static double code(double x) {
return -2.0 / ((x + -1.0) * (x * (-1.0 - x)));
}
def code(x): return -2.0 / ((x + -1.0) * (x * (-1.0 - x)))
function code(x) return Float64(-2.0 / Float64(Float64(x + -1.0) * Float64(x * Float64(-1.0 - x)))) end
function tmp = code(x) tmp = -2.0 / ((x + -1.0) * (x * (-1.0 - x))); end
code[x_] := N[(-2.0 / N[(N[(x + -1.0), $MachinePrecision] * N[(x * N[(-1.0 - x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{-2}{\left(x + -1\right) \cdot \left(x \cdot \left(-1 - x\right)\right)}
\end{array}
Initial program 71.9%
+-commutative71.9%
associate-+r-71.8%
sub-neg71.8%
remove-double-neg71.8%
neg-sub071.8%
associate-+l-71.8%
neg-sub071.8%
distribute-neg-frac271.8%
distribute-frac-neg271.8%
associate-+r+71.9%
+-commutative71.9%
remove-double-neg71.9%
distribute-neg-frac271.9%
sub0-neg71.9%
associate-+l-71.9%
neg-sub071.9%
Simplified71.9%
+-commutative71.9%
associate-+l-71.8%
Applied egg-rr71.8%
frac-sub19.3%
frac-sub21.7%
Applied egg-rr21.7%
Taylor expanded in x around 0 99.3%
pow199.3%
*-commutative99.3%
Applied egg-rr99.3%
unpow199.3%
associate-*r*99.3%
*-commutative99.3%
associate-*l*99.3%
Simplified99.3%
Final simplification99.3%
(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 71.9%
+-commutative71.9%
associate-+r-71.8%
sub-neg71.8%
remove-double-neg71.8%
neg-sub071.8%
associate-+l-71.8%
neg-sub071.8%
distribute-neg-frac271.8%
distribute-frac-neg271.8%
associate-+r+71.9%
+-commutative71.9%
remove-double-neg71.9%
distribute-neg-frac271.9%
sub0-neg71.9%
associate-+l-71.9%
neg-sub071.9%
Simplified71.9%
Taylor expanded in x around inf 69.6%
Final simplification69.6%
(FPCore (x) :precision binary64 (- (/ -2.0 x) (/ -2.0 x)))
double code(double x) {
return (-2.0 / x) - (-2.0 / x);
}
real(8) function code(x)
real(8), intent (in) :: x
code = ((-2.0d0) / x) - ((-2.0d0) / x)
end function
public static double code(double x) {
return (-2.0 / x) - (-2.0 / x);
}
def code(x): return (-2.0 / x) - (-2.0 / x)
function code(x) return Float64(Float64(-2.0 / x) - Float64(-2.0 / x)) end
function tmp = code(x) tmp = (-2.0 / x) - (-2.0 / x); end
code[x_] := N[(N[(-2.0 / x), $MachinePrecision] - N[(-2.0 / x), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{-2}{x} - \frac{-2}{x}
\end{array}
Initial program 71.9%
+-commutative71.9%
associate-+r-71.8%
sub-neg71.8%
remove-double-neg71.8%
neg-sub071.8%
associate-+l-71.8%
neg-sub071.8%
distribute-neg-frac271.8%
distribute-frac-neg271.8%
associate-+r+71.9%
+-commutative71.9%
remove-double-neg71.9%
distribute-neg-frac271.9%
sub0-neg71.9%
associate-+l-71.9%
neg-sub071.9%
Simplified71.9%
+-commutative71.9%
associate-+l-71.8%
Applied egg-rr71.8%
frac-sub19.3%
Applied egg-rr19.3%
associate-+l+19.3%
+-commutative19.3%
associate-+r+19.3%
metadata-eval19.3%
Simplified19.3%
Taylor expanded in x around inf 69.5%
Final simplification69.5%
(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 71.9%
+-commutative71.9%
associate-+r-71.8%
sub-neg71.8%
remove-double-neg71.8%
neg-sub071.8%
associate-+l-71.8%
neg-sub071.8%
distribute-neg-frac271.8%
distribute-frac-neg271.8%
associate-+r+71.9%
+-commutative71.9%
remove-double-neg71.9%
distribute-neg-frac271.9%
sub0-neg71.9%
associate-+l-71.9%
neg-sub071.9%
Simplified71.9%
Taylor expanded in x around 0 5.0%
Final simplification5.0%
(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 71.9%
+-commutative71.9%
associate-+r-71.8%
sub-neg71.8%
remove-double-neg71.8%
neg-sub071.8%
associate-+l-71.8%
neg-sub071.8%
distribute-neg-frac271.8%
distribute-frac-neg271.8%
associate-+r+71.9%
+-commutative71.9%
remove-double-neg71.9%
distribute-neg-frac271.9%
sub0-neg71.9%
associate-+l-71.9%
neg-sub071.9%
Simplified71.9%
Taylor expanded in x around inf 69.6%
Taylor expanded in x around 0 5.0%
Final simplification5.0%
(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 2024039
(FPCore (x)
:name "3frac (problem 3.3.3)"
:precision binary64
:pre (> (fabs x) 1.0)
:herbie-target
(/ 2.0 (* x (- (* x x) 1.0)))
(+ (- (/ 1.0 (+ x 1.0)) (/ 2.0 x)) (/ 1.0 (- x 1.0))))