
(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}
Sampling outcomes in binary64 precision:
Herbie found 5 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(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}
(FPCore (x) :precision binary64 (/ (/ -1.0 (+ 1.0 x)) x))
double code(double x) {
return (-1.0 / (1.0 + x)) / x;
}
real(8) function code(x)
real(8), intent (in) :: x
code = ((-1.0d0) / (1.0d0 + x)) / x
end function
public static double code(double x) {
return (-1.0 / (1.0 + x)) / x;
}
def code(x): return (-1.0 / (1.0 + x)) / x
function code(x) return Float64(Float64(-1.0 / Float64(1.0 + x)) / x) end
function tmp = code(x) tmp = (-1.0 / (1.0 + x)) / x; end
code[x_] := N[(N[(-1.0 / N[(1.0 + x), $MachinePrecision]), $MachinePrecision] / x), $MachinePrecision]
\begin{array}{l}
\\
\frac{\frac{-1}{1 + x}}{x}
\end{array}
Initial program 76.5%
frac-sub77.7%
*-rgt-identity77.7%
metadata-eval77.7%
div-inv77.7%
associate-/r*77.7%
*-un-lft-identity77.7%
*-rgt-identity77.7%
+-commutative77.7%
div-inv77.7%
metadata-eval77.7%
*-rgt-identity77.7%
+-commutative77.7%
Applied egg-rr77.7%
Taylor expanded in x around 0 99.9%
Final simplification99.9%
(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 76.5%
frac-sub77.7%
*-rgt-identity77.7%
metadata-eval77.7%
div-inv77.7%
associate-/r*77.7%
*-un-lft-identity77.7%
*-rgt-identity77.7%
+-commutative77.7%
div-inv77.7%
metadata-eval77.7%
*-rgt-identity77.7%
+-commutative77.7%
Applied egg-rr77.7%
associate--r+77.7%
div-sub76.5%
sub-neg76.5%
metadata-eval76.5%
+-commutative76.5%
+-commutative76.5%
Applied egg-rr76.5%
frac-2neg76.5%
div-inv76.5%
sub-div77.7%
distribute-neg-frac77.7%
associate--l+77.7%
Applied egg-rr77.7%
associate-*r/77.7%
*-rgt-identity77.7%
associate-/l/77.7%
sub-neg77.7%
distribute-neg-in77.7%
distribute-neg-in77.7%
metadata-eval77.7%
remove-double-neg77.7%
associate-+l+77.7%
+-commutative77.7%
associate-+l+99.8%
+-commutative99.8%
neg-mul-199.8%
distribute-rgt1-in99.8%
metadata-eval99.8%
distribute-lft-in99.8%
*-rgt-identity99.8%
neg-mul-199.8%
distribute-rgt-in99.8%
+-commutative99.8%
sub-neg99.8%
Simplified99.8%
add-log-exp29.5%
*-un-lft-identity29.5%
log-prod29.5%
1-exp29.5%
mul0-lft29.5%
add-log-exp29.5%
mul0-lft29.5%
add-log-exp99.8%
associate-/r*99.9%
mul0-lft99.9%
metadata-eval99.9%
Applied egg-rr99.9%
+-lft-identity99.9%
associate-/r*99.8%
Simplified99.8%
Final simplification99.8%
(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(Float64(-1.0 / x) / Float64(1.0 + x)) end
function tmp = code(x) tmp = (-1.0 / x) / (1.0 + x); end
code[x_] := N[(N[(-1.0 / x), $MachinePrecision] / N[(1.0 + x), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\frac{-1}{x}}{1 + x}
\end{array}
Initial program 76.5%
sub-neg76.5%
+-commutative76.5%
distribute-neg-frac76.5%
metadata-eval76.5%
Applied egg-rr76.5%
Simplified99.9%
Final simplification99.9%
(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 76.5%
Taylor expanded in x around 0 51.1%
Final simplification51.1%
(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 76.5%
frac-sub77.7%
*-rgt-identity77.7%
metadata-eval77.7%
div-inv77.7%
associate-/r*77.7%
*-un-lft-identity77.7%
*-rgt-identity77.7%
+-commutative77.7%
div-inv77.7%
metadata-eval77.7%
*-rgt-identity77.7%
+-commutative77.7%
Applied egg-rr77.7%
Taylor expanded in x around 0 50.0%
Taylor expanded in x around inf 2.8%
Final simplification2.8%
herbie shell --seed 2023318
(FPCore (x)
:name "2frac (problem 3.3.1)"
:precision binary64
(- (/ 1.0 (+ x 1.0)) (/ 1.0 x)))