
(FPCore (x n) :precision binary64 (- (pow (+ x 1.0) (/ 1.0 n)) (pow x (/ 1.0 n))))
double code(double x, double n) {
return pow((x + 1.0), (1.0 / n)) - pow(x, (1.0 / n));
}
real(8) function code(x, n)
real(8), intent (in) :: x
real(8), intent (in) :: n
code = ((x + 1.0d0) ** (1.0d0 / n)) - (x ** (1.0d0 / n))
end function
public static double code(double x, double n) {
return Math.pow((x + 1.0), (1.0 / n)) - Math.pow(x, (1.0 / n));
}
def code(x, n): return math.pow((x + 1.0), (1.0 / n)) - math.pow(x, (1.0 / n))
function code(x, n) return Float64((Float64(x + 1.0) ^ Float64(1.0 / n)) - (x ^ Float64(1.0 / n))) end
function tmp = code(x, n) tmp = ((x + 1.0) ^ (1.0 / n)) - (x ^ (1.0 / n)); end
code[x_, n_] := N[(N[Power[N[(x + 1.0), $MachinePrecision], N[(1.0 / n), $MachinePrecision]], $MachinePrecision] - N[Power[x, N[(1.0 / n), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
{\left(x + 1\right)}^{\left(\frac{1}{n}\right)} - {x}^{\left(\frac{1}{n}\right)}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 13 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x n) :precision binary64 (- (pow (+ x 1.0) (/ 1.0 n)) (pow x (/ 1.0 n))))
double code(double x, double n) {
return pow((x + 1.0), (1.0 / n)) - pow(x, (1.0 / n));
}
real(8) function code(x, n)
real(8), intent (in) :: x
real(8), intent (in) :: n
code = ((x + 1.0d0) ** (1.0d0 / n)) - (x ** (1.0d0 / n))
end function
public static double code(double x, double n) {
return Math.pow((x + 1.0), (1.0 / n)) - Math.pow(x, (1.0 / n));
}
def code(x, n): return math.pow((x + 1.0), (1.0 / n)) - math.pow(x, (1.0 / n))
function code(x, n) return Float64((Float64(x + 1.0) ^ Float64(1.0 / n)) - (x ^ Float64(1.0 / n))) end
function tmp = code(x, n) tmp = ((x + 1.0) ^ (1.0 / n)) - (x ^ (1.0 / n)); end
code[x_, n_] := N[(N[Power[N[(x + 1.0), $MachinePrecision], N[(1.0 / n), $MachinePrecision]], $MachinePrecision] - N[Power[x, N[(1.0 / n), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
{\left(x + 1\right)}^{\left(\frac{1}{n}\right)} - {x}^{\left(\frac{1}{n}\right)}
\end{array}
(FPCore (x n) :precision binary64 (if (<= x 0.0175) (- (/ x n) (expm1 (/ (log x) n))) (/ (/ -1.0 n) (* (- x) (pow x (/ -1.0 n))))))
double code(double x, double n) {
double tmp;
if (x <= 0.0175) {
tmp = (x / n) - expm1((log(x) / n));
} else {
tmp = (-1.0 / n) / (-x * pow(x, (-1.0 / n)));
}
return tmp;
}
public static double code(double x, double n) {
double tmp;
if (x <= 0.0175) {
tmp = (x / n) - Math.expm1((Math.log(x) / n));
} else {
tmp = (-1.0 / n) / (-x * Math.pow(x, (-1.0 / n)));
}
return tmp;
}
def code(x, n): tmp = 0 if x <= 0.0175: tmp = (x / n) - math.expm1((math.log(x) / n)) else: tmp = (-1.0 / n) / (-x * math.pow(x, (-1.0 / n))) return tmp
function code(x, n) tmp = 0.0 if (x <= 0.0175) tmp = Float64(Float64(x / n) - expm1(Float64(log(x) / n))); else tmp = Float64(Float64(-1.0 / n) / Float64(Float64(-x) * (x ^ Float64(-1.0 / n)))); end return tmp end
code[x_, n_] := If[LessEqual[x, 0.0175], N[(N[(x / n), $MachinePrecision] - N[(Exp[N[(N[Log[x], $MachinePrecision] / n), $MachinePrecision]] - 1), $MachinePrecision]), $MachinePrecision], N[(N[(-1.0 / n), $MachinePrecision] / N[((-x) * N[Power[x, N[(-1.0 / n), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq 0.0175:\\
\;\;\;\;\frac{x}{n} - \mathsf{expm1}\left(\frac{\log x}{n}\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{\frac{-1}{n}}{\left(-x\right) \cdot {x}^{\left(\frac{-1}{n}\right)}}\\
\end{array}
\end{array}
if x < 0.017500000000000002Initial program 47.6%
Taylor expanded in x around 0
associate--l+N/A
+-commutativeN/A
*-rgt-identityN/A
associate-*r/N/A
remove-double-negN/A
mul-1-negN/A
distribute-neg-fracN/A
mul-1-negN/A
log-recN/A
mul-1-negN/A
associate-+l-N/A
lower--.f64N/A
associate-*r/N/A
*-rgt-identityN/A
lower-/.f64N/A
Applied rewrites92.0%
if 0.017500000000000002 < x Initial program 68.2%
Taylor expanded in x around inf
associate-/l/N/A
lower-/.f64N/A
lower-/.f64N/A
log-recN/A
mul-1-negN/A
associate-*r/N/A
associate-*r*N/A
metadata-evalN/A
*-commutativeN/A
associate-/l*N/A
exp-to-powN/A
lower-pow.f64N/A
lower-/.f6498.9
Applied rewrites98.9%
Applied rewrites98.9%
Final simplification95.0%
(FPCore (x n)
:precision binary64
(let* ((t_0 (pow x (/ 1.0 n))))
(if (<= (- (pow (+ 1.0 x) (/ 1.0 n)) t_0) 0.0)
(/ (/ -1.0 n) (* (- x) (pow x (/ -1.0 n))))
(- (fma (/ (fma 0.5 (/ x n) (fma -0.5 x 1.0)) n) x 1.0) t_0))))
double code(double x, double n) {
double t_0 = pow(x, (1.0 / n));
double tmp;
if ((pow((1.0 + x), (1.0 / n)) - t_0) <= 0.0) {
tmp = (-1.0 / n) / (-x * pow(x, (-1.0 / n)));
} else {
tmp = fma((fma(0.5, (x / n), fma(-0.5, x, 1.0)) / n), x, 1.0) - t_0;
}
return tmp;
}
function code(x, n) t_0 = x ^ Float64(1.0 / n) tmp = 0.0 if (Float64((Float64(1.0 + x) ^ Float64(1.0 / n)) - t_0) <= 0.0) tmp = Float64(Float64(-1.0 / n) / Float64(Float64(-x) * (x ^ Float64(-1.0 / n)))); else tmp = Float64(fma(Float64(fma(0.5, Float64(x / n), fma(-0.5, x, 1.0)) / n), x, 1.0) - t_0); end return tmp end
code[x_, n_] := Block[{t$95$0 = N[Power[x, N[(1.0 / n), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[N[(N[Power[N[(1.0 + x), $MachinePrecision], N[(1.0 / n), $MachinePrecision]], $MachinePrecision] - t$95$0), $MachinePrecision], 0.0], N[(N[(-1.0 / n), $MachinePrecision] / N[((-x) * N[Power[x, N[(-1.0 / n), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(0.5 * N[(x / n), $MachinePrecision] + N[(-0.5 * x + 1.0), $MachinePrecision]), $MachinePrecision] / n), $MachinePrecision] * x + 1.0), $MachinePrecision] - t$95$0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := {x}^{\left(\frac{1}{n}\right)}\\
\mathbf{if}\;{\left(1 + x\right)}^{\left(\frac{1}{n}\right)} - t\_0 \leq 0:\\
\;\;\;\;\frac{\frac{-1}{n}}{\left(-x\right) \cdot {x}^{\left(\frac{-1}{n}\right)}}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\frac{\mathsf{fma}\left(0.5, \frac{x}{n}, \mathsf{fma}\left(-0.5, x, 1\right)\right)}{n}, x, 1\right) - t\_0\\
\end{array}
\end{array}
if (-.f64 (pow.f64 (+.f64 x #s(literal 1 binary64)) (/.f64 #s(literal 1 binary64) n)) (pow.f64 x (/.f64 #s(literal 1 binary64) n))) < 0.0Initial program 54.3%
Taylor expanded in x around inf
associate-/l/N/A
lower-/.f64N/A
lower-/.f64N/A
log-recN/A
mul-1-negN/A
associate-*r/N/A
associate-*r*N/A
metadata-evalN/A
*-commutativeN/A
associate-/l*N/A
exp-to-powN/A
lower-pow.f64N/A
lower-/.f6469.1
Applied rewrites69.1%
Applied rewrites69.1%
if 0.0 < (-.f64 (pow.f64 (+.f64 x #s(literal 1 binary64)) (/.f64 #s(literal 1 binary64) n)) (pow.f64 x (/.f64 #s(literal 1 binary64) n))) Initial program 68.2%
Taylor expanded in x around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
associate-*r/N/A
metadata-evalN/A
lower-/.f64N/A
unpow2N/A
lower-*.f64N/A
associate-*r/N/A
metadata-evalN/A
lower-/.f64N/A
lower-/.f6478.8
Applied rewrites78.8%
Taylor expanded in n around inf
Applied rewrites84.6%
Final simplification71.4%
(FPCore (x n)
:precision binary64
(let* ((t_0 (pow x (/ 1.0 n))))
(if (<= (/ 1.0 n) -1e-200)
(/ (/ t_0 x) n)
(if (<= (/ 1.0 n) 5e-15)
(/ (- (log1p x) (log x)) n)
(- (fma (/ (fma 0.5 (/ x n) (fma -0.5 x 1.0)) n) x 1.0) t_0)))))
double code(double x, double n) {
double t_0 = pow(x, (1.0 / n));
double tmp;
if ((1.0 / n) <= -1e-200) {
tmp = (t_0 / x) / n;
} else if ((1.0 / n) <= 5e-15) {
tmp = (log1p(x) - log(x)) / n;
} else {
tmp = fma((fma(0.5, (x / n), fma(-0.5, x, 1.0)) / n), x, 1.0) - t_0;
}
return tmp;
}
function code(x, n) t_0 = x ^ Float64(1.0 / n) tmp = 0.0 if (Float64(1.0 / n) <= -1e-200) tmp = Float64(Float64(t_0 / x) / n); elseif (Float64(1.0 / n) <= 5e-15) tmp = Float64(Float64(log1p(x) - log(x)) / n); else tmp = Float64(fma(Float64(fma(0.5, Float64(x / n), fma(-0.5, x, 1.0)) / n), x, 1.0) - t_0); end return tmp end
code[x_, n_] := Block[{t$95$0 = N[Power[x, N[(1.0 / n), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[N[(1.0 / n), $MachinePrecision], -1e-200], N[(N[(t$95$0 / x), $MachinePrecision] / n), $MachinePrecision], If[LessEqual[N[(1.0 / n), $MachinePrecision], 5e-15], N[(N[(N[Log[1 + x], $MachinePrecision] - N[Log[x], $MachinePrecision]), $MachinePrecision] / n), $MachinePrecision], N[(N[(N[(N[(0.5 * N[(x / n), $MachinePrecision] + N[(-0.5 * x + 1.0), $MachinePrecision]), $MachinePrecision] / n), $MachinePrecision] * x + 1.0), $MachinePrecision] - t$95$0), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := {x}^{\left(\frac{1}{n}\right)}\\
\mathbf{if}\;\frac{1}{n} \leq -1 \cdot 10^{-200}:\\
\;\;\;\;\frac{\frac{t\_0}{x}}{n}\\
\mathbf{elif}\;\frac{1}{n} \leq 5 \cdot 10^{-15}:\\
\;\;\;\;\frac{\mathsf{log1p}\left(x\right) - \log x}{n}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\frac{\mathsf{fma}\left(0.5, \frac{x}{n}, \mathsf{fma}\left(-0.5, x, 1\right)\right)}{n}, x, 1\right) - t\_0\\
\end{array}
\end{array}
if (/.f64 #s(literal 1 binary64) n) < -9.9999999999999998e-201Initial program 72.9%
Taylor expanded in x around inf
associate-/l/N/A
lower-/.f64N/A
lower-/.f64N/A
log-recN/A
mul-1-negN/A
associate-*r/N/A
associate-*r*N/A
metadata-evalN/A
*-commutativeN/A
associate-/l*N/A
exp-to-powN/A
lower-pow.f64N/A
lower-/.f6487.5
Applied rewrites87.5%
if -9.9999999999999998e-201 < (/.f64 #s(literal 1 binary64) n) < 4.99999999999999999e-15Initial program 32.8%
Taylor expanded in n around inf
lower-/.f64N/A
lower--.f64N/A
lower-log1p.f64N/A
lower-log.f6484.6
Applied rewrites84.6%
if 4.99999999999999999e-15 < (/.f64 #s(literal 1 binary64) n) Initial program 70.2%
Taylor expanded in x around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
associate-*r/N/A
metadata-evalN/A
lower-/.f64N/A
unpow2N/A
lower-*.f64N/A
associate-*r/N/A
metadata-evalN/A
lower-/.f64N/A
lower-/.f6481.3
Applied rewrites81.3%
Taylor expanded in n around inf
Applied rewrites87.4%
(FPCore (x n) :precision binary64 (if (<= x 7e-22) (- (+ (/ x n) 1.0) (pow x (/ 1.0 n))) (/ (/ -1.0 n) (* (- x) (pow x (/ -1.0 n))))))
double code(double x, double n) {
double tmp;
if (x <= 7e-22) {
tmp = ((x / n) + 1.0) - pow(x, (1.0 / n));
} else {
tmp = (-1.0 / n) / (-x * pow(x, (-1.0 / n)));
}
return tmp;
}
real(8) function code(x, n)
real(8), intent (in) :: x
real(8), intent (in) :: n
real(8) :: tmp
if (x <= 7d-22) then
tmp = ((x / n) + 1.0d0) - (x ** (1.0d0 / n))
else
tmp = ((-1.0d0) / n) / (-x * (x ** ((-1.0d0) / n)))
end if
code = tmp
end function
public static double code(double x, double n) {
double tmp;
if (x <= 7e-22) {
tmp = ((x / n) + 1.0) - Math.pow(x, (1.0 / n));
} else {
tmp = (-1.0 / n) / (-x * Math.pow(x, (-1.0 / n)));
}
return tmp;
}
def code(x, n): tmp = 0 if x <= 7e-22: tmp = ((x / n) + 1.0) - math.pow(x, (1.0 / n)) else: tmp = (-1.0 / n) / (-x * math.pow(x, (-1.0 / n))) return tmp
function code(x, n) tmp = 0.0 if (x <= 7e-22) tmp = Float64(Float64(Float64(x / n) + 1.0) - (x ^ Float64(1.0 / n))); else tmp = Float64(Float64(-1.0 / n) / Float64(Float64(-x) * (x ^ Float64(-1.0 / n)))); end return tmp end
function tmp_2 = code(x, n) tmp = 0.0; if (x <= 7e-22) tmp = ((x / n) + 1.0) - (x ^ (1.0 / n)); else tmp = (-1.0 / n) / (-x * (x ^ (-1.0 / n))); end tmp_2 = tmp; end
code[x_, n_] := If[LessEqual[x, 7e-22], N[(N[(N[(x / n), $MachinePrecision] + 1.0), $MachinePrecision] - N[Power[x, N[(1.0 / n), $MachinePrecision]], $MachinePrecision]), $MachinePrecision], N[(N[(-1.0 / n), $MachinePrecision] / N[((-x) * N[Power[x, N[(-1.0 / n), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq 7 \cdot 10^{-22}:\\
\;\;\;\;\left(\frac{x}{n} + 1\right) - {x}^{\left(\frac{1}{n}\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{\frac{-1}{n}}{\left(-x\right) \cdot {x}^{\left(\frac{-1}{n}\right)}}\\
\end{array}
\end{array}
if x < 7.00000000000000011e-22Initial program 47.7%
Taylor expanded in x around 0
+-commutativeN/A
*-rgt-identityN/A
associate-*r/N/A
lower-+.f64N/A
associate-*r/N/A
*-rgt-identityN/A
lower-/.f6448.6
Applied rewrites48.6%
if 7.00000000000000011e-22 < x Initial program 66.9%
Taylor expanded in x around inf
associate-/l/N/A
lower-/.f64N/A
lower-/.f64N/A
log-recN/A
mul-1-negN/A
associate-*r/N/A
associate-*r*N/A
metadata-evalN/A
*-commutativeN/A
associate-/l*N/A
exp-to-powN/A
lower-pow.f64N/A
lower-/.f6494.2
Applied rewrites94.2%
Applied rewrites94.2%
Final simplification69.3%
(FPCore (x n) :precision binary64 (let* ((t_0 (pow x (/ 1.0 n)))) (if (<= x 7e-22) (- (+ (/ x n) 1.0) t_0) (/ (/ t_0 x) n))))
double code(double x, double n) {
double t_0 = pow(x, (1.0 / n));
double tmp;
if (x <= 7e-22) {
tmp = ((x / n) + 1.0) - t_0;
} else {
tmp = (t_0 / x) / n;
}
return tmp;
}
real(8) function code(x, n)
real(8), intent (in) :: x
real(8), intent (in) :: n
real(8) :: t_0
real(8) :: tmp
t_0 = x ** (1.0d0 / n)
if (x <= 7d-22) then
tmp = ((x / n) + 1.0d0) - t_0
else
tmp = (t_0 / x) / n
end if
code = tmp
end function
public static double code(double x, double n) {
double t_0 = Math.pow(x, (1.0 / n));
double tmp;
if (x <= 7e-22) {
tmp = ((x / n) + 1.0) - t_0;
} else {
tmp = (t_0 / x) / n;
}
return tmp;
}
def code(x, n): t_0 = math.pow(x, (1.0 / n)) tmp = 0 if x <= 7e-22: tmp = ((x / n) + 1.0) - t_0 else: tmp = (t_0 / x) / n return tmp
function code(x, n) t_0 = x ^ Float64(1.0 / n) tmp = 0.0 if (x <= 7e-22) tmp = Float64(Float64(Float64(x / n) + 1.0) - t_0); else tmp = Float64(Float64(t_0 / x) / n); end return tmp end
function tmp_2 = code(x, n) t_0 = x ^ (1.0 / n); tmp = 0.0; if (x <= 7e-22) tmp = ((x / n) + 1.0) - t_0; else tmp = (t_0 / x) / n; end tmp_2 = tmp; end
code[x_, n_] := Block[{t$95$0 = N[Power[x, N[(1.0 / n), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[x, 7e-22], N[(N[(N[(x / n), $MachinePrecision] + 1.0), $MachinePrecision] - t$95$0), $MachinePrecision], N[(N[(t$95$0 / x), $MachinePrecision] / n), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := {x}^{\left(\frac{1}{n}\right)}\\
\mathbf{if}\;x \leq 7 \cdot 10^{-22}:\\
\;\;\;\;\left(\frac{x}{n} + 1\right) - t\_0\\
\mathbf{else}:\\
\;\;\;\;\frac{\frac{t\_0}{x}}{n}\\
\end{array}
\end{array}
if x < 7.00000000000000011e-22Initial program 47.7%
Taylor expanded in x around 0
+-commutativeN/A
*-rgt-identityN/A
associate-*r/N/A
lower-+.f64N/A
associate-*r/N/A
*-rgt-identityN/A
lower-/.f6448.6
Applied rewrites48.6%
if 7.00000000000000011e-22 < x Initial program 66.9%
Taylor expanded in x around inf
associate-/l/N/A
lower-/.f64N/A
lower-/.f64N/A
log-recN/A
mul-1-negN/A
associate-*r/N/A
associate-*r*N/A
metadata-evalN/A
*-commutativeN/A
associate-/l*N/A
exp-to-powN/A
lower-pow.f64N/A
lower-/.f6494.2
Applied rewrites94.2%
(FPCore (x n) :precision binary64 (if (<= x 7e-22) (- (+ (/ x n) 1.0) (pow x (/ 1.0 n))) (/ 1.0 (* (* (pow x (/ -1.0 n)) x) n))))
double code(double x, double n) {
double tmp;
if (x <= 7e-22) {
tmp = ((x / n) + 1.0) - pow(x, (1.0 / n));
} else {
tmp = 1.0 / ((pow(x, (-1.0 / n)) * x) * n);
}
return tmp;
}
real(8) function code(x, n)
real(8), intent (in) :: x
real(8), intent (in) :: n
real(8) :: tmp
if (x <= 7d-22) then
tmp = ((x / n) + 1.0d0) - (x ** (1.0d0 / n))
else
tmp = 1.0d0 / (((x ** ((-1.0d0) / n)) * x) * n)
end if
code = tmp
end function
public static double code(double x, double n) {
double tmp;
if (x <= 7e-22) {
tmp = ((x / n) + 1.0) - Math.pow(x, (1.0 / n));
} else {
tmp = 1.0 / ((Math.pow(x, (-1.0 / n)) * x) * n);
}
return tmp;
}
def code(x, n): tmp = 0 if x <= 7e-22: tmp = ((x / n) + 1.0) - math.pow(x, (1.0 / n)) else: tmp = 1.0 / ((math.pow(x, (-1.0 / n)) * x) * n) return tmp
function code(x, n) tmp = 0.0 if (x <= 7e-22) tmp = Float64(Float64(Float64(x / n) + 1.0) - (x ^ Float64(1.0 / n))); else tmp = Float64(1.0 / Float64(Float64((x ^ Float64(-1.0 / n)) * x) * n)); end return tmp end
function tmp_2 = code(x, n) tmp = 0.0; if (x <= 7e-22) tmp = ((x / n) + 1.0) - (x ^ (1.0 / n)); else tmp = 1.0 / (((x ^ (-1.0 / n)) * x) * n); end tmp_2 = tmp; end
code[x_, n_] := If[LessEqual[x, 7e-22], N[(N[(N[(x / n), $MachinePrecision] + 1.0), $MachinePrecision] - N[Power[x, N[(1.0 / n), $MachinePrecision]], $MachinePrecision]), $MachinePrecision], N[(1.0 / N[(N[(N[Power[x, N[(-1.0 / n), $MachinePrecision]], $MachinePrecision] * x), $MachinePrecision] * n), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq 7 \cdot 10^{-22}:\\
\;\;\;\;\left(\frac{x}{n} + 1\right) - {x}^{\left(\frac{1}{n}\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{1}{\left({x}^{\left(\frac{-1}{n}\right)} \cdot x\right) \cdot n}\\
\end{array}
\end{array}
if x < 7.00000000000000011e-22Initial program 47.7%
Taylor expanded in x around 0
+-commutativeN/A
*-rgt-identityN/A
associate-*r/N/A
lower-+.f64N/A
associate-*r/N/A
*-rgt-identityN/A
lower-/.f6448.6
Applied rewrites48.6%
if 7.00000000000000011e-22 < x Initial program 66.9%
Taylor expanded in x around inf
associate-/l/N/A
lower-/.f64N/A
lower-/.f64N/A
log-recN/A
mul-1-negN/A
associate-*r/N/A
associate-*r*N/A
metadata-evalN/A
*-commutativeN/A
associate-/l*N/A
exp-to-powN/A
lower-pow.f64N/A
lower-/.f6494.2
Applied rewrites94.2%
Applied rewrites93.2%
Final simplification68.8%
(FPCore (x n) :precision binary64 (if (<= x 1.75e-12) (- (+ (/ x n) 1.0) (pow x (/ 1.0 n))) (/ (pow (* x x) -0.5) n)))
double code(double x, double n) {
double tmp;
if (x <= 1.75e-12) {
tmp = ((x / n) + 1.0) - pow(x, (1.0 / n));
} else {
tmp = pow((x * x), -0.5) / n;
}
return tmp;
}
real(8) function code(x, n)
real(8), intent (in) :: x
real(8), intent (in) :: n
real(8) :: tmp
if (x <= 1.75d-12) then
tmp = ((x / n) + 1.0d0) - (x ** (1.0d0 / n))
else
tmp = ((x * x) ** (-0.5d0)) / n
end if
code = tmp
end function
public static double code(double x, double n) {
double tmp;
if (x <= 1.75e-12) {
tmp = ((x / n) + 1.0) - Math.pow(x, (1.0 / n));
} else {
tmp = Math.pow((x * x), -0.5) / n;
}
return tmp;
}
def code(x, n): tmp = 0 if x <= 1.75e-12: tmp = ((x / n) + 1.0) - math.pow(x, (1.0 / n)) else: tmp = math.pow((x * x), -0.5) / n return tmp
function code(x, n) tmp = 0.0 if (x <= 1.75e-12) tmp = Float64(Float64(Float64(x / n) + 1.0) - (x ^ Float64(1.0 / n))); else tmp = Float64((Float64(x * x) ^ -0.5) / n); end return tmp end
function tmp_2 = code(x, n) tmp = 0.0; if (x <= 1.75e-12) tmp = ((x / n) + 1.0) - (x ^ (1.0 / n)); else tmp = ((x * x) ^ -0.5) / n; end tmp_2 = tmp; end
code[x_, n_] := If[LessEqual[x, 1.75e-12], N[(N[(N[(x / n), $MachinePrecision] + 1.0), $MachinePrecision] - N[Power[x, N[(1.0 / n), $MachinePrecision]], $MachinePrecision]), $MachinePrecision], N[(N[Power[N[(x * x), $MachinePrecision], -0.5], $MachinePrecision] / n), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq 1.75 \cdot 10^{-12}:\\
\;\;\;\;\left(\frac{x}{n} + 1\right) - {x}^{\left(\frac{1}{n}\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{{\left(x \cdot x\right)}^{-0.5}}{n}\\
\end{array}
\end{array}
if x < 1.75e-12Initial program 47.8%
Taylor expanded in x around 0
+-commutativeN/A
*-rgt-identityN/A
associate-*r/N/A
lower-+.f64N/A
associate-*r/N/A
*-rgt-identityN/A
lower-/.f6448.7
Applied rewrites48.7%
if 1.75e-12 < x Initial program 67.1%
Taylor expanded in x around inf
associate-/l/N/A
lower-/.f64N/A
lower-/.f64N/A
log-recN/A
mul-1-negN/A
associate-*r/N/A
associate-*r*N/A
metadata-evalN/A
*-commutativeN/A
associate-/l*N/A
exp-to-powN/A
lower-pow.f64N/A
lower-/.f6494.9
Applied rewrites94.9%
Taylor expanded in n around inf
Applied rewrites62.7%
Applied rewrites79.5%
(FPCore (x n) :precision binary64 (if (<= x 1.75e-12) (- 1.0 (/ 1.0 (pow x (/ -1.0 n)))) (/ (pow (* x x) -0.5) n)))
double code(double x, double n) {
double tmp;
if (x <= 1.75e-12) {
tmp = 1.0 - (1.0 / pow(x, (-1.0 / n)));
} else {
tmp = pow((x * x), -0.5) / n;
}
return tmp;
}
real(8) function code(x, n)
real(8), intent (in) :: x
real(8), intent (in) :: n
real(8) :: tmp
if (x <= 1.75d-12) then
tmp = 1.0d0 - (1.0d0 / (x ** ((-1.0d0) / n)))
else
tmp = ((x * x) ** (-0.5d0)) / n
end if
code = tmp
end function
public static double code(double x, double n) {
double tmp;
if (x <= 1.75e-12) {
tmp = 1.0 - (1.0 / Math.pow(x, (-1.0 / n)));
} else {
tmp = Math.pow((x * x), -0.5) / n;
}
return tmp;
}
def code(x, n): tmp = 0 if x <= 1.75e-12: tmp = 1.0 - (1.0 / math.pow(x, (-1.0 / n))) else: tmp = math.pow((x * x), -0.5) / n return tmp
function code(x, n) tmp = 0.0 if (x <= 1.75e-12) tmp = Float64(1.0 - Float64(1.0 / (x ^ Float64(-1.0 / n)))); else tmp = Float64((Float64(x * x) ^ -0.5) / n); end return tmp end
function tmp_2 = code(x, n) tmp = 0.0; if (x <= 1.75e-12) tmp = 1.0 - (1.0 / (x ^ (-1.0 / n))); else tmp = ((x * x) ^ -0.5) / n; end tmp_2 = tmp; end
code[x_, n_] := If[LessEqual[x, 1.75e-12], N[(1.0 - N[(1.0 / N[Power[x, N[(-1.0 / n), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[Power[N[(x * x), $MachinePrecision], -0.5], $MachinePrecision] / n), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq 1.75 \cdot 10^{-12}:\\
\;\;\;\;1 - \frac{1}{{x}^{\left(\frac{-1}{n}\right)}}\\
\mathbf{else}:\\
\;\;\;\;\frac{{\left(x \cdot x\right)}^{-0.5}}{n}\\
\end{array}
\end{array}
if x < 1.75e-12Initial program 47.8%
Taylor expanded in x around 0
Applied rewrites47.8%
lift-pow.f64N/A
lift-/.f64N/A
metadata-evalN/A
distribute-neg-fracN/A
lift-/.f64N/A
neg-mul-1N/A
neg-mul-1N/A
pow-flipN/A
lift-pow.f64N/A
lift-/.f6447.8
Applied rewrites47.8%
if 1.75e-12 < x Initial program 67.1%
Taylor expanded in x around inf
associate-/l/N/A
lower-/.f64N/A
lower-/.f64N/A
log-recN/A
mul-1-negN/A
associate-*r/N/A
associate-*r*N/A
metadata-evalN/A
*-commutativeN/A
associate-/l*N/A
exp-to-powN/A
lower-pow.f64N/A
lower-/.f6494.9
Applied rewrites94.9%
Taylor expanded in n around inf
Applied rewrites62.7%
Applied rewrites79.5%
(FPCore (x n) :precision binary64 (if (<= x 1.75e-12) (- 1.0 (pow x (/ 1.0 n))) (/ (pow (* x x) -0.5) n)))
double code(double x, double n) {
double tmp;
if (x <= 1.75e-12) {
tmp = 1.0 - pow(x, (1.0 / n));
} else {
tmp = pow((x * x), -0.5) / n;
}
return tmp;
}
real(8) function code(x, n)
real(8), intent (in) :: x
real(8), intent (in) :: n
real(8) :: tmp
if (x <= 1.75d-12) then
tmp = 1.0d0 - (x ** (1.0d0 / n))
else
tmp = ((x * x) ** (-0.5d0)) / n
end if
code = tmp
end function
public static double code(double x, double n) {
double tmp;
if (x <= 1.75e-12) {
tmp = 1.0 - Math.pow(x, (1.0 / n));
} else {
tmp = Math.pow((x * x), -0.5) / n;
}
return tmp;
}
def code(x, n): tmp = 0 if x <= 1.75e-12: tmp = 1.0 - math.pow(x, (1.0 / n)) else: tmp = math.pow((x * x), -0.5) / n return tmp
function code(x, n) tmp = 0.0 if (x <= 1.75e-12) tmp = Float64(1.0 - (x ^ Float64(1.0 / n))); else tmp = Float64((Float64(x * x) ^ -0.5) / n); end return tmp end
function tmp_2 = code(x, n) tmp = 0.0; if (x <= 1.75e-12) tmp = 1.0 - (x ^ (1.0 / n)); else tmp = ((x * x) ^ -0.5) / n; end tmp_2 = tmp; end
code[x_, n_] := If[LessEqual[x, 1.75e-12], N[(1.0 - N[Power[x, N[(1.0 / n), $MachinePrecision]], $MachinePrecision]), $MachinePrecision], N[(N[Power[N[(x * x), $MachinePrecision], -0.5], $MachinePrecision] / n), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq 1.75 \cdot 10^{-12}:\\
\;\;\;\;1 - {x}^{\left(\frac{1}{n}\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{{\left(x \cdot x\right)}^{-0.5}}{n}\\
\end{array}
\end{array}
if x < 1.75e-12Initial program 47.8%
Taylor expanded in x around 0
Applied rewrites47.8%
if 1.75e-12 < x Initial program 67.1%
Taylor expanded in x around inf
associate-/l/N/A
lower-/.f64N/A
lower-/.f64N/A
log-recN/A
mul-1-negN/A
associate-*r/N/A
associate-*r*N/A
metadata-evalN/A
*-commutativeN/A
associate-/l*N/A
exp-to-powN/A
lower-pow.f64N/A
lower-/.f6494.9
Applied rewrites94.9%
Taylor expanded in n around inf
Applied rewrites62.7%
Applied rewrites79.5%
(FPCore (x n) :precision binary64 (if (<= x 1.75e-12) (- 1.0 (pow x (/ 1.0 n))) (if (<= x 2.4e+80) (/ (/ -1.0 n) (- x)) 0.0)))
double code(double x, double n) {
double tmp;
if (x <= 1.75e-12) {
tmp = 1.0 - pow(x, (1.0 / n));
} else if (x <= 2.4e+80) {
tmp = (-1.0 / n) / -x;
} else {
tmp = 0.0;
}
return tmp;
}
real(8) function code(x, n)
real(8), intent (in) :: x
real(8), intent (in) :: n
real(8) :: tmp
if (x <= 1.75d-12) then
tmp = 1.0d0 - (x ** (1.0d0 / n))
else if (x <= 2.4d+80) then
tmp = ((-1.0d0) / n) / -x
else
tmp = 0.0d0
end if
code = tmp
end function
public static double code(double x, double n) {
double tmp;
if (x <= 1.75e-12) {
tmp = 1.0 - Math.pow(x, (1.0 / n));
} else if (x <= 2.4e+80) {
tmp = (-1.0 / n) / -x;
} else {
tmp = 0.0;
}
return tmp;
}
def code(x, n): tmp = 0 if x <= 1.75e-12: tmp = 1.0 - math.pow(x, (1.0 / n)) elif x <= 2.4e+80: tmp = (-1.0 / n) / -x else: tmp = 0.0 return tmp
function code(x, n) tmp = 0.0 if (x <= 1.75e-12) tmp = Float64(1.0 - (x ^ Float64(1.0 / n))); elseif (x <= 2.4e+80) tmp = Float64(Float64(-1.0 / n) / Float64(-x)); else tmp = 0.0; end return tmp end
function tmp_2 = code(x, n) tmp = 0.0; if (x <= 1.75e-12) tmp = 1.0 - (x ^ (1.0 / n)); elseif (x <= 2.4e+80) tmp = (-1.0 / n) / -x; else tmp = 0.0; end tmp_2 = tmp; end
code[x_, n_] := If[LessEqual[x, 1.75e-12], N[(1.0 - N[Power[x, N[(1.0 / n), $MachinePrecision]], $MachinePrecision]), $MachinePrecision], If[LessEqual[x, 2.4e+80], N[(N[(-1.0 / n), $MachinePrecision] / (-x)), $MachinePrecision], 0.0]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq 1.75 \cdot 10^{-12}:\\
\;\;\;\;1 - {x}^{\left(\frac{1}{n}\right)}\\
\mathbf{elif}\;x \leq 2.4 \cdot 10^{+80}:\\
\;\;\;\;\frac{\frac{-1}{n}}{-x}\\
\mathbf{else}:\\
\;\;\;\;0\\
\end{array}
\end{array}
if x < 1.75e-12Initial program 47.8%
Taylor expanded in x around 0
Applied rewrites47.8%
if 1.75e-12 < x < 2.39999999999999979e80Initial program 29.8%
Taylor expanded in x around inf
associate-/l/N/A
lower-/.f64N/A
lower-/.f64N/A
log-recN/A
mul-1-negN/A
associate-*r/N/A
associate-*r*N/A
metadata-evalN/A
*-commutativeN/A
associate-/l*N/A
exp-to-powN/A
lower-pow.f64N/A
lower-/.f6484.0
Applied rewrites84.0%
Applied rewrites84.1%
Taylor expanded in n around inf
Applied rewrites73.4%
if 2.39999999999999979e80 < x Initial program 84.3%
lift-pow.f64N/A
lift-/.f64N/A
metadata-evalN/A
distribute-neg-fracN/A
pow-negN/A
lower-/.f64N/A
lower-pow.f64N/A
lower-/.f6484.3
Applied rewrites84.3%
Taylor expanded in x around inf
rec-expN/A
mul-1-negN/A
+-inverses84.3
Applied rewrites84.3%
(FPCore (x n) :precision binary64 (if (<= x 2.4e+80) (/ (/ -1.0 n) (- x)) 0.0))
double code(double x, double n) {
double tmp;
if (x <= 2.4e+80) {
tmp = (-1.0 / n) / -x;
} else {
tmp = 0.0;
}
return tmp;
}
real(8) function code(x, n)
real(8), intent (in) :: x
real(8), intent (in) :: n
real(8) :: tmp
if (x <= 2.4d+80) then
tmp = ((-1.0d0) / n) / -x
else
tmp = 0.0d0
end if
code = tmp
end function
public static double code(double x, double n) {
double tmp;
if (x <= 2.4e+80) {
tmp = (-1.0 / n) / -x;
} else {
tmp = 0.0;
}
return tmp;
}
def code(x, n): tmp = 0 if x <= 2.4e+80: tmp = (-1.0 / n) / -x else: tmp = 0.0 return tmp
function code(x, n) tmp = 0.0 if (x <= 2.4e+80) tmp = Float64(Float64(-1.0 / n) / Float64(-x)); else tmp = 0.0; end return tmp end
function tmp_2 = code(x, n) tmp = 0.0; if (x <= 2.4e+80) tmp = (-1.0 / n) / -x; else tmp = 0.0; end tmp_2 = tmp; end
code[x_, n_] := If[LessEqual[x, 2.4e+80], N[(N[(-1.0 / n), $MachinePrecision] / (-x)), $MachinePrecision], 0.0]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq 2.4 \cdot 10^{+80}:\\
\;\;\;\;\frac{\frac{-1}{n}}{-x}\\
\mathbf{else}:\\
\;\;\;\;0\\
\end{array}
\end{array}
if x < 2.39999999999999979e80Initial program 44.1%
Taylor expanded in x around inf
associate-/l/N/A
lower-/.f64N/A
lower-/.f64N/A
log-recN/A
mul-1-negN/A
associate-*r/N/A
associate-*r*N/A
metadata-evalN/A
*-commutativeN/A
associate-/l*N/A
exp-to-powN/A
lower-pow.f64N/A
lower-/.f6441.4
Applied rewrites41.4%
Applied rewrites41.4%
Taylor expanded in n around inf
Applied rewrites30.7%
if 2.39999999999999979e80 < x Initial program 84.3%
lift-pow.f64N/A
lift-/.f64N/A
metadata-evalN/A
distribute-neg-fracN/A
pow-negN/A
lower-/.f64N/A
lower-pow.f64N/A
lower-/.f6484.3
Applied rewrites84.3%
Taylor expanded in x around inf
rec-expN/A
mul-1-negN/A
+-inverses84.3
Applied rewrites84.3%
(FPCore (x n) :precision binary64 (if (<= x 2.4e+80) (/ (/ 1.0 x) n) 0.0))
double code(double x, double n) {
double tmp;
if (x <= 2.4e+80) {
tmp = (1.0 / x) / n;
} else {
tmp = 0.0;
}
return tmp;
}
real(8) function code(x, n)
real(8), intent (in) :: x
real(8), intent (in) :: n
real(8) :: tmp
if (x <= 2.4d+80) then
tmp = (1.0d0 / x) / n
else
tmp = 0.0d0
end if
code = tmp
end function
public static double code(double x, double n) {
double tmp;
if (x <= 2.4e+80) {
tmp = (1.0 / x) / n;
} else {
tmp = 0.0;
}
return tmp;
}
def code(x, n): tmp = 0 if x <= 2.4e+80: tmp = (1.0 / x) / n else: tmp = 0.0 return tmp
function code(x, n) tmp = 0.0 if (x <= 2.4e+80) tmp = Float64(Float64(1.0 / x) / n); else tmp = 0.0; end return tmp end
function tmp_2 = code(x, n) tmp = 0.0; if (x <= 2.4e+80) tmp = (1.0 / x) / n; else tmp = 0.0; end tmp_2 = tmp; end
code[x_, n_] := If[LessEqual[x, 2.4e+80], N[(N[(1.0 / x), $MachinePrecision] / n), $MachinePrecision], 0.0]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq 2.4 \cdot 10^{+80}:\\
\;\;\;\;\frac{\frac{1}{x}}{n}\\
\mathbf{else}:\\
\;\;\;\;0\\
\end{array}
\end{array}
if x < 2.39999999999999979e80Initial program 44.1%
Taylor expanded in x around inf
associate-/l/N/A
lower-/.f64N/A
lower-/.f64N/A
log-recN/A
mul-1-negN/A
associate-*r/N/A
associate-*r*N/A
metadata-evalN/A
*-commutativeN/A
associate-/l*N/A
exp-to-powN/A
lower-pow.f64N/A
lower-/.f6441.4
Applied rewrites41.4%
Taylor expanded in n around inf
Applied rewrites30.7%
if 2.39999999999999979e80 < x Initial program 84.3%
lift-pow.f64N/A
lift-/.f64N/A
metadata-evalN/A
distribute-neg-fracN/A
pow-negN/A
lower-/.f64N/A
lower-pow.f64N/A
lower-/.f6484.3
Applied rewrites84.3%
Taylor expanded in x around inf
rec-expN/A
mul-1-negN/A
+-inverses84.3
Applied rewrites84.3%
(FPCore (x n) :precision binary64 0.0)
double code(double x, double n) {
return 0.0;
}
real(8) function code(x, n)
real(8), intent (in) :: x
real(8), intent (in) :: n
code = 0.0d0
end function
public static double code(double x, double n) {
return 0.0;
}
def code(x, n): return 0.0
function code(x, n) return 0.0 end
function tmp = code(x, n) tmp = 0.0; end
code[x_, n_] := 0.0
\begin{array}{l}
\\
0
\end{array}
Initial program 56.4%
lift-pow.f64N/A
lift-/.f64N/A
metadata-evalN/A
distribute-neg-fracN/A
pow-negN/A
lower-/.f64N/A
lower-pow.f64N/A
lower-/.f6456.4
Applied rewrites56.4%
Taylor expanded in x around inf
rec-expN/A
mul-1-negN/A
+-inverses30.9
Applied rewrites30.9%
herbie shell --seed 2024296
(FPCore (x n)
:name "2nthrt (problem 3.4.6)"
:precision binary64
(- (pow (+ x 1.0) (/ 1.0 n)) (pow x (/ 1.0 n))))