
(FPCore (x)
:precision binary64
(let* ((t_0 (/ 1.0 (+ 1.0 (* 0.3275911 (fabs x))))))
(-
1.0
(*
(*
t_0
(+
0.254829592
(*
t_0
(+
-0.284496736
(*
t_0
(+ 1.421413741 (* t_0 (+ -1.453152027 (* t_0 1.061405429)))))))))
(exp (- (* (fabs x) (fabs x))))))))
double code(double x) {
double t_0 = 1.0 / (1.0 + (0.3275911 * fabs(x)));
return 1.0 - ((t_0 * (0.254829592 + (t_0 * (-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (t_0 * 1.061405429))))))))) * exp(-(fabs(x) * fabs(x))));
}
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: t_0
t_0 = 1.0d0 / (1.0d0 + (0.3275911d0 * abs(x)))
code = 1.0d0 - ((t_0 * (0.254829592d0 + (t_0 * ((-0.284496736d0) + (t_0 * (1.421413741d0 + (t_0 * ((-1.453152027d0) + (t_0 * 1.061405429d0))))))))) * exp(-(abs(x) * abs(x))))
end function
public static double code(double x) {
double t_0 = 1.0 / (1.0 + (0.3275911 * Math.abs(x)));
return 1.0 - ((t_0 * (0.254829592 + (t_0 * (-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (t_0 * 1.061405429))))))))) * Math.exp(-(Math.abs(x) * Math.abs(x))));
}
def code(x): t_0 = 1.0 / (1.0 + (0.3275911 * math.fabs(x))) return 1.0 - ((t_0 * (0.254829592 + (t_0 * (-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (t_0 * 1.061405429))))))))) * math.exp(-(math.fabs(x) * math.fabs(x))))
function code(x) t_0 = Float64(1.0 / Float64(1.0 + Float64(0.3275911 * abs(x)))) return Float64(1.0 - Float64(Float64(t_0 * Float64(0.254829592 + Float64(t_0 * Float64(-0.284496736 + Float64(t_0 * Float64(1.421413741 + Float64(t_0 * Float64(-1.453152027 + Float64(t_0 * 1.061405429))))))))) * exp(Float64(-Float64(abs(x) * abs(x)))))) end
function tmp = code(x) t_0 = 1.0 / (1.0 + (0.3275911 * abs(x))); tmp = 1.0 - ((t_0 * (0.254829592 + (t_0 * (-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (t_0 * 1.061405429))))))))) * exp(-(abs(x) * abs(x)))); end
code[x_] := Block[{t$95$0 = N[(1.0 / N[(1.0 + N[(0.3275911 * N[Abs[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, N[(1.0 - N[(N[(t$95$0 * N[(0.254829592 + N[(t$95$0 * N[(-0.284496736 + N[(t$95$0 * N[(1.421413741 + N[(t$95$0 * N[(-1.453152027 + N[(t$95$0 * 1.061405429), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[Exp[(-N[(N[Abs[x], $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision])], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{1}{1 + 0.3275911 \cdot \left|x\right|}\\
1 - \left(t_0 \cdot \left(0.254829592 + t_0 \cdot \left(-0.284496736 + t_0 \cdot \left(1.421413741 + t_0 \cdot \left(-1.453152027 + t_0 \cdot 1.061405429\right)\right)\right)\right)\right) \cdot e^{-\left|x\right| \cdot \left|x\right|}
\end{array}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 11 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x)
:precision binary64
(let* ((t_0 (/ 1.0 (+ 1.0 (* 0.3275911 (fabs x))))))
(-
1.0
(*
(*
t_0
(+
0.254829592
(*
t_0
(+
-0.284496736
(*
t_0
(+ 1.421413741 (* t_0 (+ -1.453152027 (* t_0 1.061405429)))))))))
(exp (- (* (fabs x) (fabs x))))))))
double code(double x) {
double t_0 = 1.0 / (1.0 + (0.3275911 * fabs(x)));
return 1.0 - ((t_0 * (0.254829592 + (t_0 * (-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (t_0 * 1.061405429))))))))) * exp(-(fabs(x) * fabs(x))));
}
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: t_0
t_0 = 1.0d0 / (1.0d0 + (0.3275911d0 * abs(x)))
code = 1.0d0 - ((t_0 * (0.254829592d0 + (t_0 * ((-0.284496736d0) + (t_0 * (1.421413741d0 + (t_0 * ((-1.453152027d0) + (t_0 * 1.061405429d0))))))))) * exp(-(abs(x) * abs(x))))
end function
public static double code(double x) {
double t_0 = 1.0 / (1.0 + (0.3275911 * Math.abs(x)));
return 1.0 - ((t_0 * (0.254829592 + (t_0 * (-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (t_0 * 1.061405429))))))))) * Math.exp(-(Math.abs(x) * Math.abs(x))));
}
def code(x): t_0 = 1.0 / (1.0 + (0.3275911 * math.fabs(x))) return 1.0 - ((t_0 * (0.254829592 + (t_0 * (-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (t_0 * 1.061405429))))))))) * math.exp(-(math.fabs(x) * math.fabs(x))))
function code(x) t_0 = Float64(1.0 / Float64(1.0 + Float64(0.3275911 * abs(x)))) return Float64(1.0 - Float64(Float64(t_0 * Float64(0.254829592 + Float64(t_0 * Float64(-0.284496736 + Float64(t_0 * Float64(1.421413741 + Float64(t_0 * Float64(-1.453152027 + Float64(t_0 * 1.061405429))))))))) * exp(Float64(-Float64(abs(x) * abs(x)))))) end
function tmp = code(x) t_0 = 1.0 / (1.0 + (0.3275911 * abs(x))); tmp = 1.0 - ((t_0 * (0.254829592 + (t_0 * (-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (t_0 * 1.061405429))))))))) * exp(-(abs(x) * abs(x)))); end
code[x_] := Block[{t$95$0 = N[(1.0 / N[(1.0 + N[(0.3275911 * N[Abs[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, N[(1.0 - N[(N[(t$95$0 * N[(0.254829592 + N[(t$95$0 * N[(-0.284496736 + N[(t$95$0 * N[(1.421413741 + N[(t$95$0 * N[(-1.453152027 + N[(t$95$0 * 1.061405429), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[Exp[(-N[(N[Abs[x], $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision])], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{1}{1 + 0.3275911 \cdot \left|x\right|}\\
1 - \left(t_0 \cdot \left(0.254829592 + t_0 \cdot \left(-0.284496736 + t_0 \cdot \left(1.421413741 + t_0 \cdot \left(-1.453152027 + t_0 \cdot 1.061405429\right)\right)\right)\right)\right) \cdot e^{-\left|x\right| \cdot \left|x\right|}
\end{array}
\end{array}
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(let* ((t_0
(+
0.254829592
(/
(+
-0.284496736
(/
(+
1.421413741
(/
(+ -1.453152027 (/ 1.061405429 (fma 0.3275911 x 1.0)))
(fma 0.3275911 x 1.0)))
(fma 0.3275911 x 1.0)))
(fma 0.3275911 x 1.0))))
(t_1 (pow (exp x) x))
(t_2 (/ t_0 (* (fma 0.3275911 x 1.0) t_1))))
(if (<= (fabs x) 2e-11)
(+ 1e-9 (* x 1.128386358070218))
(/
(-
1.0
(*
(expm1 (log1p (pow t_0 3.0)))
(pow (/ (/ 1.0 (fma 0.3275911 x 1.0)) t_1) 3.0)))
(+ 1.0 (* t_2 (+ 1.0 t_2)))))))x = abs(x);
double code(double x) {
double t_0 = 0.254829592 + ((-0.284496736 + ((1.421413741 + ((-1.453152027 + (1.061405429 / fma(0.3275911, x, 1.0))) / fma(0.3275911, x, 1.0))) / fma(0.3275911, x, 1.0))) / fma(0.3275911, x, 1.0));
double t_1 = pow(exp(x), x);
double t_2 = t_0 / (fma(0.3275911, x, 1.0) * t_1);
double tmp;
if (fabs(x) <= 2e-11) {
tmp = 1e-9 + (x * 1.128386358070218);
} else {
tmp = (1.0 - (expm1(log1p(pow(t_0, 3.0))) * pow(((1.0 / fma(0.3275911, x, 1.0)) / t_1), 3.0))) / (1.0 + (t_2 * (1.0 + t_2)));
}
return tmp;
}
x = abs(x) function code(x) t_0 = Float64(0.254829592 + Float64(Float64(-0.284496736 + Float64(Float64(1.421413741 + Float64(Float64(-1.453152027 + Float64(1.061405429 / fma(0.3275911, x, 1.0))) / fma(0.3275911, x, 1.0))) / fma(0.3275911, x, 1.0))) / fma(0.3275911, x, 1.0))) t_1 = exp(x) ^ x t_2 = Float64(t_0 / Float64(fma(0.3275911, x, 1.0) * t_1)) tmp = 0.0 if (abs(x) <= 2e-11) tmp = Float64(1e-9 + Float64(x * 1.128386358070218)); else tmp = Float64(Float64(1.0 - Float64(expm1(log1p((t_0 ^ 3.0))) * (Float64(Float64(1.0 / fma(0.3275911, x, 1.0)) / t_1) ^ 3.0))) / Float64(1.0 + Float64(t_2 * Float64(1.0 + t_2)))); end return tmp end
NOTE: x should be positive before calling this function
code[x_] := Block[{t$95$0 = N[(0.254829592 + N[(N[(-0.284496736 + N[(N[(1.421413741 + N[(N[(-1.453152027 + N[(1.061405429 / N[(0.3275911 * x + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(0.3275911 * x + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(0.3275911 * x + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(0.3275911 * x + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[Power[N[Exp[x], $MachinePrecision], x], $MachinePrecision]}, Block[{t$95$2 = N[(t$95$0 / N[(N[(0.3275911 * x + 1.0), $MachinePrecision] * t$95$1), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[Abs[x], $MachinePrecision], 2e-11], N[(1e-9 + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision], N[(N[(1.0 - N[(N[(Exp[N[Log[1 + N[Power[t$95$0, 3.0], $MachinePrecision]], $MachinePrecision]] - 1), $MachinePrecision] * N[Power[N[(N[(1.0 / N[(0.3275911 * x + 1.0), $MachinePrecision]), $MachinePrecision] / t$95$1), $MachinePrecision], 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(1.0 + N[(t$95$2 * N[(1.0 + t$95$2), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
t_0 := 0.254829592 + \frac{-0.284496736 + \frac{1.421413741 + \frac{-1.453152027 + \frac{1.061405429}{\mathsf{fma}\left(0.3275911, x, 1\right)}}{\mathsf{fma}\left(0.3275911, x, 1\right)}}{\mathsf{fma}\left(0.3275911, x, 1\right)}}{\mathsf{fma}\left(0.3275911, x, 1\right)}\\
t_1 := {\left(e^{x}\right)}^{x}\\
t_2 := \frac{t_0}{\mathsf{fma}\left(0.3275911, x, 1\right) \cdot t_1}\\
\mathbf{if}\;\left|x\right| \leq 2 \cdot 10^{-11}:\\
\;\;\;\;10^{-9} + x \cdot 1.128386358070218\\
\mathbf{else}:\\
\;\;\;\;\frac{1 - \mathsf{expm1}\left(\mathsf{log1p}\left({t_0}^{3}\right)\right) \cdot {\left(\frac{\frac{1}{\mathsf{fma}\left(0.3275911, x, 1\right)}}{t_1}\right)}^{3}}{1 + t_2 \cdot \left(1 + t_2\right)}\\
\end{array}
\end{array}
if (fabs.f64 x) < 1.99999999999999988e-11Initial program 57.7%
associate-*l*57.7%
Simplified57.7%
Applied egg-rr57.7%
distribute-neg-frac57.7%
Simplified57.6%
Taylor expanded in x around 0 98.9%
*-commutative98.9%
Simplified98.9%
if 1.99999999999999988e-11 < (fabs.f64 x) Initial program 99.7%
associate-*l*99.7%
Simplified99.7%
Applied egg-rr99.7%
Simplified97.4%
div-inv97.4%
unpow-prod-down97.4%
Applied egg-rr97.4%
associate-/r*97.4%
Simplified97.4%
expm1-log1p-u97.5%
Applied egg-rr97.5%
Final simplification98.3%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(let* ((t_0 (fma 0.3275911 (fabs x) 1.0)))
(if (<= (fabs x) 2e-11)
(+ 1e-9 (* x 1.128386358070218))
(exp
(log
(fma
(*
(exp (* x (- x)))
(+
0.254829592
(/
(+
-0.284496736
(/
(+
1.421413741
(/ (+ -1.453152027 (/ 1.061405429 (fma 0.3275911 x 1.0))) t_0))
t_0))
t_0)))
(/ -1.0 t_0)
1.0))))))x = abs(x);
double code(double x) {
double t_0 = fma(0.3275911, fabs(x), 1.0);
double tmp;
if (fabs(x) <= 2e-11) {
tmp = 1e-9 + (x * 1.128386358070218);
} else {
tmp = exp(log(fma((exp((x * -x)) * (0.254829592 + ((-0.284496736 + ((1.421413741 + ((-1.453152027 + (1.061405429 / fma(0.3275911, x, 1.0))) / t_0)) / t_0)) / t_0))), (-1.0 / t_0), 1.0)));
}
return tmp;
}
x = abs(x) function code(x) t_0 = fma(0.3275911, abs(x), 1.0) tmp = 0.0 if (abs(x) <= 2e-11) tmp = Float64(1e-9 + Float64(x * 1.128386358070218)); else tmp = exp(log(fma(Float64(exp(Float64(x * Float64(-x))) * Float64(0.254829592 + Float64(Float64(-0.284496736 + Float64(Float64(1.421413741 + Float64(Float64(-1.453152027 + Float64(1.061405429 / fma(0.3275911, x, 1.0))) / t_0)) / t_0)) / t_0))), Float64(-1.0 / t_0), 1.0))); end return tmp end
NOTE: x should be positive before calling this function
code[x_] := Block[{t$95$0 = N[(0.3275911 * N[Abs[x], $MachinePrecision] + 1.0), $MachinePrecision]}, If[LessEqual[N[Abs[x], $MachinePrecision], 2e-11], N[(1e-9 + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision], N[Exp[N[Log[N[(N[(N[Exp[N[(x * (-x)), $MachinePrecision]], $MachinePrecision] * N[(0.254829592 + N[(N[(-0.284496736 + N[(N[(1.421413741 + N[(N[(-1.453152027 + N[(1.061405429 / N[(0.3275911 * x + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(-1.0 / t$95$0), $MachinePrecision] + 1.0), $MachinePrecision]], $MachinePrecision]], $MachinePrecision]]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(0.3275911, \left|x\right|, 1\right)\\
\mathbf{if}\;\left|x\right| \leq 2 \cdot 10^{-11}:\\
\;\;\;\;10^{-9} + x \cdot 1.128386358070218\\
\mathbf{else}:\\
\;\;\;\;e^{\log \left(\mathsf{fma}\left(e^{x \cdot \left(-x\right)} \cdot \left(0.254829592 + \frac{-0.284496736 + \frac{1.421413741 + \frac{-1.453152027 + \frac{1.061405429}{\mathsf{fma}\left(0.3275911, x, 1\right)}}{t_0}}{t_0}}{t_0}\right), \frac{-1}{t_0}, 1\right)\right)}\\
\end{array}
\end{array}
if (fabs.f64 x) < 1.99999999999999988e-11Initial program 57.7%
associate-*l*57.7%
Simplified57.7%
Applied egg-rr57.7%
distribute-neg-frac57.7%
Simplified57.6%
Taylor expanded in x around 0 98.9%
*-commutative98.9%
Simplified98.9%
if 1.99999999999999988e-11 < (fabs.f64 x) Initial program 99.7%
associate-*l*99.7%
Simplified99.7%
expm1-log1p-u99.7%
expm1-udef99.7%
log1p-udef99.7%
add-exp-log99.7%
+-commutative99.7%
fma-udef99.7%
Applied egg-rr99.7%
fma-def99.7%
associate--l+99.7%
metadata-eval99.7%
+-rgt-identity99.7%
unpow199.7%
sqr-pow51.2%
fabs-sqr51.2%
sqr-pow97.9%
unpow197.9%
Simplified97.9%
Applied egg-rr97.9%
+-commutative97.9%
*-commutative97.9%
fma-def97.9%
distribute-neg-frac97.9%
metadata-eval97.9%
Simplified97.9%
add-exp-log97.9%
pow-exp97.9%
distribute-rgt-neg-in97.9%
*-commutative97.9%
Applied egg-rr97.9%
Final simplification98.4%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(let* ((t_0 (+ 1.0 (* (fabs x) 0.3275911))))
(if (<= (fabs x) 2e-11)
(+ 1e-9 (* x 1.128386358070218))
(log
(exp
(-
1.0
(/
(*
(exp (* x (- x)))
(+
0.254829592
(/
(+
-0.284496736
(/
(+
1.421413741
(/
(+ -1.453152027 (/ 1.061405429 (fma 0.3275911 x 1.0)))
(fma 0.3275911 x 1.0)))
t_0))
t_0)))
t_0)))))))x = abs(x);
double code(double x) {
double t_0 = 1.0 + (fabs(x) * 0.3275911);
double tmp;
if (fabs(x) <= 2e-11) {
tmp = 1e-9 + (x * 1.128386358070218);
} else {
tmp = log(exp((1.0 - ((exp((x * -x)) * (0.254829592 + ((-0.284496736 + ((1.421413741 + ((-1.453152027 + (1.061405429 / fma(0.3275911, x, 1.0))) / fma(0.3275911, x, 1.0))) / t_0)) / t_0))) / t_0))));
}
return tmp;
}
x = abs(x) function code(x) t_0 = Float64(1.0 + Float64(abs(x) * 0.3275911)) tmp = 0.0 if (abs(x) <= 2e-11) tmp = Float64(1e-9 + Float64(x * 1.128386358070218)); else tmp = log(exp(Float64(1.0 - Float64(Float64(exp(Float64(x * Float64(-x))) * Float64(0.254829592 + Float64(Float64(-0.284496736 + Float64(Float64(1.421413741 + Float64(Float64(-1.453152027 + Float64(1.061405429 / fma(0.3275911, x, 1.0))) / fma(0.3275911, x, 1.0))) / t_0)) / t_0))) / t_0)))); end return tmp end
NOTE: x should be positive before calling this function
code[x_] := Block[{t$95$0 = N[(1.0 + N[(N[Abs[x], $MachinePrecision] * 0.3275911), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[Abs[x], $MachinePrecision], 2e-11], N[(1e-9 + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision], N[Log[N[Exp[N[(1.0 - N[(N[(N[Exp[N[(x * (-x)), $MachinePrecision]], $MachinePrecision] * N[(0.254829592 + N[(N[(-0.284496736 + N[(N[(1.421413741 + N[(N[(-1.453152027 + N[(1.061405429 / N[(0.3275911 * x + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(0.3275911 * x + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]], $MachinePrecision]]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
t_0 := 1 + \left|x\right| \cdot 0.3275911\\
\mathbf{if}\;\left|x\right| \leq 2 \cdot 10^{-11}:\\
\;\;\;\;10^{-9} + x \cdot 1.128386358070218\\
\mathbf{else}:\\
\;\;\;\;\log \left(e^{1 - \frac{e^{x \cdot \left(-x\right)} \cdot \left(0.254829592 + \frac{-0.284496736 + \frac{1.421413741 + \frac{-1.453152027 + \frac{1.061405429}{\mathsf{fma}\left(0.3275911, x, 1\right)}}{\mathsf{fma}\left(0.3275911, x, 1\right)}}{t_0}}{t_0}\right)}{t_0}}\right)\\
\end{array}
\end{array}
if (fabs.f64 x) < 1.99999999999999988e-11Initial program 57.7%
associate-*l*57.7%
Simplified57.7%
Applied egg-rr57.7%
distribute-neg-frac57.7%
Simplified57.6%
Taylor expanded in x around 0 98.9%
*-commutative98.9%
Simplified98.9%
if 1.99999999999999988e-11 < (fabs.f64 x) Initial program 99.7%
associate-*l*99.7%
Simplified99.7%
expm1-log1p-u99.7%
expm1-udef99.7%
log1p-udef99.7%
add-exp-log99.7%
+-commutative99.7%
fma-udef99.7%
Applied egg-rr99.7%
fma-def99.7%
associate--l+99.7%
metadata-eval99.7%
+-rgt-identity99.7%
unpow199.7%
sqr-pow51.2%
fabs-sqr51.2%
sqr-pow97.9%
unpow197.9%
Simplified97.9%
expm1-log1p-u99.7%
expm1-udef99.7%
log1p-udef99.7%
add-exp-log99.7%
+-commutative99.7%
fma-udef99.7%
Applied egg-rr97.9%
fma-def99.7%
associate--l+99.7%
metadata-eval99.7%
+-rgt-identity99.7%
unpow199.7%
sqr-pow51.2%
fabs-sqr51.2%
sqr-pow97.9%
unpow197.9%
Simplified97.9%
Applied egg-rr97.9%
Final simplification98.5%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(let* ((t_0 (+ 1.0 (* x 0.3275911)))
(t_1 (/ 1.0 (+ 1.0 (* (fabs x) 0.3275911)))))
(if (<= x 1.3e-6)
(+ 1e-9 (* x 1.128386358070218))
(+
1.0
(*
t_1
(*
(exp (* x (- x)))
(-
(*
t_1
(-
(*
(/ 1.0 t_0)
(-
(* (+ -1.453152027 (/ 1.061405429 t_0)) (/ -1.0 t_0))
1.421413741))
-0.284496736))
0.254829592)))))))x = abs(x);
double code(double x) {
double t_0 = 1.0 + (x * 0.3275911);
double t_1 = 1.0 / (1.0 + (fabs(x) * 0.3275911));
double tmp;
if (x <= 1.3e-6) {
tmp = 1e-9 + (x * 1.128386358070218);
} else {
tmp = 1.0 + (t_1 * (exp((x * -x)) * ((t_1 * (((1.0 / t_0) * (((-1.453152027 + (1.061405429 / t_0)) * (-1.0 / t_0)) - 1.421413741)) - -0.284496736)) - 0.254829592)));
}
return tmp;
}
NOTE: x should be positive before calling this function
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: t_0
real(8) :: t_1
real(8) :: tmp
t_0 = 1.0d0 + (x * 0.3275911d0)
t_1 = 1.0d0 / (1.0d0 + (abs(x) * 0.3275911d0))
if (x <= 1.3d-6) then
tmp = 1d-9 + (x * 1.128386358070218d0)
else
tmp = 1.0d0 + (t_1 * (exp((x * -x)) * ((t_1 * (((1.0d0 / t_0) * ((((-1.453152027d0) + (1.061405429d0 / t_0)) * ((-1.0d0) / t_0)) - 1.421413741d0)) - (-0.284496736d0))) - 0.254829592d0)))
end if
code = tmp
end function
x = Math.abs(x);
public static double code(double x) {
double t_0 = 1.0 + (x * 0.3275911);
double t_1 = 1.0 / (1.0 + (Math.abs(x) * 0.3275911));
double tmp;
if (x <= 1.3e-6) {
tmp = 1e-9 + (x * 1.128386358070218);
} else {
tmp = 1.0 + (t_1 * (Math.exp((x * -x)) * ((t_1 * (((1.0 / t_0) * (((-1.453152027 + (1.061405429 / t_0)) * (-1.0 / t_0)) - 1.421413741)) - -0.284496736)) - 0.254829592)));
}
return tmp;
}
x = abs(x) def code(x): t_0 = 1.0 + (x * 0.3275911) t_1 = 1.0 / (1.0 + (math.fabs(x) * 0.3275911)) tmp = 0 if x <= 1.3e-6: tmp = 1e-9 + (x * 1.128386358070218) else: tmp = 1.0 + (t_1 * (math.exp((x * -x)) * ((t_1 * (((1.0 / t_0) * (((-1.453152027 + (1.061405429 / t_0)) * (-1.0 / t_0)) - 1.421413741)) - -0.284496736)) - 0.254829592))) return tmp
x = abs(x) function code(x) t_0 = Float64(1.0 + Float64(x * 0.3275911)) t_1 = Float64(1.0 / Float64(1.0 + Float64(abs(x) * 0.3275911))) tmp = 0.0 if (x <= 1.3e-6) tmp = Float64(1e-9 + Float64(x * 1.128386358070218)); else tmp = Float64(1.0 + Float64(t_1 * Float64(exp(Float64(x * Float64(-x))) * Float64(Float64(t_1 * Float64(Float64(Float64(1.0 / t_0) * Float64(Float64(Float64(-1.453152027 + Float64(1.061405429 / t_0)) * Float64(-1.0 / t_0)) - 1.421413741)) - -0.284496736)) - 0.254829592)))); end return tmp end
x = abs(x) function tmp_2 = code(x) t_0 = 1.0 + (x * 0.3275911); t_1 = 1.0 / (1.0 + (abs(x) * 0.3275911)); tmp = 0.0; if (x <= 1.3e-6) tmp = 1e-9 + (x * 1.128386358070218); else tmp = 1.0 + (t_1 * (exp((x * -x)) * ((t_1 * (((1.0 / t_0) * (((-1.453152027 + (1.061405429 / t_0)) * (-1.0 / t_0)) - 1.421413741)) - -0.284496736)) - 0.254829592))); end tmp_2 = tmp; end
NOTE: x should be positive before calling this function
code[x_] := Block[{t$95$0 = N[(1.0 + N[(x * 0.3275911), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(1.0 / N[(1.0 + N[(N[Abs[x], $MachinePrecision] * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[x, 1.3e-6], N[(1e-9 + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(t$95$1 * N[(N[Exp[N[(x * (-x)), $MachinePrecision]], $MachinePrecision] * N[(N[(t$95$1 * N[(N[(N[(1.0 / t$95$0), $MachinePrecision] * N[(N[(N[(-1.453152027 + N[(1.061405429 / t$95$0), $MachinePrecision]), $MachinePrecision] * N[(-1.0 / t$95$0), $MachinePrecision]), $MachinePrecision] - 1.421413741), $MachinePrecision]), $MachinePrecision] - -0.284496736), $MachinePrecision]), $MachinePrecision] - 0.254829592), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
t_0 := 1 + x \cdot 0.3275911\\
t_1 := \frac{1}{1 + \left|x\right| \cdot 0.3275911}\\
\mathbf{if}\;x \leq 1.3 \cdot 10^{-6}:\\
\;\;\;\;10^{-9} + x \cdot 1.128386358070218\\
\mathbf{else}:\\
\;\;\;\;1 + t_1 \cdot \left(e^{x \cdot \left(-x\right)} \cdot \left(t_1 \cdot \left(\frac{1}{t_0} \cdot \left(\left(-1.453152027 + \frac{1.061405429}{t_0}\right) \cdot \frac{-1}{t_0} - 1.421413741\right) - -0.284496736\right) - 0.254829592\right)\right)\\
\end{array}
\end{array}
if x < 1.30000000000000005e-6Initial program 70.2%
associate-*l*70.2%
Simplified70.2%
Applied egg-rr70.1%
distribute-neg-frac70.1%
Simplified68.6%
Taylor expanded in x around 0 69.8%
*-commutative69.8%
Simplified69.8%
if 1.30000000000000005e-6 < x Initial program 99.8%
associate-*l*99.8%
Simplified99.8%
expm1-log1p-u99.8%
expm1-udef99.8%
log1p-udef99.8%
add-exp-log99.8%
+-commutative99.8%
fma-udef99.8%
Applied egg-rr99.8%
fma-def99.8%
associate--l+99.8%
metadata-eval99.8%
+-rgt-identity99.8%
unpow199.8%
sqr-pow99.8%
fabs-sqr99.8%
sqr-pow99.8%
unpow199.8%
Simplified99.8%
expm1-log1p-u99.8%
expm1-udef99.8%
log1p-udef99.8%
add-exp-log99.8%
+-commutative99.8%
fma-udef99.8%
Applied egg-rr99.8%
fma-def99.8%
associate--l+99.8%
metadata-eval99.8%
+-rgt-identity99.8%
unpow199.8%
sqr-pow99.8%
fabs-sqr99.8%
sqr-pow99.8%
unpow199.8%
Simplified99.8%
expm1-log1p-u99.8%
expm1-udef99.8%
log1p-udef99.8%
add-exp-log99.8%
+-commutative99.8%
fma-udef99.8%
Applied egg-rr99.8%
fma-def99.8%
associate--l+99.8%
metadata-eval99.8%
+-rgt-identity99.8%
unpow199.8%
sqr-pow99.8%
fabs-sqr99.8%
sqr-pow99.8%
unpow199.8%
Simplified99.8%
Final simplification77.0%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(if (<= x 1.02)
(+
1e-9
(+
(log (exp (* (* x x) -0.00011824294398844343)))
(+ (* x 1.128386358070218) (* -0.37545125292247583 (pow x 3.0)))))
(- 1.0 (/ 0.7778892405807117 (* x (exp (* x x)))))))x = abs(x);
double code(double x) {
double tmp;
if (x <= 1.02) {
tmp = 1e-9 + (log(exp(((x * x) * -0.00011824294398844343))) + ((x * 1.128386358070218) + (-0.37545125292247583 * pow(x, 3.0))));
} else {
tmp = 1.0 - (0.7778892405807117 / (x * exp((x * x))));
}
return tmp;
}
NOTE: x should be positive before calling this function
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: tmp
if (x <= 1.02d0) then
tmp = 1d-9 + (log(exp(((x * x) * (-0.00011824294398844343d0)))) + ((x * 1.128386358070218d0) + ((-0.37545125292247583d0) * (x ** 3.0d0))))
else
tmp = 1.0d0 - (0.7778892405807117d0 / (x * exp((x * x))))
end if
code = tmp
end function
x = Math.abs(x);
public static double code(double x) {
double tmp;
if (x <= 1.02) {
tmp = 1e-9 + (Math.log(Math.exp(((x * x) * -0.00011824294398844343))) + ((x * 1.128386358070218) + (-0.37545125292247583 * Math.pow(x, 3.0))));
} else {
tmp = 1.0 - (0.7778892405807117 / (x * Math.exp((x * x))));
}
return tmp;
}
x = abs(x) def code(x): tmp = 0 if x <= 1.02: tmp = 1e-9 + (math.log(math.exp(((x * x) * -0.00011824294398844343))) + ((x * 1.128386358070218) + (-0.37545125292247583 * math.pow(x, 3.0)))) else: tmp = 1.0 - (0.7778892405807117 / (x * math.exp((x * x)))) return tmp
x = abs(x) function code(x) tmp = 0.0 if (x <= 1.02) tmp = Float64(1e-9 + Float64(log(exp(Float64(Float64(x * x) * -0.00011824294398844343))) + Float64(Float64(x * 1.128386358070218) + Float64(-0.37545125292247583 * (x ^ 3.0))))); else tmp = Float64(1.0 - Float64(0.7778892405807117 / Float64(x * exp(Float64(x * x))))); end return tmp end
x = abs(x) function tmp_2 = code(x) tmp = 0.0; if (x <= 1.02) tmp = 1e-9 + (log(exp(((x * x) * -0.00011824294398844343))) + ((x * 1.128386358070218) + (-0.37545125292247583 * (x ^ 3.0)))); else tmp = 1.0 - (0.7778892405807117 / (x * exp((x * x)))); end tmp_2 = tmp; end
NOTE: x should be positive before calling this function code[x_] := If[LessEqual[x, 1.02], N[(1e-9 + N[(N[Log[N[Exp[N[(N[(x * x), $MachinePrecision] * -0.00011824294398844343), $MachinePrecision]], $MachinePrecision]], $MachinePrecision] + N[(N[(x * 1.128386358070218), $MachinePrecision] + N[(-0.37545125292247583 * N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 - N[(0.7778892405807117 / N[(x * N[Exp[N[(x * x), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 1.02:\\
\;\;\;\;10^{-9} + \left(\log \left(e^{\left(x \cdot x\right) \cdot -0.00011824294398844343}\right) + \left(x \cdot 1.128386358070218 + -0.37545125292247583 \cdot {x}^{3}\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 - \frac{0.7778892405807117}{x \cdot e^{x \cdot x}}\\
\end{array}
\end{array}
if x < 1.02Initial program 70.3%
associate-*l*70.3%
Simplified70.3%
Applied egg-rr70.2%
distribute-neg-frac70.2%
Simplified68.8%
Taylor expanded in x around 0 70.1%
add-log-exp69.6%
pow269.6%
Applied egg-rr69.6%
if 1.02 < x Initial program 100.0%
associate-*l*100.0%
Simplified100.0%
Applied egg-rr100.0%
distribute-neg-frac100.0%
Simplified100.0%
Taylor expanded in x around inf 100.0%
associate-*r/100.0%
metadata-eval100.0%
*-commutative100.0%
unpow2100.0%
Simplified100.0%
Final simplification76.7%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(if (<= x 1.02)
(+
1e-9
(+
(* (* x x) -0.00011824294398844343)
(+
(* -0.37545125292247583 (pow x 3.0))
(cbrt (* (* x 1.128386358070218) (* (* x x) 1.2732557730789702))))))
(- 1.0 (/ 0.7778892405807117 (* x (exp (* x x)))))))x = abs(x);
double code(double x) {
double tmp;
if (x <= 1.02) {
tmp = 1e-9 + (((x * x) * -0.00011824294398844343) + ((-0.37545125292247583 * pow(x, 3.0)) + cbrt(((x * 1.128386358070218) * ((x * x) * 1.2732557730789702)))));
} else {
tmp = 1.0 - (0.7778892405807117 / (x * exp((x * x))));
}
return tmp;
}
x = Math.abs(x);
public static double code(double x) {
double tmp;
if (x <= 1.02) {
tmp = 1e-9 + (((x * x) * -0.00011824294398844343) + ((-0.37545125292247583 * Math.pow(x, 3.0)) + Math.cbrt(((x * 1.128386358070218) * ((x * x) * 1.2732557730789702)))));
} else {
tmp = 1.0 - (0.7778892405807117 / (x * Math.exp((x * x))));
}
return tmp;
}
x = abs(x) function code(x) tmp = 0.0 if (x <= 1.02) tmp = Float64(1e-9 + Float64(Float64(Float64(x * x) * -0.00011824294398844343) + Float64(Float64(-0.37545125292247583 * (x ^ 3.0)) + cbrt(Float64(Float64(x * 1.128386358070218) * Float64(Float64(x * x) * 1.2732557730789702)))))); else tmp = Float64(1.0 - Float64(0.7778892405807117 / Float64(x * exp(Float64(x * x))))); end return tmp end
NOTE: x should be positive before calling this function code[x_] := If[LessEqual[x, 1.02], N[(1e-9 + N[(N[(N[(x * x), $MachinePrecision] * -0.00011824294398844343), $MachinePrecision] + N[(N[(-0.37545125292247583 * N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision] + N[Power[N[(N[(x * 1.128386358070218), $MachinePrecision] * N[(N[(x * x), $MachinePrecision] * 1.2732557730789702), $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 - N[(0.7778892405807117 / N[(x * N[Exp[N[(x * x), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 1.02:\\
\;\;\;\;10^{-9} + \left(\left(x \cdot x\right) \cdot -0.00011824294398844343 + \left(-0.37545125292247583 \cdot {x}^{3} + \sqrt[3]{\left(x \cdot 1.128386358070218\right) \cdot \left(\left(x \cdot x\right) \cdot 1.2732557730789702\right)}\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 - \frac{0.7778892405807117}{x \cdot e^{x \cdot x}}\\
\end{array}
\end{array}
if x < 1.02Initial program 70.3%
associate-*l*70.3%
Simplified70.3%
Applied egg-rr70.2%
distribute-neg-frac70.2%
Simplified68.8%
Taylor expanded in x around 0 70.1%
pow170.1%
pow270.1%
Applied egg-rr70.1%
unpow170.1%
unpow270.1%
*-commutative70.1%
unpow270.1%
Simplified70.1%
add-cbrt-cube70.0%
*-commutative70.0%
*-commutative70.0%
*-commutative70.0%
Applied egg-rr70.0%
associate-*l*70.0%
swap-sqr70.0%
metadata-eval70.0%
Simplified70.0%
if 1.02 < x Initial program 100.0%
associate-*l*100.0%
Simplified100.0%
Applied egg-rr100.0%
distribute-neg-frac100.0%
Simplified100.0%
Taylor expanded in x around inf 100.0%
associate-*r/100.0%
metadata-eval100.0%
*-commutative100.0%
unpow2100.0%
Simplified100.0%
Final simplification77.0%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(if (<= x 1.02)
(+
1e-9
(+
(* -0.37545125292247583 (pow x 3.0))
(* x (fma x -0.00011824294398844343 1.128386358070218))))
(- 1.0 (/ 0.7778892405807117 (* x (exp (* x x)))))))x = abs(x);
double code(double x) {
double tmp;
if (x <= 1.02) {
tmp = 1e-9 + ((-0.37545125292247583 * pow(x, 3.0)) + (x * fma(x, -0.00011824294398844343, 1.128386358070218)));
} else {
tmp = 1.0 - (0.7778892405807117 / (x * exp((x * x))));
}
return tmp;
}
x = abs(x) function code(x) tmp = 0.0 if (x <= 1.02) tmp = Float64(1e-9 + Float64(Float64(-0.37545125292247583 * (x ^ 3.0)) + Float64(x * fma(x, -0.00011824294398844343, 1.128386358070218)))); else tmp = Float64(1.0 - Float64(0.7778892405807117 / Float64(x * exp(Float64(x * x))))); end return tmp end
NOTE: x should be positive before calling this function code[x_] := If[LessEqual[x, 1.02], N[(1e-9 + N[(N[(-0.37545125292247583 * N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision] + N[(x * N[(x * -0.00011824294398844343 + 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 - N[(0.7778892405807117 / N[(x * N[Exp[N[(x * x), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 1.02:\\
\;\;\;\;10^{-9} + \left(-0.37545125292247583 \cdot {x}^{3} + x \cdot \mathsf{fma}\left(x, -0.00011824294398844343, 1.128386358070218\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 - \frac{0.7778892405807117}{x \cdot e^{x \cdot x}}\\
\end{array}
\end{array}
if x < 1.02Initial program 70.3%
associate-*l*70.3%
Simplified70.3%
Applied egg-rr70.2%
distribute-neg-frac70.2%
Simplified68.8%
Taylor expanded in x around 0 70.1%
pow170.1%
pow270.1%
Applied egg-rr70.1%
unpow170.1%
unpow270.1%
*-commutative70.1%
unpow270.1%
Simplified70.1%
Taylor expanded in x around 0 70.1%
associate-+r+70.1%
+-commutative70.1%
*-commutative70.1%
unpow270.1%
associate-*r*70.2%
*-commutative70.2%
associate-+l+70.2%
*-commutative70.2%
distribute-lft-in70.2%
fma-def70.2%
Simplified70.2%
if 1.02 < x Initial program 100.0%
associate-*l*100.0%
Simplified100.0%
Applied egg-rr100.0%
distribute-neg-frac100.0%
Simplified100.0%
Taylor expanded in x around inf 100.0%
associate-*r/100.0%
metadata-eval100.0%
*-commutative100.0%
unpow2100.0%
Simplified100.0%
Final simplification77.2%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(if (<= x 1.02)
(+
1e-9
(+
(+ (* x 1.128386358070218) (* -0.37545125292247583 (pow x 3.0)))
(* (* x x) -0.00011824294398844343)))
(- 1.0 (/ 0.7778892405807117 (* x (exp (* x x)))))))x = abs(x);
double code(double x) {
double tmp;
if (x <= 1.02) {
tmp = 1e-9 + (((x * 1.128386358070218) + (-0.37545125292247583 * pow(x, 3.0))) + ((x * x) * -0.00011824294398844343));
} else {
tmp = 1.0 - (0.7778892405807117 / (x * exp((x * x))));
}
return tmp;
}
NOTE: x should be positive before calling this function
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: tmp
if (x <= 1.02d0) then
tmp = 1d-9 + (((x * 1.128386358070218d0) + ((-0.37545125292247583d0) * (x ** 3.0d0))) + ((x * x) * (-0.00011824294398844343d0)))
else
tmp = 1.0d0 - (0.7778892405807117d0 / (x * exp((x * x))))
end if
code = tmp
end function
x = Math.abs(x);
public static double code(double x) {
double tmp;
if (x <= 1.02) {
tmp = 1e-9 + (((x * 1.128386358070218) + (-0.37545125292247583 * Math.pow(x, 3.0))) + ((x * x) * -0.00011824294398844343));
} else {
tmp = 1.0 - (0.7778892405807117 / (x * Math.exp((x * x))));
}
return tmp;
}
x = abs(x) def code(x): tmp = 0 if x <= 1.02: tmp = 1e-9 + (((x * 1.128386358070218) + (-0.37545125292247583 * math.pow(x, 3.0))) + ((x * x) * -0.00011824294398844343)) else: tmp = 1.0 - (0.7778892405807117 / (x * math.exp((x * x)))) return tmp
x = abs(x) function code(x) tmp = 0.0 if (x <= 1.02) tmp = Float64(1e-9 + Float64(Float64(Float64(x * 1.128386358070218) + Float64(-0.37545125292247583 * (x ^ 3.0))) + Float64(Float64(x * x) * -0.00011824294398844343))); else tmp = Float64(1.0 - Float64(0.7778892405807117 / Float64(x * exp(Float64(x * x))))); end return tmp end
x = abs(x) function tmp_2 = code(x) tmp = 0.0; if (x <= 1.02) tmp = 1e-9 + (((x * 1.128386358070218) + (-0.37545125292247583 * (x ^ 3.0))) + ((x * x) * -0.00011824294398844343)); else tmp = 1.0 - (0.7778892405807117 / (x * exp((x * x)))); end tmp_2 = tmp; end
NOTE: x should be positive before calling this function code[x_] := If[LessEqual[x, 1.02], N[(1e-9 + N[(N[(N[(x * 1.128386358070218), $MachinePrecision] + N[(-0.37545125292247583 * N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(x * x), $MachinePrecision] * -0.00011824294398844343), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 - N[(0.7778892405807117 / N[(x * N[Exp[N[(x * x), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 1.02:\\
\;\;\;\;10^{-9} + \left(\left(x \cdot 1.128386358070218 + -0.37545125292247583 \cdot {x}^{3}\right) + \left(x \cdot x\right) \cdot -0.00011824294398844343\right)\\
\mathbf{else}:\\
\;\;\;\;1 - \frac{0.7778892405807117}{x \cdot e^{x \cdot x}}\\
\end{array}
\end{array}
if x < 1.02Initial program 70.3%
associate-*l*70.3%
Simplified70.3%
Applied egg-rr70.2%
distribute-neg-frac70.2%
Simplified68.8%
Taylor expanded in x around 0 70.1%
pow170.1%
pow270.1%
Applied egg-rr70.1%
unpow170.1%
unpow270.1%
*-commutative70.1%
unpow270.1%
Simplified70.1%
if 1.02 < x Initial program 100.0%
associate-*l*100.0%
Simplified100.0%
Applied egg-rr100.0%
distribute-neg-frac100.0%
Simplified100.0%
Taylor expanded in x around inf 100.0%
associate-*r/100.0%
metadata-eval100.0%
*-commutative100.0%
unpow2100.0%
Simplified100.0%
Final simplification77.1%
NOTE: x should be positive before calling this function (FPCore (x) :precision binary64 (if (<= x 0.88) (+ 1e-9 (+ (* x 1.128386358070218) (* x (* x -0.00011824294398844343)))) (- 1.0 (/ 0.7778892405807117 (* x (exp (* x x)))))))
x = abs(x);
double code(double x) {
double tmp;
if (x <= 0.88) {
tmp = 1e-9 + ((x * 1.128386358070218) + (x * (x * -0.00011824294398844343)));
} else {
tmp = 1.0 - (0.7778892405807117 / (x * exp((x * x))));
}
return tmp;
}
NOTE: x should be positive before calling this function
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: tmp
if (x <= 0.88d0) then
tmp = 1d-9 + ((x * 1.128386358070218d0) + (x * (x * (-0.00011824294398844343d0))))
else
tmp = 1.0d0 - (0.7778892405807117d0 / (x * exp((x * x))))
end if
code = tmp
end function
x = Math.abs(x);
public static double code(double x) {
double tmp;
if (x <= 0.88) {
tmp = 1e-9 + ((x * 1.128386358070218) + (x * (x * -0.00011824294398844343)));
} else {
tmp = 1.0 - (0.7778892405807117 / (x * Math.exp((x * x))));
}
return tmp;
}
x = abs(x) def code(x): tmp = 0 if x <= 0.88: tmp = 1e-9 + ((x * 1.128386358070218) + (x * (x * -0.00011824294398844343))) else: tmp = 1.0 - (0.7778892405807117 / (x * math.exp((x * x)))) return tmp
x = abs(x) function code(x) tmp = 0.0 if (x <= 0.88) tmp = Float64(1e-9 + Float64(Float64(x * 1.128386358070218) + Float64(x * Float64(x * -0.00011824294398844343)))); else tmp = Float64(1.0 - Float64(0.7778892405807117 / Float64(x * exp(Float64(x * x))))); end return tmp end
x = abs(x) function tmp_2 = code(x) tmp = 0.0; if (x <= 0.88) tmp = 1e-9 + ((x * 1.128386358070218) + (x * (x * -0.00011824294398844343))); else tmp = 1.0 - (0.7778892405807117 / (x * exp((x * x)))); end tmp_2 = tmp; end
NOTE: x should be positive before calling this function code[x_] := If[LessEqual[x, 0.88], N[(1e-9 + N[(N[(x * 1.128386358070218), $MachinePrecision] + N[(x * N[(x * -0.00011824294398844343), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 - N[(0.7778892405807117 / N[(x * N[Exp[N[(x * x), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 0.88:\\
\;\;\;\;10^{-9} + \left(x \cdot 1.128386358070218 + x \cdot \left(x \cdot -0.00011824294398844343\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 - \frac{0.7778892405807117}{x \cdot e^{x \cdot x}}\\
\end{array}
\end{array}
if x < 0.880000000000000004Initial program 70.3%
associate-*l*70.3%
Simplified70.3%
Applied egg-rr70.2%
distribute-neg-frac70.2%
Simplified68.8%
Taylor expanded in x around 0 70.1%
Taylor expanded in x around 0 69.6%
+-commutative69.6%
unpow269.6%
associate-*r*69.6%
distribute-rgt-out69.6%
*-commutative69.6%
Simplified69.6%
distribute-rgt-in69.6%
*-commutative69.6%
Applied egg-rr69.6%
if 0.880000000000000004 < x Initial program 100.0%
associate-*l*100.0%
Simplified100.0%
Applied egg-rr100.0%
distribute-neg-frac100.0%
Simplified100.0%
Taylor expanded in x around inf 100.0%
associate-*r/100.0%
metadata-eval100.0%
*-commutative100.0%
unpow2100.0%
Simplified100.0%
Final simplification76.8%
NOTE: x should be positive before calling this function (FPCore (x) :precision binary64 (if (<= x 900000000.0) (+ 1e-9 (* x 1.128386358070218)) 1e-9))
x = abs(x);
double code(double x) {
double tmp;
if (x <= 900000000.0) {
tmp = 1e-9 + (x * 1.128386358070218);
} else {
tmp = 1e-9;
}
return tmp;
}
NOTE: x should be positive before calling this function
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: tmp
if (x <= 900000000.0d0) then
tmp = 1d-9 + (x * 1.128386358070218d0)
else
tmp = 1d-9
end if
code = tmp
end function
x = Math.abs(x);
public static double code(double x) {
double tmp;
if (x <= 900000000.0) {
tmp = 1e-9 + (x * 1.128386358070218);
} else {
tmp = 1e-9;
}
return tmp;
}
x = abs(x) def code(x): tmp = 0 if x <= 900000000.0: tmp = 1e-9 + (x * 1.128386358070218) else: tmp = 1e-9 return tmp
x = abs(x) function code(x) tmp = 0.0 if (x <= 900000000.0) tmp = Float64(1e-9 + Float64(x * 1.128386358070218)); else tmp = 1e-9; end return tmp end
x = abs(x) function tmp_2 = code(x) tmp = 0.0; if (x <= 900000000.0) tmp = 1e-9 + (x * 1.128386358070218); else tmp = 1e-9; end tmp_2 = tmp; end
NOTE: x should be positive before calling this function code[x_] := If[LessEqual[x, 900000000.0], N[(1e-9 + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision], 1e-9]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 900000000:\\
\;\;\;\;10^{-9} + x \cdot 1.128386358070218\\
\mathbf{else}:\\
\;\;\;\;10^{-9}\\
\end{array}
\end{array}
if x < 9e8Initial program 70.7%
associate-*l*70.7%
Simplified70.7%
Applied egg-rr70.7%
distribute-neg-frac70.7%
Simplified69.2%
Taylor expanded in x around 0 68.8%
*-commutative68.8%
Simplified68.8%
if 9e8 < x Initial program 100.0%
associate-*l*100.0%
Simplified100.0%
Applied egg-rr100.0%
distribute-neg-frac100.0%
Simplified100.0%
Taylor expanded in x around 0 11.1%
Final simplification56.0%
NOTE: x should be positive before calling this function (FPCore (x) :precision binary64 1e-9)
x = abs(x);
double code(double x) {
return 1e-9;
}
NOTE: x should be positive before calling this function
real(8) function code(x)
real(8), intent (in) :: x
code = 1d-9
end function
x = Math.abs(x);
public static double code(double x) {
return 1e-9;
}
x = abs(x) def code(x): return 1e-9
x = abs(x) function code(x) return 1e-9 end
x = abs(x) function tmp = code(x) tmp = 1e-9; end
NOTE: x should be positive before calling this function code[x_] := 1e-9
\begin{array}{l}
x = |x|\\
\\
10^{-9}
\end{array}
Initial program 77.2%
associate-*l*77.2%
Simplified77.2%
Applied egg-rr77.2%
distribute-neg-frac77.2%
Simplified76.1%
Taylor expanded in x around 0 57.4%
Final simplification57.4%
herbie shell --seed 2023189
(FPCore (x)
:name "Jmat.Real.erf"
:precision binary64
(- 1.0 (* (* (/ 1.0 (+ 1.0 (* 0.3275911 (fabs x)))) (+ 0.254829592 (* (/ 1.0 (+ 1.0 (* 0.3275911 (fabs x)))) (+ -0.284496736 (* (/ 1.0 (+ 1.0 (* 0.3275911 (fabs x)))) (+ 1.421413741 (* (/ 1.0 (+ 1.0 (* 0.3275911 (fabs x)))) (+ -1.453152027 (* (/ 1.0 (+ 1.0 (* 0.3275911 (fabs x)))) 1.061405429))))))))) (exp (- (* (fabs x) (fabs x)))))))