
(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 12 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}
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(let* ((t_0 (fma 0.3275911 (fabs x_m) 1.0))
(t_1
(/
(/
(+
0.254829592
(/
(+
-0.284496736
(/
(+ 1.421413741 (/ (+ -1.453152027 (/ 1.061405429 t_0)) t_0))
t_0))
t_0))
(exp (pow x_m 2.0)))
(fma x_m 0.3275911 1.0))))
(if (<= (fabs x_m) 1e-8)
(fma x_m (fma x_m -0.00011824294398844343 1.128386358070218) 1e-9)
(/ (- 1.0 (pow t_1 2.0)) (+ 1.0 t_1)))))x_m = fabs(x);
double code(double x_m) {
double t_0 = fma(0.3275911, fabs(x_m), 1.0);
double t_1 = ((0.254829592 + ((-0.284496736 + ((1.421413741 + ((-1.453152027 + (1.061405429 / t_0)) / t_0)) / t_0)) / t_0)) / exp(pow(x_m, 2.0))) / fma(x_m, 0.3275911, 1.0);
double tmp;
if (fabs(x_m) <= 1e-8) {
tmp = fma(x_m, fma(x_m, -0.00011824294398844343, 1.128386358070218), 1e-9);
} else {
tmp = (1.0 - pow(t_1, 2.0)) / (1.0 + t_1);
}
return tmp;
}
x_m = abs(x) function code(x_m) t_0 = fma(0.3275911, abs(x_m), 1.0) t_1 = Float64(Float64(Float64(0.254829592 + Float64(Float64(-0.284496736 + Float64(Float64(1.421413741 + Float64(Float64(-1.453152027 + Float64(1.061405429 / t_0)) / t_0)) / t_0)) / t_0)) / exp((x_m ^ 2.0))) / fma(x_m, 0.3275911, 1.0)) tmp = 0.0 if (abs(x_m) <= 1e-8) tmp = fma(x_m, fma(x_m, -0.00011824294398844343, 1.128386358070218), 1e-9); else tmp = Float64(Float64(1.0 - (t_1 ^ 2.0)) / Float64(1.0 + t_1)); end return tmp end
x_m = N[Abs[x], $MachinePrecision]
code[x$95$m_] := Block[{t$95$0 = N[(0.3275911 * N[Abs[x$95$m], $MachinePrecision] + 1.0), $MachinePrecision]}, Block[{t$95$1 = N[(N[(N[(0.254829592 + N[(N[(-0.284496736 + N[(N[(1.421413741 + N[(N[(-1.453152027 + N[(1.061405429 / t$95$0), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision]), $MachinePrecision] / N[Exp[N[Power[x$95$m, 2.0], $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[Abs[x$95$m], $MachinePrecision], 1e-8], N[(x$95$m * N[(x$95$m * -0.00011824294398844343 + 1.128386358070218), $MachinePrecision] + 1e-9), $MachinePrecision], N[(N[(1.0 - N[Power[t$95$1, 2.0], $MachinePrecision]), $MachinePrecision] / N[(1.0 + t$95$1), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(0.3275911, \left|x\_m\right|, 1\right)\\
t_1 := \frac{\frac{0.254829592 + \frac{-0.284496736 + \frac{1.421413741 + \frac{-1.453152027 + \frac{1.061405429}{t\_0}}{t\_0}}{t\_0}}{t\_0}}{e^{{x\_m}^{2}}}}{\mathsf{fma}\left(x\_m, 0.3275911, 1\right)}\\
\mathbf{if}\;\left|x\_m\right| \leq 10^{-8}:\\
\;\;\;\;\mathsf{fma}\left(x\_m, \mathsf{fma}\left(x\_m, -0.00011824294398844343, 1.128386358070218\right), 10^{-9}\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{1 - {t\_1}^{2}}{1 + t\_1}\\
\end{array}
\end{array}
if (fabs.f64 x) < 1e-8Initial program 57.7%
Simplified57.7%
sub-neg57.7%
Applied egg-rr57.2%
sub-neg57.2%
fma-undefine57.2%
*-commutative57.2%
fma-define57.2%
fma-undefine57.2%
*-commutative57.2%
fma-define57.2%
fma-undefine57.2%
*-commutative57.2%
fma-define57.2%
fma-undefine57.2%
*-commutative57.2%
fma-define57.2%
Simplified57.2%
add-cbrt-cube57.2%
pow357.2%
Applied egg-rr57.2%
add-sqr-sqrt31.1%
fabs-sqr31.1%
add-sqr-sqrt57.2%
add-log-exp57.2%
*-un-lft-identity57.2%
log-prod57.2%
metadata-eval57.2%
add-log-exp57.2%
Applied egg-rr57.2%
+-lft-identity57.2%
Simplified57.2%
Taylor expanded in x around 0 98.0%
+-commutative98.0%
fma-define98.0%
+-commutative98.0%
*-commutative98.0%
fma-define98.0%
Simplified98.0%
if 1e-8 < (fabs.f64 x) Initial program 99.9%
Simplified99.9%
expm1-log1p-u99.9%
log1p-define99.9%
+-commutative99.9%
fma-undefine99.9%
expm1-undefine99.9%
add-exp-log99.9%
add-sqr-sqrt46.7%
fabs-sqr46.7%
add-sqr-sqrt99.5%
Applied egg-rr99.5%
fma-undefine99.5%
associate--l+99.5%
metadata-eval99.5%
metadata-eval99.5%
distribute-lft-in99.5%
+-rgt-identity99.5%
*-commutative99.5%
Simplified99.5%
Applied egg-rr99.5%
Simplified99.6%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(if (<= (fabs x_m) 1e-8)
(fma x_m (fma x_m -0.00011824294398844343 1.128386358070218) 1e-9)
(cbrt
(pow
(fma
(-
-0.254829592
(/
(+
-0.284496736
(/
(+
1.421413741
(/
(+ -1.453152027 (/ 1.061405429 (fma x_m 0.3275911 1.0)))
(fma x_m 0.3275911 1.0)))
(fma x_m 0.3275911 1.0)))
(fma x_m 0.3275911 1.0)))
(/ (exp (- (pow x_m 2.0))) (fma 0.3275911 x_m 1.0))
1.0)
3.0))))x_m = fabs(x);
double code(double x_m) {
double tmp;
if (fabs(x_m) <= 1e-8) {
tmp = fma(x_m, fma(x_m, -0.00011824294398844343, 1.128386358070218), 1e-9);
} else {
tmp = cbrt(pow(fma((-0.254829592 - ((-0.284496736 + ((1.421413741 + ((-1.453152027 + (1.061405429 / fma(x_m, 0.3275911, 1.0))) / fma(x_m, 0.3275911, 1.0))) / fma(x_m, 0.3275911, 1.0))) / fma(x_m, 0.3275911, 1.0))), (exp(-pow(x_m, 2.0)) / fma(0.3275911, x_m, 1.0)), 1.0), 3.0));
}
return tmp;
}
x_m = abs(x) function code(x_m) tmp = 0.0 if (abs(x_m) <= 1e-8) tmp = fma(x_m, fma(x_m, -0.00011824294398844343, 1.128386358070218), 1e-9); else tmp = cbrt((fma(Float64(-0.254829592 - Float64(Float64(-0.284496736 + Float64(Float64(1.421413741 + Float64(Float64(-1.453152027 + Float64(1.061405429 / fma(x_m, 0.3275911, 1.0))) / fma(x_m, 0.3275911, 1.0))) / fma(x_m, 0.3275911, 1.0))) / fma(x_m, 0.3275911, 1.0))), Float64(exp(Float64(-(x_m ^ 2.0))) / fma(0.3275911, x_m, 1.0)), 1.0) ^ 3.0)); end return tmp end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := If[LessEqual[N[Abs[x$95$m], $MachinePrecision], 1e-8], N[(x$95$m * N[(x$95$m * -0.00011824294398844343 + 1.128386358070218), $MachinePrecision] + 1e-9), $MachinePrecision], N[Power[N[Power[N[(N[(-0.254829592 - N[(N[(-0.284496736 + N[(N[(1.421413741 + N[(N[(-1.453152027 + N[(1.061405429 / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(N[Exp[(-N[Power[x$95$m, 2.0], $MachinePrecision])], $MachinePrecision] / N[(0.3275911 * x$95$m + 1.0), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision], 3.0], $MachinePrecision], 1/3], $MachinePrecision]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;\left|x\_m\right| \leq 10^{-8}:\\
\;\;\;\;\mathsf{fma}\left(x\_m, \mathsf{fma}\left(x\_m, -0.00011824294398844343, 1.128386358070218\right), 10^{-9}\right)\\
\mathbf{else}:\\
\;\;\;\;\sqrt[3]{{\left(\mathsf{fma}\left(-0.254829592 - \frac{-0.284496736 + \frac{1.421413741 + \frac{-1.453152027 + \frac{1.061405429}{\mathsf{fma}\left(x\_m, 0.3275911, 1\right)}}{\mathsf{fma}\left(x\_m, 0.3275911, 1\right)}}{\mathsf{fma}\left(x\_m, 0.3275911, 1\right)}}{\mathsf{fma}\left(x\_m, 0.3275911, 1\right)}, \frac{e^{-{x\_m}^{2}}}{\mathsf{fma}\left(0.3275911, x\_m, 1\right)}, 1\right)\right)}^{3}}\\
\end{array}
\end{array}
if (fabs.f64 x) < 1e-8Initial program 57.7%
Simplified57.7%
sub-neg57.7%
Applied egg-rr57.2%
sub-neg57.2%
fma-undefine57.2%
*-commutative57.2%
fma-define57.2%
fma-undefine57.2%
*-commutative57.2%
fma-define57.2%
fma-undefine57.2%
*-commutative57.2%
fma-define57.2%
fma-undefine57.2%
*-commutative57.2%
fma-define57.2%
Simplified57.2%
add-cbrt-cube57.2%
pow357.2%
Applied egg-rr57.2%
add-sqr-sqrt31.1%
fabs-sqr31.1%
add-sqr-sqrt57.2%
add-log-exp57.2%
*-un-lft-identity57.2%
log-prod57.2%
metadata-eval57.2%
add-log-exp57.2%
Applied egg-rr57.2%
+-lft-identity57.2%
Simplified57.2%
Taylor expanded in x around 0 98.0%
+-commutative98.0%
fma-define98.0%
+-commutative98.0%
*-commutative98.0%
fma-define98.0%
Simplified98.0%
if 1e-8 < (fabs.f64 x) Initial program 99.9%
Simplified100.0%
sub-neg100.0%
Applied egg-rr99.5%
sub-neg99.5%
fma-undefine99.5%
*-commutative99.5%
fma-define99.5%
fma-undefine99.5%
*-commutative99.5%
fma-define99.5%
fma-undefine99.5%
*-commutative99.5%
fma-define99.5%
fma-undefine99.5%
*-commutative99.5%
fma-define99.5%
Simplified99.5%
add-cbrt-cube99.5%
pow399.5%
Applied egg-rr99.5%
add-sqr-sqrt46.8%
fabs-sqr46.8%
add-sqr-sqrt99.4%
add-log-exp99.4%
*-un-lft-identity99.4%
log-prod99.4%
metadata-eval99.4%
add-log-exp99.4%
Applied egg-rr99.4%
+-lft-identity99.4%
Simplified99.4%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(if (<= (fabs x_m) 1e-8)
(fma x_m (fma x_m -0.00011824294398844343 1.128386358070218) 1e-9)
(fma
(-
-0.254829592
(/
(+
-0.284496736
(/
(+
1.421413741
(/
(+ -1.453152027 (/ 1.061405429 (fma x_m 0.3275911 1.0)))
(fma x_m 0.3275911 1.0)))
(fma x_m 0.3275911 1.0)))
(fma x_m 0.3275911 1.0)))
(/ (pow (exp x_m) (- x_m)) (fma 0.3275911 x_m 1.0))
1.0)))x_m = fabs(x);
double code(double x_m) {
double tmp;
if (fabs(x_m) <= 1e-8) {
tmp = fma(x_m, fma(x_m, -0.00011824294398844343, 1.128386358070218), 1e-9);
} else {
tmp = fma((-0.254829592 - ((-0.284496736 + ((1.421413741 + ((-1.453152027 + (1.061405429 / fma(x_m, 0.3275911, 1.0))) / fma(x_m, 0.3275911, 1.0))) / fma(x_m, 0.3275911, 1.0))) / fma(x_m, 0.3275911, 1.0))), (pow(exp(x_m), -x_m) / fma(0.3275911, x_m, 1.0)), 1.0);
}
return tmp;
}
x_m = abs(x) function code(x_m) tmp = 0.0 if (abs(x_m) <= 1e-8) tmp = fma(x_m, fma(x_m, -0.00011824294398844343, 1.128386358070218), 1e-9); else tmp = fma(Float64(-0.254829592 - Float64(Float64(-0.284496736 + Float64(Float64(1.421413741 + Float64(Float64(-1.453152027 + Float64(1.061405429 / fma(x_m, 0.3275911, 1.0))) / fma(x_m, 0.3275911, 1.0))) / fma(x_m, 0.3275911, 1.0))) / fma(x_m, 0.3275911, 1.0))), Float64((exp(x_m) ^ Float64(-x_m)) / fma(0.3275911, x_m, 1.0)), 1.0); end return tmp end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := If[LessEqual[N[Abs[x$95$m], $MachinePrecision], 1e-8], N[(x$95$m * N[(x$95$m * -0.00011824294398844343 + 1.128386358070218), $MachinePrecision] + 1e-9), $MachinePrecision], N[(N[(-0.254829592 - N[(N[(-0.284496736 + N[(N[(1.421413741 + N[(N[(-1.453152027 + N[(1.061405429 / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(N[Power[N[Exp[x$95$m], $MachinePrecision], (-x$95$m)], $MachinePrecision] / N[(0.3275911 * x$95$m + 1.0), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;\left|x\_m\right| \leq 10^{-8}:\\
\;\;\;\;\mathsf{fma}\left(x\_m, \mathsf{fma}\left(x\_m, -0.00011824294398844343, 1.128386358070218\right), 10^{-9}\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(-0.254829592 - \frac{-0.284496736 + \frac{1.421413741 + \frac{-1.453152027 + \frac{1.061405429}{\mathsf{fma}\left(x\_m, 0.3275911, 1\right)}}{\mathsf{fma}\left(x\_m, 0.3275911, 1\right)}}{\mathsf{fma}\left(x\_m, 0.3275911, 1\right)}}{\mathsf{fma}\left(x\_m, 0.3275911, 1\right)}, \frac{{\left(e^{x\_m}\right)}^{\left(-x\_m\right)}}{\mathsf{fma}\left(0.3275911, x\_m, 1\right)}, 1\right)\\
\end{array}
\end{array}
if (fabs.f64 x) < 1e-8Initial program 57.7%
Simplified57.7%
sub-neg57.7%
Applied egg-rr57.2%
sub-neg57.2%
fma-undefine57.2%
*-commutative57.2%
fma-define57.2%
fma-undefine57.2%
*-commutative57.2%
fma-define57.2%
fma-undefine57.2%
*-commutative57.2%
fma-define57.2%
fma-undefine57.2%
*-commutative57.2%
fma-define57.2%
Simplified57.2%
add-cbrt-cube57.2%
pow357.2%
Applied egg-rr57.2%
add-sqr-sqrt31.1%
fabs-sqr31.1%
add-sqr-sqrt57.2%
add-log-exp57.2%
*-un-lft-identity57.2%
log-prod57.2%
metadata-eval57.2%
add-log-exp57.2%
Applied egg-rr57.2%
+-lft-identity57.2%
Simplified57.2%
Taylor expanded in x around 0 98.0%
+-commutative98.0%
fma-define98.0%
+-commutative98.0%
*-commutative98.0%
fma-define98.0%
Simplified98.0%
if 1e-8 < (fabs.f64 x) Initial program 99.9%
Simplified100.0%
sub-neg100.0%
Applied egg-rr99.5%
sub-neg99.5%
fma-undefine99.5%
*-commutative99.5%
fma-define99.5%
fma-undefine99.5%
*-commutative99.5%
fma-define99.5%
fma-undefine99.5%
*-commutative99.5%
fma-define99.5%
fma-undefine99.5%
*-commutative99.5%
fma-define99.5%
Simplified99.5%
add-sqr-sqrt46.8%
fabs-sqr46.8%
add-sqr-sqrt99.4%
add-log-exp99.4%
*-un-lft-identity99.4%
log-prod99.4%
metadata-eval99.4%
add-log-exp99.4%
Applied egg-rr99.4%
+-lft-identity99.4%
Simplified99.4%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(if (<= (fabs x_m) 1e-8)
(fma x_m (fma x_m -0.00011824294398844343 1.128386358070218) 1e-9)
(-
1.0
(*
(/ (exp (- (pow x_m 2.0))) (fma x_m 0.3275911 1.0))
(+
0.254829592
(/
(+
-0.284496736
(/
(+
1.421413741
(/
(+ -1.453152027 (/ 1.061405429 (fma x_m 0.3275911 1.0)))
(fma x_m 0.3275911 1.0)))
(fma x_m 0.3275911 1.0)))
(fma x_m 0.3275911 1.0)))))))x_m = fabs(x);
double code(double x_m) {
double tmp;
if (fabs(x_m) <= 1e-8) {
tmp = fma(x_m, fma(x_m, -0.00011824294398844343, 1.128386358070218), 1e-9);
} else {
tmp = 1.0 - ((exp(-pow(x_m, 2.0)) / fma(x_m, 0.3275911, 1.0)) * (0.254829592 + ((-0.284496736 + ((1.421413741 + ((-1.453152027 + (1.061405429 / fma(x_m, 0.3275911, 1.0))) / fma(x_m, 0.3275911, 1.0))) / fma(x_m, 0.3275911, 1.0))) / fma(x_m, 0.3275911, 1.0))));
}
return tmp;
}
x_m = abs(x) function code(x_m) tmp = 0.0 if (abs(x_m) <= 1e-8) tmp = fma(x_m, fma(x_m, -0.00011824294398844343, 1.128386358070218), 1e-9); else tmp = Float64(1.0 - Float64(Float64(exp(Float64(-(x_m ^ 2.0))) / fma(x_m, 0.3275911, 1.0)) * Float64(0.254829592 + Float64(Float64(-0.284496736 + Float64(Float64(1.421413741 + Float64(Float64(-1.453152027 + Float64(1.061405429 / fma(x_m, 0.3275911, 1.0))) / fma(x_m, 0.3275911, 1.0))) / fma(x_m, 0.3275911, 1.0))) / fma(x_m, 0.3275911, 1.0))))); end return tmp end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := If[LessEqual[N[Abs[x$95$m], $MachinePrecision], 1e-8], N[(x$95$m * N[(x$95$m * -0.00011824294398844343 + 1.128386358070218), $MachinePrecision] + 1e-9), $MachinePrecision], N[(1.0 - N[(N[(N[Exp[(-N[Power[x$95$m, 2.0], $MachinePrecision])], $MachinePrecision] / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision] * N[(0.254829592 + N[(N[(-0.284496736 + N[(N[(1.421413741 + N[(N[(-1.453152027 + N[(1.061405429 / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;\left|x\_m\right| \leq 10^{-8}:\\
\;\;\;\;\mathsf{fma}\left(x\_m, \mathsf{fma}\left(x\_m, -0.00011824294398844343, 1.128386358070218\right), 10^{-9}\right)\\
\mathbf{else}:\\
\;\;\;\;1 - \frac{e^{-{x\_m}^{2}}}{\mathsf{fma}\left(x\_m, 0.3275911, 1\right)} \cdot \left(0.254829592 + \frac{-0.284496736 + \frac{1.421413741 + \frac{-1.453152027 + \frac{1.061405429}{\mathsf{fma}\left(x\_m, 0.3275911, 1\right)}}{\mathsf{fma}\left(x\_m, 0.3275911, 1\right)}}{\mathsf{fma}\left(x\_m, 0.3275911, 1\right)}}{\mathsf{fma}\left(x\_m, 0.3275911, 1\right)}\right)\\
\end{array}
\end{array}
if (fabs.f64 x) < 1e-8Initial program 57.7%
Simplified57.7%
sub-neg57.7%
Applied egg-rr57.2%
sub-neg57.2%
fma-undefine57.2%
*-commutative57.2%
fma-define57.2%
fma-undefine57.2%
*-commutative57.2%
fma-define57.2%
fma-undefine57.2%
*-commutative57.2%
fma-define57.2%
fma-undefine57.2%
*-commutative57.2%
fma-define57.2%
Simplified57.2%
add-cbrt-cube57.2%
pow357.2%
Applied egg-rr57.2%
add-sqr-sqrt31.1%
fabs-sqr31.1%
add-sqr-sqrt57.2%
add-log-exp57.2%
*-un-lft-identity57.2%
log-prod57.2%
metadata-eval57.2%
add-log-exp57.2%
Applied egg-rr57.2%
+-lft-identity57.2%
Simplified57.2%
Taylor expanded in x around 0 98.0%
+-commutative98.0%
fma-define98.0%
+-commutative98.0%
*-commutative98.0%
fma-define98.0%
Simplified98.0%
if 1e-8 < (fabs.f64 x) Initial program 99.9%
Simplified100.0%
clear-num99.9%
inv-pow99.9%
Applied egg-rr99.4%
unpow-199.4%
associate-/r/99.4%
associate-/r*99.4%
rec-exp99.4%
fma-undefine99.4%
*-commutative99.4%
fma-define99.4%
Simplified99.4%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(let* ((t_0 (+ 1.0 (* (fabs x_m) 0.3275911))) (t_1 (/ 1.0 t_0)))
(if (<= (fabs x_m) 1e-8)
(fma x_m (fma x_m -0.00011824294398844343 1.128386358070218) 1e-9)
(+
1.0
(*
(exp (* x_m (- x_m)))
(*
(/ 1.0 (+ 1.0 (* x_m 0.3275911)))
(-
(*
(+
-0.284496736
(*
t_1
(+ 1.421413741 (* t_1 (+ -1.453152027 (/ 1.061405429 t_0))))))
(/ 1.0 (- -1.0 (* x_m 0.3275911))))
0.254829592)))))))x_m = fabs(x);
double code(double x_m) {
double t_0 = 1.0 + (fabs(x_m) * 0.3275911);
double t_1 = 1.0 / t_0;
double tmp;
if (fabs(x_m) <= 1e-8) {
tmp = fma(x_m, fma(x_m, -0.00011824294398844343, 1.128386358070218), 1e-9);
} else {
tmp = 1.0 + (exp((x_m * -x_m)) * ((1.0 / (1.0 + (x_m * 0.3275911))) * (((-0.284496736 + (t_1 * (1.421413741 + (t_1 * (-1.453152027 + (1.061405429 / t_0)))))) * (1.0 / (-1.0 - (x_m * 0.3275911)))) - 0.254829592)));
}
return tmp;
}
x_m = abs(x) function code(x_m) t_0 = Float64(1.0 + Float64(abs(x_m) * 0.3275911)) t_1 = Float64(1.0 / t_0) tmp = 0.0 if (abs(x_m) <= 1e-8) tmp = fma(x_m, fma(x_m, -0.00011824294398844343, 1.128386358070218), 1e-9); else tmp = Float64(1.0 + Float64(exp(Float64(x_m * Float64(-x_m))) * Float64(Float64(1.0 / Float64(1.0 + Float64(x_m * 0.3275911))) * Float64(Float64(Float64(-0.284496736 + Float64(t_1 * Float64(1.421413741 + Float64(t_1 * Float64(-1.453152027 + Float64(1.061405429 / t_0)))))) * Float64(1.0 / Float64(-1.0 - Float64(x_m * 0.3275911)))) - 0.254829592)))); end return tmp end
x_m = N[Abs[x], $MachinePrecision]
code[x$95$m_] := Block[{t$95$0 = N[(1.0 + N[(N[Abs[x$95$m], $MachinePrecision] * 0.3275911), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(1.0 / t$95$0), $MachinePrecision]}, If[LessEqual[N[Abs[x$95$m], $MachinePrecision], 1e-8], N[(x$95$m * N[(x$95$m * -0.00011824294398844343 + 1.128386358070218), $MachinePrecision] + 1e-9), $MachinePrecision], N[(1.0 + N[(N[Exp[N[(x$95$m * (-x$95$m)), $MachinePrecision]], $MachinePrecision] * N[(N[(1.0 / N[(1.0 + N[(x$95$m * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(N[(N[(-0.284496736 + N[(t$95$1 * N[(1.421413741 + N[(t$95$1 * N[(-1.453152027 + N[(1.061405429 / t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(1.0 / N[(-1.0 - N[(x$95$m * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 0.254829592), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
t_0 := 1 + \left|x\_m\right| \cdot 0.3275911\\
t_1 := \frac{1}{t\_0}\\
\mathbf{if}\;\left|x\_m\right| \leq 10^{-8}:\\
\;\;\;\;\mathsf{fma}\left(x\_m, \mathsf{fma}\left(x\_m, -0.00011824294398844343, 1.128386358070218\right), 10^{-9}\right)\\
\mathbf{else}:\\
\;\;\;\;1 + e^{x\_m \cdot \left(-x\_m\right)} \cdot \left(\frac{1}{1 + x\_m \cdot 0.3275911} \cdot \left(\left(-0.284496736 + t\_1 \cdot \left(1.421413741 + t\_1 \cdot \left(-1.453152027 + \frac{1.061405429}{t\_0}\right)\right)\right) \cdot \frac{1}{-1 - x\_m \cdot 0.3275911} - 0.254829592\right)\right)\\
\end{array}
\end{array}
if (fabs.f64 x) < 1e-8Initial program 57.7%
Simplified57.7%
sub-neg57.7%
Applied egg-rr57.2%
sub-neg57.2%
fma-undefine57.2%
*-commutative57.2%
fma-define57.2%
fma-undefine57.2%
*-commutative57.2%
fma-define57.2%
fma-undefine57.2%
*-commutative57.2%
fma-define57.2%
fma-undefine57.2%
*-commutative57.2%
fma-define57.2%
Simplified57.2%
add-cbrt-cube57.2%
pow357.2%
Applied egg-rr57.2%
add-sqr-sqrt31.1%
fabs-sqr31.1%
add-sqr-sqrt57.2%
add-log-exp57.2%
*-un-lft-identity57.2%
log-prod57.2%
metadata-eval57.2%
add-log-exp57.2%
Applied egg-rr57.2%
+-lft-identity57.2%
Simplified57.2%
Taylor expanded in x around 0 98.0%
+-commutative98.0%
fma-define98.0%
+-commutative98.0%
*-commutative98.0%
fma-define98.0%
Simplified98.0%
if 1e-8 < (fabs.f64 x) Initial program 99.9%
Simplified99.9%
expm1-log1p-u99.9%
log1p-define99.9%
+-commutative99.9%
fma-undefine99.9%
expm1-undefine99.9%
add-exp-log99.9%
add-sqr-sqrt46.7%
fabs-sqr46.7%
add-sqr-sqrt99.5%
Applied egg-rr99.5%
fma-undefine99.5%
associate--l+99.5%
metadata-eval99.5%
metadata-eval99.5%
distribute-lft-in99.5%
+-rgt-identity99.5%
*-commutative99.5%
Simplified99.5%
expm1-log1p-u99.9%
log1p-define99.9%
+-commutative99.9%
fma-undefine99.9%
expm1-undefine99.9%
add-exp-log99.9%
add-sqr-sqrt46.7%
fabs-sqr46.7%
add-sqr-sqrt99.5%
Applied egg-rr99.5%
fma-undefine99.5%
associate--l+99.5%
metadata-eval99.5%
metadata-eval99.5%
distribute-lft-in99.5%
+-rgt-identity99.5%
*-commutative99.5%
Simplified99.5%
Final simplification98.8%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(if (<= (fabs x_m) 0.02)
(+
1e-9
(*
x_m
(+
1.128386358070218
(* x_m (- (* x_m -0.37545125292247583) 0.00011824294398844343)))))
(+
1.0
(*
-0.254829592
(/ (exp (- (pow x_m 2.0))) (+ 1.0 (* (fabs x_m) 0.3275911)))))))x_m = fabs(x);
double code(double x_m) {
double tmp;
if (fabs(x_m) <= 0.02) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343))));
} else {
tmp = 1.0 + (-0.254829592 * (exp(-pow(x_m, 2.0)) / (1.0 + (fabs(x_m) * 0.3275911))));
}
return tmp;
}
x_m = abs(x)
real(8) function code(x_m)
real(8), intent (in) :: x_m
real(8) :: tmp
if (abs(x_m) <= 0.02d0) then
tmp = 1d-9 + (x_m * (1.128386358070218d0 + (x_m * ((x_m * (-0.37545125292247583d0)) - 0.00011824294398844343d0))))
else
tmp = 1.0d0 + ((-0.254829592d0) * (exp(-(x_m ** 2.0d0)) / (1.0d0 + (abs(x_m) * 0.3275911d0))))
end if
code = tmp
end function
x_m = Math.abs(x);
public static double code(double x_m) {
double tmp;
if (Math.abs(x_m) <= 0.02) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343))));
} else {
tmp = 1.0 + (-0.254829592 * (Math.exp(-Math.pow(x_m, 2.0)) / (1.0 + (Math.abs(x_m) * 0.3275911))));
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): tmp = 0 if math.fabs(x_m) <= 0.02: tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343)))) else: tmp = 1.0 + (-0.254829592 * (math.exp(-math.pow(x_m, 2.0)) / (1.0 + (math.fabs(x_m) * 0.3275911)))) return tmp
x_m = abs(x) function code(x_m) tmp = 0.0 if (abs(x_m) <= 0.02) tmp = Float64(1e-9 + Float64(x_m * Float64(1.128386358070218 + Float64(x_m * Float64(Float64(x_m * -0.37545125292247583) - 0.00011824294398844343))))); else tmp = Float64(1.0 + Float64(-0.254829592 * Float64(exp(Float64(-(x_m ^ 2.0))) / Float64(1.0 + Float64(abs(x_m) * 0.3275911))))); end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) tmp = 0.0; if (abs(x_m) <= 0.02) tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343)))); else tmp = 1.0 + (-0.254829592 * (exp(-(x_m ^ 2.0)) / (1.0 + (abs(x_m) * 0.3275911)))); end tmp_2 = tmp; end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := If[LessEqual[N[Abs[x$95$m], $MachinePrecision], 0.02], N[(1e-9 + N[(x$95$m * N[(1.128386358070218 + N[(x$95$m * N[(N[(x$95$m * -0.37545125292247583), $MachinePrecision] - 0.00011824294398844343), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(-0.254829592 * N[(N[Exp[(-N[Power[x$95$m, 2.0], $MachinePrecision])], $MachinePrecision] / N[(1.0 + N[(N[Abs[x$95$m], $MachinePrecision] * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;\left|x\_m\right| \leq 0.02:\\
\;\;\;\;10^{-9} + x\_m \cdot \left(1.128386358070218 + x\_m \cdot \left(x\_m \cdot -0.37545125292247583 - 0.00011824294398844343\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 + -0.254829592 \cdot \frac{e^{-{x\_m}^{2}}}{1 + \left|x\_m\right| \cdot 0.3275911}\\
\end{array}
\end{array}
if (fabs.f64 x) < 0.0200000000000000004Initial program 58.0%
Simplified58.1%
sub-neg58.1%
Applied egg-rr57.5%
sub-neg57.5%
fma-undefine57.5%
*-commutative57.5%
fma-define57.5%
fma-undefine57.5%
*-commutative57.5%
fma-define57.5%
fma-undefine57.5%
*-commutative57.5%
fma-define57.5%
fma-undefine57.5%
*-commutative57.5%
fma-define57.5%
Simplified57.5%
add-cbrt-cube57.5%
pow357.5%
Applied egg-rr57.5%
add-sqr-sqrt31.7%
fabs-sqr31.7%
add-sqr-sqrt57.5%
add-log-exp57.5%
*-un-lft-identity57.5%
log-prod57.5%
metadata-eval57.5%
add-log-exp57.5%
Applied egg-rr57.5%
+-lft-identity57.5%
Simplified57.5%
Taylor expanded in x around 0 97.7%
if 0.0200000000000000004 < (fabs.f64 x) Initial program 100.0%
Simplified100.0%
sub-neg100.0%
Applied egg-rr99.5%
sub-neg99.5%
fma-undefine99.5%
*-commutative99.5%
fma-define99.5%
fma-undefine99.5%
*-commutative99.5%
fma-define99.5%
fma-undefine99.5%
*-commutative99.5%
fma-define99.5%
fma-undefine99.5%
*-commutative99.5%
fma-define99.5%
Simplified99.5%
add-cbrt-cube99.5%
pow399.5%
Applied egg-rr99.5%
Taylor expanded in x around inf 99.7%
Final simplification98.8%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(if (<= (fabs x_m) 0.02)
(+
1e-9
(*
x_m
(+
1.128386358070218
(* x_m (- (* x_m -0.37545125292247583) 0.00011824294398844343)))))
(+ 1.0 (/ (/ -0.7778892405807117 (exp (pow x_m 2.0))) x_m))))x_m = fabs(x);
double code(double x_m) {
double tmp;
if (fabs(x_m) <= 0.02) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343))));
} else {
tmp = 1.0 + ((-0.7778892405807117 / exp(pow(x_m, 2.0))) / x_m);
}
return tmp;
}
x_m = abs(x)
real(8) function code(x_m)
real(8), intent (in) :: x_m
real(8) :: tmp
if (abs(x_m) <= 0.02d0) then
tmp = 1d-9 + (x_m * (1.128386358070218d0 + (x_m * ((x_m * (-0.37545125292247583d0)) - 0.00011824294398844343d0))))
else
tmp = 1.0d0 + (((-0.7778892405807117d0) / exp((x_m ** 2.0d0))) / x_m)
end if
code = tmp
end function
x_m = Math.abs(x);
public static double code(double x_m) {
double tmp;
if (Math.abs(x_m) <= 0.02) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343))));
} else {
tmp = 1.0 + ((-0.7778892405807117 / Math.exp(Math.pow(x_m, 2.0))) / x_m);
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): tmp = 0 if math.fabs(x_m) <= 0.02: tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343)))) else: tmp = 1.0 + ((-0.7778892405807117 / math.exp(math.pow(x_m, 2.0))) / x_m) return tmp
x_m = abs(x) function code(x_m) tmp = 0.0 if (abs(x_m) <= 0.02) tmp = Float64(1e-9 + Float64(x_m * Float64(1.128386358070218 + Float64(x_m * Float64(Float64(x_m * -0.37545125292247583) - 0.00011824294398844343))))); else tmp = Float64(1.0 + Float64(Float64(-0.7778892405807117 / exp((x_m ^ 2.0))) / x_m)); end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) tmp = 0.0; if (abs(x_m) <= 0.02) tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343)))); else tmp = 1.0 + ((-0.7778892405807117 / exp((x_m ^ 2.0))) / x_m); end tmp_2 = tmp; end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := If[LessEqual[N[Abs[x$95$m], $MachinePrecision], 0.02], N[(1e-9 + N[(x$95$m * N[(1.128386358070218 + N[(x$95$m * N[(N[(x$95$m * -0.37545125292247583), $MachinePrecision] - 0.00011824294398844343), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(N[(-0.7778892405807117 / N[Exp[N[Power[x$95$m, 2.0], $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / x$95$m), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;\left|x\_m\right| \leq 0.02:\\
\;\;\;\;10^{-9} + x\_m \cdot \left(1.128386358070218 + x\_m \cdot \left(x\_m \cdot -0.37545125292247583 - 0.00011824294398844343\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 + \frac{\frac{-0.7778892405807117}{e^{{x\_m}^{2}}}}{x\_m}\\
\end{array}
\end{array}
if (fabs.f64 x) < 0.0200000000000000004Initial program 58.0%
Simplified58.1%
sub-neg58.1%
Applied egg-rr57.5%
sub-neg57.5%
fma-undefine57.5%
*-commutative57.5%
fma-define57.5%
fma-undefine57.5%
*-commutative57.5%
fma-define57.5%
fma-undefine57.5%
*-commutative57.5%
fma-define57.5%
fma-undefine57.5%
*-commutative57.5%
fma-define57.5%
Simplified57.5%
add-cbrt-cube57.5%
pow357.5%
Applied egg-rr57.5%
add-sqr-sqrt31.7%
fabs-sqr31.7%
add-sqr-sqrt57.5%
add-log-exp57.5%
*-un-lft-identity57.5%
log-prod57.5%
metadata-eval57.5%
add-log-exp57.5%
Applied egg-rr57.5%
+-lft-identity57.5%
Simplified57.5%
Taylor expanded in x around 0 97.7%
if 0.0200000000000000004 < (fabs.f64 x) Initial program 100.0%
Simplified100.0%
sub-neg100.0%
Applied egg-rr99.5%
sub-neg99.5%
fma-undefine99.5%
*-commutative99.5%
fma-define99.5%
fma-undefine99.5%
*-commutative99.5%
fma-define99.5%
fma-undefine99.5%
*-commutative99.5%
fma-define99.5%
fma-undefine99.5%
*-commutative99.5%
fma-define99.5%
Simplified99.5%
add-cbrt-cube99.5%
pow399.5%
Applied egg-rr99.5%
add-sqr-sqrt46.4%
fabs-sqr46.4%
add-sqr-sqrt99.5%
add-log-exp99.5%
*-un-lft-identity99.5%
log-prod99.5%
metadata-eval99.5%
add-log-exp99.5%
Applied egg-rr99.5%
+-lft-identity99.5%
Simplified99.5%
Taylor expanded in x around inf 99.6%
associate-*r/99.6%
exp-neg99.6%
associate-*r/99.6%
metadata-eval99.6%
Simplified99.6%
Final simplification98.8%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(if (<= (fabs x_m) 0.02)
(+
1e-9
(*
x_m
(+
1.128386358070218
(* x_m (- (* x_m -0.37545125292247583) 0.00011824294398844343)))))
1.0))x_m = fabs(x);
double code(double x_m) {
double tmp;
if (fabs(x_m) <= 0.02) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343))));
} else {
tmp = 1.0;
}
return tmp;
}
x_m = abs(x)
real(8) function code(x_m)
real(8), intent (in) :: x_m
real(8) :: tmp
if (abs(x_m) <= 0.02d0) then
tmp = 1d-9 + (x_m * (1.128386358070218d0 + (x_m * ((x_m * (-0.37545125292247583d0)) - 0.00011824294398844343d0))))
else
tmp = 1.0d0
end if
code = tmp
end function
x_m = Math.abs(x);
public static double code(double x_m) {
double tmp;
if (Math.abs(x_m) <= 0.02) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343))));
} else {
tmp = 1.0;
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): tmp = 0 if math.fabs(x_m) <= 0.02: tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343)))) else: tmp = 1.0 return tmp
x_m = abs(x) function code(x_m) tmp = 0.0 if (abs(x_m) <= 0.02) tmp = Float64(1e-9 + Float64(x_m * Float64(1.128386358070218 + Float64(x_m * Float64(Float64(x_m * -0.37545125292247583) - 0.00011824294398844343))))); else tmp = 1.0; end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) tmp = 0.0; if (abs(x_m) <= 0.02) tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343)))); else tmp = 1.0; end tmp_2 = tmp; end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := If[LessEqual[N[Abs[x$95$m], $MachinePrecision], 0.02], N[(1e-9 + N[(x$95$m * N[(1.128386358070218 + N[(x$95$m * N[(N[(x$95$m * -0.37545125292247583), $MachinePrecision] - 0.00011824294398844343), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 1.0]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;\left|x\_m\right| \leq 0.02:\\
\;\;\;\;10^{-9} + x\_m \cdot \left(1.128386358070218 + x\_m \cdot \left(x\_m \cdot -0.37545125292247583 - 0.00011824294398844343\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if (fabs.f64 x) < 0.0200000000000000004Initial program 58.0%
Simplified58.1%
sub-neg58.1%
Applied egg-rr57.5%
sub-neg57.5%
fma-undefine57.5%
*-commutative57.5%
fma-define57.5%
fma-undefine57.5%
*-commutative57.5%
fma-define57.5%
fma-undefine57.5%
*-commutative57.5%
fma-define57.5%
fma-undefine57.5%
*-commutative57.5%
fma-define57.5%
Simplified57.5%
add-cbrt-cube57.5%
pow357.5%
Applied egg-rr57.5%
add-sqr-sqrt31.7%
fabs-sqr31.7%
add-sqr-sqrt57.5%
add-log-exp57.5%
*-un-lft-identity57.5%
log-prod57.5%
metadata-eval57.5%
add-log-exp57.5%
Applied egg-rr57.5%
+-lft-identity57.5%
Simplified57.5%
Taylor expanded in x around 0 97.7%
if 0.0200000000000000004 < (fabs.f64 x) Initial program 100.0%
Simplified100.0%
sub-neg100.0%
Applied egg-rr99.5%
sub-neg99.5%
fma-undefine99.5%
*-commutative99.5%
fma-define99.5%
fma-undefine99.5%
*-commutative99.5%
fma-define99.5%
fma-undefine99.5%
*-commutative99.5%
fma-define99.5%
fma-undefine99.5%
*-commutative99.5%
fma-define99.5%
Simplified99.5%
add-cbrt-cube99.5%
pow399.5%
Applied egg-rr99.5%
add-sqr-sqrt46.4%
fabs-sqr46.4%
add-sqr-sqrt99.5%
add-log-exp99.5%
*-un-lft-identity99.5%
log-prod99.5%
metadata-eval99.5%
add-log-exp99.5%
Applied egg-rr99.5%
+-lft-identity99.5%
Simplified99.5%
Taylor expanded in x around inf 99.6%
Final simplification98.8%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 (if (<= x_m 0.89) (+ 1e-9 (* x_m (+ 1.128386358070218 (* x_m -0.00011824294398844343)))) 1.0))
x_m = fabs(x);
double code(double x_m) {
double tmp;
if (x_m <= 0.89) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * -0.00011824294398844343)));
} else {
tmp = 1.0;
}
return tmp;
}
x_m = abs(x)
real(8) function code(x_m)
real(8), intent (in) :: x_m
real(8) :: tmp
if (x_m <= 0.89d0) then
tmp = 1d-9 + (x_m * (1.128386358070218d0 + (x_m * (-0.00011824294398844343d0))))
else
tmp = 1.0d0
end if
code = tmp
end function
x_m = Math.abs(x);
public static double code(double x_m) {
double tmp;
if (x_m <= 0.89) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * -0.00011824294398844343)));
} else {
tmp = 1.0;
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): tmp = 0 if x_m <= 0.89: tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * -0.00011824294398844343))) else: tmp = 1.0 return tmp
x_m = abs(x) function code(x_m) tmp = 0.0 if (x_m <= 0.89) tmp = Float64(1e-9 + Float64(x_m * Float64(1.128386358070218 + Float64(x_m * -0.00011824294398844343)))); else tmp = 1.0; end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) tmp = 0.0; if (x_m <= 0.89) tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * -0.00011824294398844343))); else tmp = 1.0; end tmp_2 = tmp; end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := If[LessEqual[x$95$m, 0.89], N[(1e-9 + N[(x$95$m * N[(1.128386358070218 + N[(x$95$m * -0.00011824294398844343), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 1.0]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;x\_m \leq 0.89:\\
\;\;\;\;10^{-9} + x\_m \cdot \left(1.128386358070218 + x\_m \cdot -0.00011824294398844343\right)\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 0.890000000000000013Initial program 74.5%
Simplified74.5%
sub-neg74.5%
Applied egg-rr73.8%
sub-neg73.8%
fma-undefine73.8%
*-commutative73.8%
fma-define73.8%
fma-undefine73.8%
*-commutative73.8%
fma-define73.8%
fma-undefine73.8%
*-commutative73.8%
fma-define73.8%
fma-undefine73.8%
*-commutative73.8%
fma-define73.8%
Simplified73.8%
add-cbrt-cube73.8%
pow373.8%
Applied egg-rr73.8%
add-sqr-sqrt19.2%
fabs-sqr19.2%
add-sqr-sqrt73.8%
add-log-exp73.8%
*-un-lft-identity73.8%
log-prod73.8%
metadata-eval73.8%
add-log-exp73.8%
Applied egg-rr73.8%
+-lft-identity73.8%
Simplified73.8%
Taylor expanded in x around 0 59.6%
*-commutative59.6%
Simplified59.6%
if 0.890000000000000013 < x Initial program 100.0%
Simplified100.0%
sub-neg100.0%
Applied egg-rr100.0%
sub-neg100.0%
fma-undefine100.0%
*-commutative100.0%
fma-define100.0%
fma-undefine100.0%
*-commutative100.0%
fma-define100.0%
fma-undefine100.0%
*-commutative100.0%
fma-define100.0%
fma-undefine100.0%
*-commutative100.0%
fma-define100.0%
Simplified100.0%
add-cbrt-cube100.0%
pow3100.0%
Applied egg-rr100.0%
add-sqr-sqrt100.0%
fabs-sqr100.0%
add-sqr-sqrt100.0%
add-log-exp100.0%
*-un-lft-identity100.0%
log-prod100.0%
metadata-eval100.0%
add-log-exp100.0%
Applied egg-rr100.0%
+-lft-identity100.0%
Simplified100.0%
Taylor expanded in x around inf 100.0%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 (if (<= x_m 0.89) (+ 1e-9 (* x_m 1.128386358070218)) 1.0))
x_m = fabs(x);
double code(double x_m) {
double tmp;
if (x_m <= 0.89) {
tmp = 1e-9 + (x_m * 1.128386358070218);
} else {
tmp = 1.0;
}
return tmp;
}
x_m = abs(x)
real(8) function code(x_m)
real(8), intent (in) :: x_m
real(8) :: tmp
if (x_m <= 0.89d0) then
tmp = 1d-9 + (x_m * 1.128386358070218d0)
else
tmp = 1.0d0
end if
code = tmp
end function
x_m = Math.abs(x);
public static double code(double x_m) {
double tmp;
if (x_m <= 0.89) {
tmp = 1e-9 + (x_m * 1.128386358070218);
} else {
tmp = 1.0;
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): tmp = 0 if x_m <= 0.89: tmp = 1e-9 + (x_m * 1.128386358070218) else: tmp = 1.0 return tmp
x_m = abs(x) function code(x_m) tmp = 0.0 if (x_m <= 0.89) tmp = Float64(1e-9 + Float64(x_m * 1.128386358070218)); else tmp = 1.0; end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) tmp = 0.0; if (x_m <= 0.89) tmp = 1e-9 + (x_m * 1.128386358070218); else tmp = 1.0; end tmp_2 = tmp; end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := If[LessEqual[x$95$m, 0.89], N[(1e-9 + N[(x$95$m * 1.128386358070218), $MachinePrecision]), $MachinePrecision], 1.0]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;x\_m \leq 0.89:\\
\;\;\;\;10^{-9} + x\_m \cdot 1.128386358070218\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 0.890000000000000013Initial program 74.5%
Simplified74.5%
Applied egg-rr35.8%
Taylor expanded in x around 0 59.6%
*-commutative59.6%
Simplified59.6%
if 0.890000000000000013 < x Initial program 100.0%
Simplified100.0%
sub-neg100.0%
Applied egg-rr100.0%
sub-neg100.0%
fma-undefine100.0%
*-commutative100.0%
fma-define100.0%
fma-undefine100.0%
*-commutative100.0%
fma-define100.0%
fma-undefine100.0%
*-commutative100.0%
fma-define100.0%
fma-undefine100.0%
*-commutative100.0%
fma-define100.0%
Simplified100.0%
add-cbrt-cube100.0%
pow3100.0%
Applied egg-rr100.0%
add-sqr-sqrt100.0%
fabs-sqr100.0%
add-sqr-sqrt100.0%
add-log-exp100.0%
*-un-lft-identity100.0%
log-prod100.0%
metadata-eval100.0%
add-log-exp100.0%
Applied egg-rr100.0%
+-lft-identity100.0%
Simplified100.0%
Taylor expanded in x around inf 100.0%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 (if (<= x_m 2.8e-5) 1e-9 1.0))
x_m = fabs(x);
double code(double x_m) {
double tmp;
if (x_m <= 2.8e-5) {
tmp = 1e-9;
} else {
tmp = 1.0;
}
return tmp;
}
x_m = abs(x)
real(8) function code(x_m)
real(8), intent (in) :: x_m
real(8) :: tmp
if (x_m <= 2.8d-5) then
tmp = 1d-9
else
tmp = 1.0d0
end if
code = tmp
end function
x_m = Math.abs(x);
public static double code(double x_m) {
double tmp;
if (x_m <= 2.8e-5) {
tmp = 1e-9;
} else {
tmp = 1.0;
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): tmp = 0 if x_m <= 2.8e-5: tmp = 1e-9 else: tmp = 1.0 return tmp
x_m = abs(x) function code(x_m) tmp = 0.0 if (x_m <= 2.8e-5) tmp = 1e-9; else tmp = 1.0; end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) tmp = 0.0; if (x_m <= 2.8e-5) tmp = 1e-9; else tmp = 1.0; end tmp_2 = tmp; end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := If[LessEqual[x$95$m, 2.8e-5], 1e-9, 1.0]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;x\_m \leq 2.8 \cdot 10^{-5}:\\
\;\;\;\;10^{-9}\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 2.79999999999999996e-5Initial program 74.4%
Simplified74.4%
Applied egg-rr35.9%
Taylor expanded in x around 0 63.6%
if 2.79999999999999996e-5 < x Initial program 99.9%
Simplified99.9%
sub-neg99.9%
Applied egg-rr99.9%
sub-neg99.9%
fma-undefine99.9%
*-commutative99.9%
fma-define99.9%
fma-undefine99.9%
*-commutative99.9%
fma-define99.9%
fma-undefine99.9%
*-commutative99.9%
fma-define99.9%
fma-undefine99.9%
*-commutative99.9%
fma-define99.9%
Simplified99.9%
add-cbrt-cube99.9%
pow399.9%
Applied egg-rr99.9%
add-sqr-sqrt99.9%
fabs-sqr99.9%
add-sqr-sqrt99.9%
add-log-exp99.9%
*-un-lft-identity99.9%
log-prod99.9%
metadata-eval99.9%
add-log-exp99.9%
Applied egg-rr99.9%
+-lft-identity99.9%
Simplified99.9%
Taylor expanded in x around inf 98.7%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 1e-9)
x_m = fabs(x);
double code(double x_m) {
return 1e-9;
}
x_m = abs(x)
real(8) function code(x_m)
real(8), intent (in) :: x_m
code = 1d-9
end function
x_m = Math.abs(x);
public static double code(double x_m) {
return 1e-9;
}
x_m = math.fabs(x) def code(x_m): return 1e-9
x_m = abs(x) function code(x_m) return 1e-9 end
x_m = abs(x); function tmp = code(x_m) tmp = 1e-9; end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := 1e-9
\begin{array}{l}
x_m = \left|x\right|
\\
10^{-9}
\end{array}
Initial program 81.0%
Simplified81.0%
Applied egg-rr26.7%
Taylor expanded in x around 0 50.1%
herbie shell --seed 2024173
(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)))))))