
(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 14 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 (+ -1.453152027 (/ 1.061405429 (fma x_m 0.3275911 1.0))))
(t_1 (cbrt t_0))
(t_2 (exp (- (pow x_m 2.0))))
(t_3 (fma 0.3275911 (fabs x_m) 1.0))
(t_4
(+
0.254829592
(/ (+ -0.284496736 (/ (+ 1.421413741 (/ t_0 t_3)) t_3)) t_3))))
(if (<= (fabs x_m) 1e-6)
(+
1e-9
(+
(* -0.37545125292247583 (pow x_m 3.0))
(+
(* -0.00011824294398844343 (pow x_m 2.0))
(* x_m 1.128386358070218))))
(/
(-
1.0
(pow
(/
(*
t_2
(+
0.254829592
(/
(+
-0.284496736
(/ (+ 1.421413741 (/ (* t_1 (pow t_1 2.0)) t_3)) t_3))
t_3)))
(fma x_m 0.3275911 1.0))
3.0))
(+
(pow (/ (* t_2 t_4) (fma x_m 0.3275911 1.0)) 2.0)
(fma t_2 (/ t_4 (fma x_m 0.3275911 1.0)) 1.0))))))x_m = fabs(x);
double code(double x_m) {
double t_0 = -1.453152027 + (1.061405429 / fma(x_m, 0.3275911, 1.0));
double t_1 = cbrt(t_0);
double t_2 = exp(-pow(x_m, 2.0));
double t_3 = fma(0.3275911, fabs(x_m), 1.0);
double t_4 = 0.254829592 + ((-0.284496736 + ((1.421413741 + (t_0 / t_3)) / t_3)) / t_3);
double tmp;
if (fabs(x_m) <= 1e-6) {
tmp = 1e-9 + ((-0.37545125292247583 * pow(x_m, 3.0)) + ((-0.00011824294398844343 * pow(x_m, 2.0)) + (x_m * 1.128386358070218)));
} else {
tmp = (1.0 - pow(((t_2 * (0.254829592 + ((-0.284496736 + ((1.421413741 + ((t_1 * pow(t_1, 2.0)) / t_3)) / t_3)) / t_3))) / fma(x_m, 0.3275911, 1.0)), 3.0)) / (pow(((t_2 * t_4) / fma(x_m, 0.3275911, 1.0)), 2.0) + fma(t_2, (t_4 / fma(x_m, 0.3275911, 1.0)), 1.0));
}
return tmp;
}
x_m = abs(x) function code(x_m) t_0 = Float64(-1.453152027 + Float64(1.061405429 / fma(x_m, 0.3275911, 1.0))) t_1 = cbrt(t_0) t_2 = exp(Float64(-(x_m ^ 2.0))) t_3 = fma(0.3275911, abs(x_m), 1.0) t_4 = Float64(0.254829592 + Float64(Float64(-0.284496736 + Float64(Float64(1.421413741 + Float64(t_0 / t_3)) / t_3)) / t_3)) tmp = 0.0 if (abs(x_m) <= 1e-6) tmp = Float64(1e-9 + Float64(Float64(-0.37545125292247583 * (x_m ^ 3.0)) + Float64(Float64(-0.00011824294398844343 * (x_m ^ 2.0)) + Float64(x_m * 1.128386358070218)))); else tmp = Float64(Float64(1.0 - (Float64(Float64(t_2 * Float64(0.254829592 + Float64(Float64(-0.284496736 + Float64(Float64(1.421413741 + Float64(Float64(t_1 * (t_1 ^ 2.0)) / t_3)) / t_3)) / t_3))) / fma(x_m, 0.3275911, 1.0)) ^ 3.0)) / Float64((Float64(Float64(t_2 * t_4) / fma(x_m, 0.3275911, 1.0)) ^ 2.0) + fma(t_2, Float64(t_4 / fma(x_m, 0.3275911, 1.0)), 1.0))); end return tmp end
x_m = N[Abs[x], $MachinePrecision]
code[x$95$m_] := Block[{t$95$0 = N[(-1.453152027 + N[(1.061405429 / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[Power[t$95$0, 1/3], $MachinePrecision]}, Block[{t$95$2 = N[Exp[(-N[Power[x$95$m, 2.0], $MachinePrecision])], $MachinePrecision]}, Block[{t$95$3 = N[(0.3275911 * N[Abs[x$95$m], $MachinePrecision] + 1.0), $MachinePrecision]}, Block[{t$95$4 = N[(0.254829592 + N[(N[(-0.284496736 + N[(N[(1.421413741 + N[(t$95$0 / t$95$3), $MachinePrecision]), $MachinePrecision] / t$95$3), $MachinePrecision]), $MachinePrecision] / t$95$3), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[Abs[x$95$m], $MachinePrecision], 1e-6], N[(1e-9 + N[(N[(-0.37545125292247583 * N[Power[x$95$m, 3.0], $MachinePrecision]), $MachinePrecision] + N[(N[(-0.00011824294398844343 * N[Power[x$95$m, 2.0], $MachinePrecision]), $MachinePrecision] + N[(x$95$m * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(1.0 - N[Power[N[(N[(t$95$2 * N[(0.254829592 + N[(N[(-0.284496736 + N[(N[(1.421413741 + N[(N[(t$95$1 * N[Power[t$95$1, 2.0], $MachinePrecision]), $MachinePrecision] / t$95$3), $MachinePrecision]), $MachinePrecision] / t$95$3), $MachinePrecision]), $MachinePrecision] / t$95$3), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision], 3.0], $MachinePrecision]), $MachinePrecision] / N[(N[Power[N[(N[(t$95$2 * t$95$4), $MachinePrecision] / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision] + N[(t$95$2 * N[(t$95$4 / N[(x$95$m * 0.3275911 + 1.0), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]]]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
t_0 := -1.453152027 + \frac{1.061405429}{\mathsf{fma}\left(x_m, 0.3275911, 1\right)}\\
t_1 := \sqrt[3]{t_0}\\
t_2 := e^{-{x_m}^{2}}\\
t_3 := \mathsf{fma}\left(0.3275911, \left|x_m\right|, 1\right)\\
t_4 := 0.254829592 + \frac{-0.284496736 + \frac{1.421413741 + \frac{t_0}{t_3}}{t_3}}{t_3}\\
\mathbf{if}\;\left|x_m\right| \leq 10^{-6}:\\
\;\;\;\;10^{-9} + \left(-0.37545125292247583 \cdot {x_m}^{3} + \left(-0.00011824294398844343 \cdot {x_m}^{2} + x_m \cdot 1.128386358070218\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{1 - {\left(\frac{t_2 \cdot \left(0.254829592 + \frac{-0.284496736 + \frac{1.421413741 + \frac{t_1 \cdot {t_1}^{2}}{t_3}}{t_3}}{t_3}\right)}{\mathsf{fma}\left(x_m, 0.3275911, 1\right)}\right)}^{3}}{{\left(\frac{t_2 \cdot t_4}{\mathsf{fma}\left(x_m, 0.3275911, 1\right)}\right)}^{2} + \mathsf{fma}\left(t_2, \frac{t_4}{\mathsf{fma}\left(x_m, 0.3275911, 1\right)}, 1\right)}\\
\end{array}
\end{array}
if (fabs.f64 x) < 9.99999999999999955e-7Initial program 57.7%
Simplified57.7%
Taylor expanded in x around inf 54.3%
Simplified57.1%
Taylor expanded in x around 0 97.1%
if 9.99999999999999955e-7 < (fabs.f64 x) Initial program 99.6%
Simplified99.6%
expm1-log1p-u99.6%
expm1-udef99.6%
log1p-udef99.6%
add-exp-log99.6%
+-commutative99.6%
fma-udef99.6%
add-sqr-sqrt51.0%
fabs-sqr51.0%
add-sqr-sqrt98.5%
Applied egg-rr98.5%
fma-udef98.5%
associate--l+98.5%
metadata-eval98.5%
+-rgt-identity98.5%
Simplified98.5%
add-cube-cbrt98.5%
pow398.5%
add-sqr-sqrt51.0%
fabs-sqr51.0%
add-sqr-sqrt98.3%
Applied egg-rr98.3%
Applied egg-rr98.4%
Simplified98.4%
add-cube-cbrt98.4%
pow298.4%
Applied egg-rr98.4%
Final simplification97.7%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(let* ((t_0 (fma 0.3275911 (fabs x_m) 1.0)))
(if (<= (fabs x_m) 1e-6)
(+
1e-9
(+
(* -0.37545125292247583 (pow x_m 3.0))
(+
(* -0.00011824294398844343 (pow x_m 2.0))
(* x_m 1.128386358070218))))
(exp
(log1p
(*
(/
(+
0.254829592
(/
(+
-0.284496736
(/
(+
1.421413741
(/
(+ -1.453152027 (/ 1.061405429 (fma x_m 0.3275911 1.0)))
(fma x_m 0.3275911 1.0)))
t_0))
t_0))
t_0)
(/ -1.0 (exp (pow x_m 2.0)))))))))x_m = fabs(x);
double code(double x_m) {
double t_0 = fma(0.3275911, fabs(x_m), 1.0);
double tmp;
if (fabs(x_m) <= 1e-6) {
tmp = 1e-9 + ((-0.37545125292247583 * pow(x_m, 3.0)) + ((-0.00011824294398844343 * pow(x_m, 2.0)) + (x_m * 1.128386358070218)));
} else {
tmp = exp(log1p((((0.254829592 + ((-0.284496736 + ((1.421413741 + ((-1.453152027 + (1.061405429 / fma(x_m, 0.3275911, 1.0))) / fma(x_m, 0.3275911, 1.0))) / t_0)) / t_0)) / t_0) * (-1.0 / exp(pow(x_m, 2.0))))));
}
return tmp;
}
x_m = abs(x) function code(x_m) t_0 = fma(0.3275911, abs(x_m), 1.0) tmp = 0.0 if (abs(x_m) <= 1e-6) tmp = Float64(1e-9 + Float64(Float64(-0.37545125292247583 * (x_m ^ 3.0)) + Float64(Float64(-0.00011824294398844343 * (x_m ^ 2.0)) + Float64(x_m * 1.128386358070218)))); else tmp = exp(log1p(Float64(Float64(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))) / t_0)) / t_0)) / t_0) * Float64(-1.0 / exp((x_m ^ 2.0)))))); 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]}, If[LessEqual[N[Abs[x$95$m], $MachinePrecision], 1e-6], N[(1e-9 + N[(N[(-0.37545125292247583 * N[Power[x$95$m, 3.0], $MachinePrecision]), $MachinePrecision] + N[(N[(-0.00011824294398844343 * N[Power[x$95$m, 2.0], $MachinePrecision]), $MachinePrecision] + N[(x$95$m * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[Exp[N[Log[1 + N[(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] / t$95$0), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision] * N[(-1.0 / N[Exp[N[Power[x$95$m, 2.0], $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $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)\\
\mathbf{if}\;\left|x_m\right| \leq 10^{-6}:\\
\;\;\;\;10^{-9} + \left(-0.37545125292247583 \cdot {x_m}^{3} + \left(-0.00011824294398844343 \cdot {x_m}^{2} + x_m \cdot 1.128386358070218\right)\right)\\
\mathbf{else}:\\
\;\;\;\;e^{\mathsf{log1p}\left(\frac{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)}}{t_0}}{t_0}}{t_0} \cdot \frac{-1}{e^{{x_m}^{2}}}\right)}\\
\end{array}
\end{array}
if (fabs.f64 x) < 9.99999999999999955e-7Initial program 57.7%
Simplified57.7%
Taylor expanded in x around inf 54.3%
Simplified57.1%
Taylor expanded in x around 0 97.1%
if 9.99999999999999955e-7 < (fabs.f64 x) Initial program 99.6%
Simplified99.6%
expm1-log1p-u99.6%
expm1-udef99.6%
log1p-udef99.6%
add-exp-log99.6%
+-commutative99.6%
fma-udef99.6%
add-sqr-sqrt51.0%
fabs-sqr51.0%
add-sqr-sqrt98.5%
Applied egg-rr98.5%
fma-udef98.5%
associate--l+98.5%
metadata-eval98.5%
+-rgt-identity98.5%
Simplified98.5%
expm1-log1p-u99.6%
expm1-udef99.6%
log1p-udef99.6%
add-exp-log99.6%
+-commutative99.6%
fma-udef99.6%
add-sqr-sqrt51.0%
fabs-sqr51.0%
add-sqr-sqrt98.5%
Applied egg-rr98.5%
fma-udef98.5%
associate--l+98.5%
metadata-eval98.5%
+-rgt-identity98.5%
Simplified98.5%
Applied egg-rr98.5%
Simplified98.6%
Final simplification97.8%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(let* ((t_0 (/ 1.0 (+ 1.0 (* (fabs x_m) 0.3275911)))))
(if (<= (fabs x_m) 1e-6)
(+
1e-9
(+
(* -0.37545125292247583 (pow x_m 3.0))
(+
(* -0.00011824294398844343 (pow x_m 2.0))
(* x_m 1.128386358070218))))
(-
1.0
(*
(*
t_0
(+
0.254829592
(*
t_0
(+
-0.284496736
(*
t_0
(pow
(sqrt
(+
1.421413741
(/
(+ -1.453152027 (/ 1.061405429 (fma 0.3275911 x_m 1.0)))
(fma 0.3275911 x_m 1.0))))
2.0))))))
(exp (* x_m (- x_m))))))))x_m = fabs(x);
double code(double x_m) {
double t_0 = 1.0 / (1.0 + (fabs(x_m) * 0.3275911));
double tmp;
if (fabs(x_m) <= 1e-6) {
tmp = 1e-9 + ((-0.37545125292247583 * pow(x_m, 3.0)) + ((-0.00011824294398844343 * pow(x_m, 2.0)) + (x_m * 1.128386358070218)));
} else {
tmp = 1.0 - ((t_0 * (0.254829592 + (t_0 * (-0.284496736 + (t_0 * pow(sqrt((1.421413741 + ((-1.453152027 + (1.061405429 / fma(0.3275911, x_m, 1.0))) / fma(0.3275911, x_m, 1.0)))), 2.0)))))) * exp((x_m * -x_m)));
}
return tmp;
}
x_m = abs(x) function code(x_m) t_0 = Float64(1.0 / Float64(1.0 + Float64(abs(x_m) * 0.3275911))) tmp = 0.0 if (abs(x_m) <= 1e-6) tmp = Float64(1e-9 + Float64(Float64(-0.37545125292247583 * (x_m ^ 3.0)) + Float64(Float64(-0.00011824294398844343 * (x_m ^ 2.0)) + Float64(x_m * 1.128386358070218)))); else tmp = Float64(1.0 - Float64(Float64(t_0 * Float64(0.254829592 + Float64(t_0 * Float64(-0.284496736 + Float64(t_0 * (sqrt(Float64(1.421413741 + Float64(Float64(-1.453152027 + Float64(1.061405429 / fma(0.3275911, x_m, 1.0))) / fma(0.3275911, x_m, 1.0)))) ^ 2.0)))))) * exp(Float64(x_m * Float64(-x_m))))); end return tmp end
x_m = N[Abs[x], $MachinePrecision]
code[x$95$m_] := Block[{t$95$0 = N[(1.0 / N[(1.0 + N[(N[Abs[x$95$m], $MachinePrecision] * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[Abs[x$95$m], $MachinePrecision], 1e-6], N[(1e-9 + N[(N[(-0.37545125292247583 * N[Power[x$95$m, 3.0], $MachinePrecision]), $MachinePrecision] + N[(N[(-0.00011824294398844343 * N[Power[x$95$m, 2.0], $MachinePrecision]), $MachinePrecision] + N[(x$95$m * 1.128386358070218), $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[Power[N[Sqrt[N[(1.421413741 + N[(N[(-1.453152027 + N[(1.061405429 / N[(0.3275911 * x$95$m + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(0.3275911 * x$95$m + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[Exp[N[(x$95$m * (-x$95$m)), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
t_0 := \frac{1}{1 + \left|x_m\right| \cdot 0.3275911}\\
\mathbf{if}\;\left|x_m\right| \leq 10^{-6}:\\
\;\;\;\;10^{-9} + \left(-0.37545125292247583 \cdot {x_m}^{3} + \left(-0.00011824294398844343 \cdot {x_m}^{2} + x_m \cdot 1.128386358070218\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 - \left(t_0 \cdot \left(0.254829592 + t_0 \cdot \left(-0.284496736 + t_0 \cdot {\left(\sqrt{1.421413741 + \frac{-1.453152027 + \frac{1.061405429}{\mathsf{fma}\left(0.3275911, x_m, 1\right)}}{\mathsf{fma}\left(0.3275911, x_m, 1\right)}}\right)}^{2}\right)\right)\right) \cdot e^{x_m \cdot \left(-x_m\right)}\\
\end{array}
\end{array}
if (fabs.f64 x) < 9.99999999999999955e-7Initial program 57.7%
Simplified57.7%
Taylor expanded in x around inf 54.3%
Simplified57.1%
Taylor expanded in x around 0 97.1%
if 9.99999999999999955e-7 < (fabs.f64 x) Initial program 99.6%
Simplified99.6%
associate-*l/99.6%
*-un-lft-identity99.6%
+-commutative99.6%
fma-udef99.6%
+-commutative99.6%
fma-udef99.6%
add-sqr-sqrt99.8%
pow299.8%
Applied egg-rr98.6%
Final simplification97.8%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(let* ((t_0 (/ 1.0 (+ 1.0 (* (fabs x_m) 0.3275911)))))
(if (<= x_m 0.00052)
(+
1e-9
(+
(* -0.37545125292247583 (pow x_m 3.0))
(+
(* -0.00011824294398844343 (pow x_m 2.0))
(* x_m 1.128386358070218))))
(+
1.0
(*
(exp (* x_m (- x_m)))
(*
t_0
(-
(*
t_0
(-
(*
t_0
(-
(*
(fma 1.061405429 (/ 1.0 (fma 0.3275911 x_m 1.0)) -1.453152027)
(/ -1.0 (+ 1.0 (* x_m 0.3275911))))
1.421413741))
-0.284496736))
0.254829592)))))))x_m = fabs(x);
double code(double x_m) {
double t_0 = 1.0 / (1.0 + (fabs(x_m) * 0.3275911));
double tmp;
if (x_m <= 0.00052) {
tmp = 1e-9 + ((-0.37545125292247583 * pow(x_m, 3.0)) + ((-0.00011824294398844343 * pow(x_m, 2.0)) + (x_m * 1.128386358070218)));
} else {
tmp = 1.0 + (exp((x_m * -x_m)) * (t_0 * ((t_0 * ((t_0 * ((fma(1.061405429, (1.0 / fma(0.3275911, x_m, 1.0)), -1.453152027) * (-1.0 / (1.0 + (x_m * 0.3275911)))) - 1.421413741)) - -0.284496736)) - 0.254829592)));
}
return tmp;
}
x_m = abs(x) function code(x_m) t_0 = Float64(1.0 / Float64(1.0 + Float64(abs(x_m) * 0.3275911))) tmp = 0.0 if (x_m <= 0.00052) tmp = Float64(1e-9 + Float64(Float64(-0.37545125292247583 * (x_m ^ 3.0)) + Float64(Float64(-0.00011824294398844343 * (x_m ^ 2.0)) + Float64(x_m * 1.128386358070218)))); else tmp = Float64(1.0 + Float64(exp(Float64(x_m * Float64(-x_m))) * Float64(t_0 * Float64(Float64(t_0 * Float64(Float64(t_0 * Float64(Float64(fma(1.061405429, Float64(1.0 / fma(0.3275911, x_m, 1.0)), -1.453152027) * Float64(-1.0 / Float64(1.0 + Float64(x_m * 0.3275911)))) - 1.421413741)) - -0.284496736)) - 0.254829592)))); end return tmp end
x_m = N[Abs[x], $MachinePrecision]
code[x$95$m_] := Block[{t$95$0 = N[(1.0 / N[(1.0 + N[(N[Abs[x$95$m], $MachinePrecision] * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[x$95$m, 0.00052], N[(1e-9 + N[(N[(-0.37545125292247583 * N[Power[x$95$m, 3.0], $MachinePrecision]), $MachinePrecision] + N[(N[(-0.00011824294398844343 * N[Power[x$95$m, 2.0], $MachinePrecision]), $MachinePrecision] + N[(x$95$m * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(N[Exp[N[(x$95$m * (-x$95$m)), $MachinePrecision]], $MachinePrecision] * N[(t$95$0 * N[(N[(t$95$0 * N[(N[(t$95$0 * N[(N[(N[(1.061405429 * N[(1.0 / N[(0.3275911 * x$95$m + 1.0), $MachinePrecision]), $MachinePrecision] + -1.453152027), $MachinePrecision] * N[(-1.0 / N[(1.0 + N[(x$95$m * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.421413741), $MachinePrecision]), $MachinePrecision] - -0.284496736), $MachinePrecision]), $MachinePrecision] - 0.254829592), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
t_0 := \frac{1}{1 + \left|x_m\right| \cdot 0.3275911}\\
\mathbf{if}\;x_m \leq 0.00052:\\
\;\;\;\;10^{-9} + \left(-0.37545125292247583 \cdot {x_m}^{3} + \left(-0.00011824294398844343 \cdot {x_m}^{2} + x_m \cdot 1.128386358070218\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 + e^{x_m \cdot \left(-x_m\right)} \cdot \left(t_0 \cdot \left(t_0 \cdot \left(t_0 \cdot \left(\mathsf{fma}\left(1.061405429, \frac{1}{\mathsf{fma}\left(0.3275911, x_m, 1\right)}, -1.453152027\right) \cdot \frac{-1}{1 + x_m \cdot 0.3275911} - 1.421413741\right) - -0.284496736\right) - 0.254829592\right)\right)\\
\end{array}
\end{array}
if x < 5.19999999999999954e-4Initial program 70.8%
Simplified70.8%
Taylor expanded in x around inf 68.5%
Simplified69.4%
Taylor expanded in x around 0 67.6%
if 5.19999999999999954e-4 < x Initial program 99.6%
Simplified99.6%
+-commutative99.6%
div-inv99.6%
fma-def99.7%
+-commutative99.7%
fma-udef99.7%
add-sqr-sqrt99.7%
fabs-sqr99.7%
add-sqr-sqrt99.7%
Applied egg-rr99.7%
expm1-log1p-u99.6%
expm1-udef99.6%
log1p-udef99.6%
add-exp-log99.6%
+-commutative99.6%
fma-udef99.6%
add-sqr-sqrt99.6%
fabs-sqr99.6%
add-sqr-sqrt99.6%
Applied egg-rr99.7%
fma-udef99.6%
associate--l+99.6%
metadata-eval99.6%
+-rgt-identity99.6%
Simplified99.7%
Final simplification75.5%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(let* ((t_0 (/ 1.0 (+ 1.0 (* x_m 0.3275911))))
(t_1 (+ 1.0 (* (fabs x_m) 0.3275911))))
(if (<= x_m 0.00047)
(+
1e-9
(+
(* -0.37545125292247583 (pow x_m 3.0))
(+
(* -0.00011824294398844343 (pow x_m 2.0))
(* x_m 1.128386358070218))))
(+
1.0
(*
(exp (* x_m (- x_m)))
(*
(+
0.254829592
(*
(/ 1.0 t_1)
(+
-0.284496736
(*
t_0
(+
1.421413741
(*
t_0
(+
-1.453152027
(/
1.061405429
(+ 1.0 (log (+ 1.0 (expm1 (* x_m 0.3275911)))))))))))))
(/ -1.0 t_1)))))))x_m = fabs(x);
double code(double x_m) {
double t_0 = 1.0 / (1.0 + (x_m * 0.3275911));
double t_1 = 1.0 + (fabs(x_m) * 0.3275911);
double tmp;
if (x_m <= 0.00047) {
tmp = 1e-9 + ((-0.37545125292247583 * pow(x_m, 3.0)) + ((-0.00011824294398844343 * pow(x_m, 2.0)) + (x_m * 1.128386358070218)));
} else {
tmp = 1.0 + (exp((x_m * -x_m)) * ((0.254829592 + ((1.0 / t_1) * (-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (1.061405429 / (1.0 + log((1.0 + expm1((x_m * 0.3275911))))))))))))) * (-1.0 / t_1)));
}
return tmp;
}
x_m = Math.abs(x);
public static double code(double x_m) {
double t_0 = 1.0 / (1.0 + (x_m * 0.3275911));
double t_1 = 1.0 + (Math.abs(x_m) * 0.3275911);
double tmp;
if (x_m <= 0.00047) {
tmp = 1e-9 + ((-0.37545125292247583 * Math.pow(x_m, 3.0)) + ((-0.00011824294398844343 * Math.pow(x_m, 2.0)) + (x_m * 1.128386358070218)));
} else {
tmp = 1.0 + (Math.exp((x_m * -x_m)) * ((0.254829592 + ((1.0 / t_1) * (-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (1.061405429 / (1.0 + Math.log((1.0 + Math.expm1((x_m * 0.3275911))))))))))))) * (-1.0 / t_1)));
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): t_0 = 1.0 / (1.0 + (x_m * 0.3275911)) t_1 = 1.0 + (math.fabs(x_m) * 0.3275911) tmp = 0 if x_m <= 0.00047: tmp = 1e-9 + ((-0.37545125292247583 * math.pow(x_m, 3.0)) + ((-0.00011824294398844343 * math.pow(x_m, 2.0)) + (x_m * 1.128386358070218))) else: tmp = 1.0 + (math.exp((x_m * -x_m)) * ((0.254829592 + ((1.0 / t_1) * (-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (1.061405429 / (1.0 + math.log((1.0 + math.expm1((x_m * 0.3275911))))))))))))) * (-1.0 / t_1))) return tmp
x_m = abs(x) function code(x_m) t_0 = Float64(1.0 / Float64(1.0 + Float64(x_m * 0.3275911))) t_1 = Float64(1.0 + Float64(abs(x_m) * 0.3275911)) tmp = 0.0 if (x_m <= 0.00047) tmp = Float64(1e-9 + Float64(Float64(-0.37545125292247583 * (x_m ^ 3.0)) + Float64(Float64(-0.00011824294398844343 * (x_m ^ 2.0)) + Float64(x_m * 1.128386358070218)))); else tmp = Float64(1.0 + Float64(exp(Float64(x_m * Float64(-x_m))) * Float64(Float64(0.254829592 + Float64(Float64(1.0 / t_1) * Float64(-0.284496736 + Float64(t_0 * Float64(1.421413741 + Float64(t_0 * Float64(-1.453152027 + Float64(1.061405429 / Float64(1.0 + log(Float64(1.0 + expm1(Float64(x_m * 0.3275911))))))))))))) * Float64(-1.0 / t_1)))); end return tmp end
x_m = N[Abs[x], $MachinePrecision]
code[x$95$m_] := Block[{t$95$0 = N[(1.0 / N[(1.0 + N[(x$95$m * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(1.0 + N[(N[Abs[x$95$m], $MachinePrecision] * 0.3275911), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[x$95$m, 0.00047], N[(1e-9 + N[(N[(-0.37545125292247583 * N[Power[x$95$m, 3.0], $MachinePrecision]), $MachinePrecision] + N[(N[(-0.00011824294398844343 * N[Power[x$95$m, 2.0], $MachinePrecision]), $MachinePrecision] + N[(x$95$m * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(N[Exp[N[(x$95$m * (-x$95$m)), $MachinePrecision]], $MachinePrecision] * N[(N[(0.254829592 + N[(N[(1.0 / t$95$1), $MachinePrecision] * N[(-0.284496736 + N[(t$95$0 * N[(1.421413741 + N[(t$95$0 * N[(-1.453152027 + N[(1.061405429 / N[(1.0 + N[Log[N[(1.0 + N[(Exp[N[(x$95$m * 0.3275911), $MachinePrecision]] - 1), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(-1.0 / t$95$1), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
t_0 := \frac{1}{1 + x_m \cdot 0.3275911}\\
t_1 := 1 + \left|x_m\right| \cdot 0.3275911\\
\mathbf{if}\;x_m \leq 0.00047:\\
\;\;\;\;10^{-9} + \left(-0.37545125292247583 \cdot {x_m}^{3} + \left(-0.00011824294398844343 \cdot {x_m}^{2} + x_m \cdot 1.128386358070218\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 + e^{x_m \cdot \left(-x_m\right)} \cdot \left(\left(0.254829592 + \frac{1}{t_1} \cdot \left(-0.284496736 + t_0 \cdot \left(1.421413741 + t_0 \cdot \left(-1.453152027 + \frac{1.061405429}{1 + \log \left(1 + \mathsf{expm1}\left(x_m \cdot 0.3275911\right)\right)}\right)\right)\right)\right) \cdot \frac{-1}{t_1}\right)\\
\end{array}
\end{array}
if x < 4.69999999999999986e-4Initial program 70.8%
Simplified70.8%
Taylor expanded in x around inf 68.5%
Simplified69.4%
Taylor expanded in x around 0 67.6%
if 4.69999999999999986e-4 < x Initial program 99.6%
Simplified99.6%
expm1-log1p-u99.6%
expm1-udef99.6%
log1p-udef99.6%
add-exp-log99.6%
+-commutative99.6%
fma-udef99.6%
add-sqr-sqrt99.6%
fabs-sqr99.6%
add-sqr-sqrt99.6%
Applied egg-rr99.6%
fma-udef99.6%
associate--l+99.6%
metadata-eval99.6%
+-rgt-identity99.6%
Simplified99.6%
expm1-log1p-u99.6%
expm1-udef99.6%
log1p-udef99.6%
add-exp-log99.6%
+-commutative99.6%
fma-udef99.6%
add-sqr-sqrt99.6%
fabs-sqr99.6%
add-sqr-sqrt99.6%
Applied egg-rr99.6%
fma-udef99.6%
associate--l+99.6%
metadata-eval99.6%
+-rgt-identity99.6%
Simplified99.6%
log1p-expm1-u99.6%
log1p-udef99.6%
Applied egg-rr99.6%
expm1-log1p-u99.6%
expm1-udef99.6%
log1p-udef99.6%
add-exp-log99.6%
+-commutative99.6%
fma-udef99.6%
add-sqr-sqrt99.6%
fabs-sqr99.6%
add-sqr-sqrt99.6%
Applied egg-rr99.6%
fma-udef99.6%
associate--l+99.6%
metadata-eval99.6%
+-rgt-identity99.6%
Simplified99.6%
Final simplification75.5%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(let* ((t_0 (+ 1.0 (* x_m 0.3275911)))
(t_1 (/ 1.0 (+ 1.0 (* (fabs x_m) 0.3275911)))))
(if (<= x_m 0.00047)
(+
1e-9
(+
(* -0.37545125292247583 (pow x_m 3.0))
(+
(* -0.00011824294398844343 (pow x_m 2.0))
(* x_m 1.128386358070218))))
(-
1.0
(*
(exp (* x_m (- x_m)))
(*
t_1
(+
0.254829592
(*
t_1
(+
-0.284496736
(*
t_1
(+
1.421413741
(* (/ 1.0 t_0) (+ -1.453152027 (/ 1.061405429 t_0))))))))))))))x_m = fabs(x);
double code(double x_m) {
double t_0 = 1.0 + (x_m * 0.3275911);
double t_1 = 1.0 / (1.0 + (fabs(x_m) * 0.3275911));
double tmp;
if (x_m <= 0.00047) {
tmp = 1e-9 + ((-0.37545125292247583 * pow(x_m, 3.0)) + ((-0.00011824294398844343 * pow(x_m, 2.0)) + (x_m * 1.128386358070218)));
} else {
tmp = 1.0 - (exp((x_m * -x_m)) * (t_1 * (0.254829592 + (t_1 * (-0.284496736 + (t_1 * (1.421413741 + ((1.0 / t_0) * (-1.453152027 + (1.061405429 / t_0))))))))));
}
return tmp;
}
x_m = abs(x)
real(8) function code(x_m)
real(8), intent (in) :: x_m
real(8) :: t_0
real(8) :: t_1
real(8) :: tmp
t_0 = 1.0d0 + (x_m * 0.3275911d0)
t_1 = 1.0d0 / (1.0d0 + (abs(x_m) * 0.3275911d0))
if (x_m <= 0.00047d0) then
tmp = 1d-9 + (((-0.37545125292247583d0) * (x_m ** 3.0d0)) + (((-0.00011824294398844343d0) * (x_m ** 2.0d0)) + (x_m * 1.128386358070218d0)))
else
tmp = 1.0d0 - (exp((x_m * -x_m)) * (t_1 * (0.254829592d0 + (t_1 * ((-0.284496736d0) + (t_1 * (1.421413741d0 + ((1.0d0 / t_0) * ((-1.453152027d0) + (1.061405429d0 / t_0))))))))))
end if
code = tmp
end function
x_m = Math.abs(x);
public static double code(double x_m) {
double t_0 = 1.0 + (x_m * 0.3275911);
double t_1 = 1.0 / (1.0 + (Math.abs(x_m) * 0.3275911));
double tmp;
if (x_m <= 0.00047) {
tmp = 1e-9 + ((-0.37545125292247583 * Math.pow(x_m, 3.0)) + ((-0.00011824294398844343 * Math.pow(x_m, 2.0)) + (x_m * 1.128386358070218)));
} else {
tmp = 1.0 - (Math.exp((x_m * -x_m)) * (t_1 * (0.254829592 + (t_1 * (-0.284496736 + (t_1 * (1.421413741 + ((1.0 / t_0) * (-1.453152027 + (1.061405429 / t_0))))))))));
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): t_0 = 1.0 + (x_m * 0.3275911) t_1 = 1.0 / (1.0 + (math.fabs(x_m) * 0.3275911)) tmp = 0 if x_m <= 0.00047: tmp = 1e-9 + ((-0.37545125292247583 * math.pow(x_m, 3.0)) + ((-0.00011824294398844343 * math.pow(x_m, 2.0)) + (x_m * 1.128386358070218))) else: tmp = 1.0 - (math.exp((x_m * -x_m)) * (t_1 * (0.254829592 + (t_1 * (-0.284496736 + (t_1 * (1.421413741 + ((1.0 / t_0) * (-1.453152027 + (1.061405429 / t_0)))))))))) return tmp
x_m = abs(x) function code(x_m) t_0 = Float64(1.0 + Float64(x_m * 0.3275911)) t_1 = Float64(1.0 / Float64(1.0 + Float64(abs(x_m) * 0.3275911))) tmp = 0.0 if (x_m <= 0.00047) tmp = Float64(1e-9 + Float64(Float64(-0.37545125292247583 * (x_m ^ 3.0)) + Float64(Float64(-0.00011824294398844343 * (x_m ^ 2.0)) + Float64(x_m * 1.128386358070218)))); else tmp = Float64(1.0 - Float64(exp(Float64(x_m * Float64(-x_m))) * Float64(t_1 * Float64(0.254829592 + Float64(t_1 * Float64(-0.284496736 + Float64(t_1 * Float64(1.421413741 + Float64(Float64(1.0 / t_0) * Float64(-1.453152027 + Float64(1.061405429 / t_0))))))))))); end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) t_0 = 1.0 + (x_m * 0.3275911); t_1 = 1.0 / (1.0 + (abs(x_m) * 0.3275911)); tmp = 0.0; if (x_m <= 0.00047) tmp = 1e-9 + ((-0.37545125292247583 * (x_m ^ 3.0)) + ((-0.00011824294398844343 * (x_m ^ 2.0)) + (x_m * 1.128386358070218))); else tmp = 1.0 - (exp((x_m * -x_m)) * (t_1 * (0.254829592 + (t_1 * (-0.284496736 + (t_1 * (1.421413741 + ((1.0 / t_0) * (-1.453152027 + (1.061405429 / t_0)))))))))); end tmp_2 = tmp; end
x_m = N[Abs[x], $MachinePrecision]
code[x$95$m_] := Block[{t$95$0 = N[(1.0 + N[(x$95$m * 0.3275911), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(1.0 / N[(1.0 + N[(N[Abs[x$95$m], $MachinePrecision] * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[x$95$m, 0.00047], N[(1e-9 + N[(N[(-0.37545125292247583 * N[Power[x$95$m, 3.0], $MachinePrecision]), $MachinePrecision] + N[(N[(-0.00011824294398844343 * N[Power[x$95$m, 2.0], $MachinePrecision]), $MachinePrecision] + N[(x$95$m * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 - N[(N[Exp[N[(x$95$m * (-x$95$m)), $MachinePrecision]], $MachinePrecision] * N[(t$95$1 * N[(0.254829592 + N[(t$95$1 * N[(-0.284496736 + N[(t$95$1 * N[(1.421413741 + N[(N[(1.0 / t$95$0), $MachinePrecision] * N[(-1.453152027 + N[(1.061405429 / t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
t_0 := 1 + x_m \cdot 0.3275911\\
t_1 := \frac{1}{1 + \left|x_m\right| \cdot 0.3275911}\\
\mathbf{if}\;x_m \leq 0.00047:\\
\;\;\;\;10^{-9} + \left(-0.37545125292247583 \cdot {x_m}^{3} + \left(-0.00011824294398844343 \cdot {x_m}^{2} + x_m \cdot 1.128386358070218\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 - e^{x_m \cdot \left(-x_m\right)} \cdot \left(t_1 \cdot \left(0.254829592 + t_1 \cdot \left(-0.284496736 + t_1 \cdot \left(1.421413741 + \frac{1}{t_0} \cdot \left(-1.453152027 + \frac{1.061405429}{t_0}\right)\right)\right)\right)\right)\\
\end{array}
\end{array}
if x < 4.69999999999999986e-4Initial program 70.8%
Simplified70.8%
Taylor expanded in x around inf 68.5%
Simplified69.4%
Taylor expanded in x around 0 67.6%
if 4.69999999999999986e-4 < x Initial program 99.6%
Simplified99.6%
expm1-log1p-u99.6%
expm1-udef99.6%
log1p-udef99.6%
add-exp-log99.6%
+-commutative99.6%
fma-udef99.6%
add-sqr-sqrt99.6%
fabs-sqr99.6%
add-sqr-sqrt99.6%
Applied egg-rr99.6%
fma-udef99.6%
associate--l+99.6%
metadata-eval99.6%
+-rgt-identity99.6%
Simplified99.6%
expm1-log1p-u99.6%
expm1-udef99.6%
log1p-udef99.6%
add-exp-log99.6%
+-commutative99.6%
fma-udef99.6%
add-sqr-sqrt99.6%
fabs-sqr99.6%
add-sqr-sqrt99.6%
Applied egg-rr99.6%
fma-udef99.6%
associate--l+99.6%
metadata-eval99.6%
+-rgt-identity99.6%
Simplified99.6%
Final simplification75.5%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(let* ((t_0 (+ 1.0 (* (fabs x_m) 0.3275911))))
(if (<= x_m 0.77)
(+
1e-9
(+
(* -0.37545125292247583 (pow x_m 3.0))
(+
(* -0.00011824294398844343 (pow x_m 2.0))
(* x_m 1.128386358070218))))
(+
1.0
(*
(exp (* x_m (- x_m)))
(*
(+
0.254829592
(*
(/ 1.0 t_0)
(+ -0.284496736 (* (/ 1.0 (+ 1.0 (* x_m 0.3275911))) 1.029667143))))
(/ -1.0 t_0)))))))x_m = fabs(x);
double code(double x_m) {
double t_0 = 1.0 + (fabs(x_m) * 0.3275911);
double tmp;
if (x_m <= 0.77) {
tmp = 1e-9 + ((-0.37545125292247583 * pow(x_m, 3.0)) + ((-0.00011824294398844343 * pow(x_m, 2.0)) + (x_m * 1.128386358070218)));
} else {
tmp = 1.0 + (exp((x_m * -x_m)) * ((0.254829592 + ((1.0 / t_0) * (-0.284496736 + ((1.0 / (1.0 + (x_m * 0.3275911))) * 1.029667143)))) * (-1.0 / t_0)));
}
return tmp;
}
x_m = abs(x)
real(8) function code(x_m)
real(8), intent (in) :: x_m
real(8) :: t_0
real(8) :: tmp
t_0 = 1.0d0 + (abs(x_m) * 0.3275911d0)
if (x_m <= 0.77d0) then
tmp = 1d-9 + (((-0.37545125292247583d0) * (x_m ** 3.0d0)) + (((-0.00011824294398844343d0) * (x_m ** 2.0d0)) + (x_m * 1.128386358070218d0)))
else
tmp = 1.0d0 + (exp((x_m * -x_m)) * ((0.254829592d0 + ((1.0d0 / t_0) * ((-0.284496736d0) + ((1.0d0 / (1.0d0 + (x_m * 0.3275911d0))) * 1.029667143d0)))) * ((-1.0d0) / t_0)))
end if
code = tmp
end function
x_m = Math.abs(x);
public static double code(double x_m) {
double t_0 = 1.0 + (Math.abs(x_m) * 0.3275911);
double tmp;
if (x_m <= 0.77) {
tmp = 1e-9 + ((-0.37545125292247583 * Math.pow(x_m, 3.0)) + ((-0.00011824294398844343 * Math.pow(x_m, 2.0)) + (x_m * 1.128386358070218)));
} else {
tmp = 1.0 + (Math.exp((x_m * -x_m)) * ((0.254829592 + ((1.0 / t_0) * (-0.284496736 + ((1.0 / (1.0 + (x_m * 0.3275911))) * 1.029667143)))) * (-1.0 / t_0)));
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): t_0 = 1.0 + (math.fabs(x_m) * 0.3275911) tmp = 0 if x_m <= 0.77: tmp = 1e-9 + ((-0.37545125292247583 * math.pow(x_m, 3.0)) + ((-0.00011824294398844343 * math.pow(x_m, 2.0)) + (x_m * 1.128386358070218))) else: tmp = 1.0 + (math.exp((x_m * -x_m)) * ((0.254829592 + ((1.0 / t_0) * (-0.284496736 + ((1.0 / (1.0 + (x_m * 0.3275911))) * 1.029667143)))) * (-1.0 / t_0))) return tmp
x_m = abs(x) function code(x_m) t_0 = Float64(1.0 + Float64(abs(x_m) * 0.3275911)) tmp = 0.0 if (x_m <= 0.77) tmp = Float64(1e-9 + Float64(Float64(-0.37545125292247583 * (x_m ^ 3.0)) + Float64(Float64(-0.00011824294398844343 * (x_m ^ 2.0)) + Float64(x_m * 1.128386358070218)))); else tmp = Float64(1.0 + Float64(exp(Float64(x_m * Float64(-x_m))) * Float64(Float64(0.254829592 + Float64(Float64(1.0 / t_0) * Float64(-0.284496736 + Float64(Float64(1.0 / Float64(1.0 + Float64(x_m * 0.3275911))) * 1.029667143)))) * Float64(-1.0 / t_0)))); end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) t_0 = 1.0 + (abs(x_m) * 0.3275911); tmp = 0.0; if (x_m <= 0.77) tmp = 1e-9 + ((-0.37545125292247583 * (x_m ^ 3.0)) + ((-0.00011824294398844343 * (x_m ^ 2.0)) + (x_m * 1.128386358070218))); else tmp = 1.0 + (exp((x_m * -x_m)) * ((0.254829592 + ((1.0 / t_0) * (-0.284496736 + ((1.0 / (1.0 + (x_m * 0.3275911))) * 1.029667143)))) * (-1.0 / t_0))); end tmp_2 = 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]}, If[LessEqual[x$95$m, 0.77], N[(1e-9 + N[(N[(-0.37545125292247583 * N[Power[x$95$m, 3.0], $MachinePrecision]), $MachinePrecision] + N[(N[(-0.00011824294398844343 * N[Power[x$95$m, 2.0], $MachinePrecision]), $MachinePrecision] + N[(x$95$m * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(N[Exp[N[(x$95$m * (-x$95$m)), $MachinePrecision]], $MachinePrecision] * N[(N[(0.254829592 + N[(N[(1.0 / t$95$0), $MachinePrecision] * N[(-0.284496736 + N[(N[(1.0 / N[(1.0 + N[(x$95$m * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * 1.029667143), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(-1.0 / t$95$0), $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\\
\mathbf{if}\;x_m \leq 0.77:\\
\;\;\;\;10^{-9} + \left(-0.37545125292247583 \cdot {x_m}^{3} + \left(-0.00011824294398844343 \cdot {x_m}^{2} + x_m \cdot 1.128386358070218\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 + e^{x_m \cdot \left(-x_m\right)} \cdot \left(\left(0.254829592 + \frac{1}{t_0} \cdot \left(-0.284496736 + \frac{1}{1 + x_m \cdot 0.3275911} \cdot 1.029667143\right)\right) \cdot \frac{-1}{t_0}\right)\\
\end{array}
\end{array}
if x < 0.77000000000000002Initial program 71.1%
Simplified71.1%
Taylor expanded in x around inf 68.8%
Simplified69.7%
Taylor expanded in x around 0 67.4%
if 0.77000000000000002 < x Initial program 100.0%
Simplified100.0%
expm1-log1p-u100.0%
expm1-udef100.0%
log1p-udef100.0%
add-exp-log100.0%
+-commutative100.0%
fma-udef100.0%
add-sqr-sqrt100.0%
fabs-sqr100.0%
add-sqr-sqrt100.0%
Applied egg-rr100.0%
fma-udef100.0%
associate--l+100.0%
metadata-eval100.0%
+-rgt-identity100.0%
Simplified100.0%
expm1-log1p-u100.0%
expm1-udef100.0%
log1p-udef100.0%
add-exp-log100.0%
+-commutative100.0%
fma-udef100.0%
add-sqr-sqrt100.0%
fabs-sqr100.0%
add-sqr-sqrt100.0%
Applied egg-rr100.0%
fma-udef100.0%
associate--l+100.0%
metadata-eval100.0%
+-rgt-identity100.0%
Simplified100.0%
Taylor expanded in x around 0 99.6%
expm1-log1p-u100.0%
expm1-udef100.0%
log1p-udef100.0%
add-exp-log100.0%
+-commutative100.0%
fma-udef100.0%
add-sqr-sqrt100.0%
fabs-sqr100.0%
add-sqr-sqrt100.0%
Applied egg-rr99.6%
fma-udef100.0%
associate--l+100.0%
metadata-eval100.0%
+-rgt-identity100.0%
Simplified99.6%
Final simplification75.0%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(if (<= x_m 1.05)
(+
1e-9
(+
(* -0.37545125292247583 (pow x_m 3.0))
(+ (* -0.00011824294398844343 (pow x_m 2.0)) (* x_m 1.128386358070218))))
(- 1.0 (/ 0.7778892405807117 (* x_m (exp (pow x_m 2.0)))))))x_m = fabs(x);
double code(double x_m) {
double tmp;
if (x_m <= 1.05) {
tmp = 1e-9 + ((-0.37545125292247583 * pow(x_m, 3.0)) + ((-0.00011824294398844343 * pow(x_m, 2.0)) + (x_m * 1.128386358070218)));
} else {
tmp = 1.0 - (0.7778892405807117 / (x_m * exp(pow(x_m, 2.0))));
}
return tmp;
}
x_m = abs(x)
real(8) function code(x_m)
real(8), intent (in) :: x_m
real(8) :: tmp
if (x_m <= 1.05d0) then
tmp = 1d-9 + (((-0.37545125292247583d0) * (x_m ** 3.0d0)) + (((-0.00011824294398844343d0) * (x_m ** 2.0d0)) + (x_m * 1.128386358070218d0)))
else
tmp = 1.0d0 - (0.7778892405807117d0 / (x_m * exp((x_m ** 2.0d0))))
end if
code = tmp
end function
x_m = Math.abs(x);
public static double code(double x_m) {
double tmp;
if (x_m <= 1.05) {
tmp = 1e-9 + ((-0.37545125292247583 * Math.pow(x_m, 3.0)) + ((-0.00011824294398844343 * Math.pow(x_m, 2.0)) + (x_m * 1.128386358070218)));
} else {
tmp = 1.0 - (0.7778892405807117 / (x_m * Math.exp(Math.pow(x_m, 2.0))));
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): tmp = 0 if x_m <= 1.05: tmp = 1e-9 + ((-0.37545125292247583 * math.pow(x_m, 3.0)) + ((-0.00011824294398844343 * math.pow(x_m, 2.0)) + (x_m * 1.128386358070218))) else: tmp = 1.0 - (0.7778892405807117 / (x_m * math.exp(math.pow(x_m, 2.0)))) return tmp
x_m = abs(x) function code(x_m) tmp = 0.0 if (x_m <= 1.05) tmp = Float64(1e-9 + Float64(Float64(-0.37545125292247583 * (x_m ^ 3.0)) + Float64(Float64(-0.00011824294398844343 * (x_m ^ 2.0)) + Float64(x_m * 1.128386358070218)))); else tmp = Float64(1.0 - Float64(0.7778892405807117 / Float64(x_m * exp((x_m ^ 2.0))))); end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) tmp = 0.0; if (x_m <= 1.05) tmp = 1e-9 + ((-0.37545125292247583 * (x_m ^ 3.0)) + ((-0.00011824294398844343 * (x_m ^ 2.0)) + (x_m * 1.128386358070218))); else tmp = 1.0 - (0.7778892405807117 / (x_m * exp((x_m ^ 2.0)))); end tmp_2 = tmp; end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := If[LessEqual[x$95$m, 1.05], N[(1e-9 + N[(N[(-0.37545125292247583 * N[Power[x$95$m, 3.0], $MachinePrecision]), $MachinePrecision] + N[(N[(-0.00011824294398844343 * N[Power[x$95$m, 2.0], $MachinePrecision]), $MachinePrecision] + N[(x$95$m * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 - N[(0.7778892405807117 / N[(x$95$m * N[Exp[N[Power[x$95$m, 2.0], $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;x_m \leq 1.05:\\
\;\;\;\;10^{-9} + \left(-0.37545125292247583 \cdot {x_m}^{3} + \left(-0.00011824294398844343 \cdot {x_m}^{2} + x_m \cdot 1.128386358070218\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 - \frac{0.7778892405807117}{x_m \cdot e^{{x_m}^{2}}}\\
\end{array}
\end{array}
if x < 1.05000000000000004Initial program 71.1%
Simplified71.1%
Taylor expanded in x around inf 68.8%
Simplified69.7%
Taylor expanded in x around 0 67.4%
if 1.05000000000000004 < x Initial program 100.0%
Simplified100.0%
Taylor expanded in x around inf 100.0%
Simplified100.0%
Taylor expanded in x around inf 99.5%
associate-*r/99.5%
metadata-eval99.5%
Simplified99.5%
Final simplification75.0%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(if (<= x_m 0.88)
(+
1e-9
(fma x_m 1.128386358070218 (* -0.00011824294398844343 (pow x_m 2.0))))
1.0))x_m = fabs(x);
double code(double x_m) {
double tmp;
if (x_m <= 0.88) {
tmp = 1e-9 + fma(x_m, 1.128386358070218, (-0.00011824294398844343 * pow(x_m, 2.0)));
} else {
tmp = 1.0;
}
return tmp;
}
x_m = abs(x) function code(x_m) tmp = 0.0 if (x_m <= 0.88) tmp = Float64(1e-9 + fma(x_m, 1.128386358070218, Float64(-0.00011824294398844343 * (x_m ^ 2.0)))); else tmp = 1.0; end return tmp end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := If[LessEqual[x$95$m, 0.88], N[(1e-9 + N[(x$95$m * 1.128386358070218 + N[(-0.00011824294398844343 * N[Power[x$95$m, 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 1.0]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;x_m \leq 0.88:\\
\;\;\;\;10^{-9} + \mathsf{fma}\left(x_m, 1.128386358070218, -0.00011824294398844343 \cdot {x_m}^{2}\right)\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 0.880000000000000004Initial program 71.1%
Simplified71.1%
Taylor expanded in x around inf 68.8%
Simplified69.7%
Taylor expanded in x around 0 66.6%
expm1-log1p-u66.3%
expm1-udef37.8%
*-commutative37.8%
fma-def37.8%
*-commutative37.8%
Applied egg-rr37.8%
expm1-def66.3%
expm1-log1p66.6%
fma-udef66.6%
*-commutative66.6%
*-commutative66.6%
+-commutative66.6%
*-commutative66.6%
*-commutative66.6%
fma-udef66.6%
Simplified66.6%
if 0.880000000000000004 < x Initial program 100.0%
Simplified100.0%
Applied egg-rr0.7%
+-commutative0.7%
Simplified0.7%
Taylor expanded in x around inf 99.5%
Final simplification74.3%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(if (<= x_m 0.88)
(+
1e-9
(fma x_m 1.128386358070218 (* -0.00011824294398844343 (pow x_m 2.0))))
(- 1.0 (/ 0.7778892405807117 (* x_m (exp (pow x_m 2.0)))))))x_m = fabs(x);
double code(double x_m) {
double tmp;
if (x_m <= 0.88) {
tmp = 1e-9 + fma(x_m, 1.128386358070218, (-0.00011824294398844343 * pow(x_m, 2.0)));
} else {
tmp = 1.0 - (0.7778892405807117 / (x_m * exp(pow(x_m, 2.0))));
}
return tmp;
}
x_m = abs(x) function code(x_m) tmp = 0.0 if (x_m <= 0.88) tmp = Float64(1e-9 + fma(x_m, 1.128386358070218, Float64(-0.00011824294398844343 * (x_m ^ 2.0)))); else tmp = Float64(1.0 - Float64(0.7778892405807117 / Float64(x_m * exp((x_m ^ 2.0))))); end return tmp end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := If[LessEqual[x$95$m, 0.88], N[(1e-9 + N[(x$95$m * 1.128386358070218 + N[(-0.00011824294398844343 * N[Power[x$95$m, 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 - N[(0.7778892405807117 / N[(x$95$m * N[Exp[N[Power[x$95$m, 2.0], $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;x_m \leq 0.88:\\
\;\;\;\;10^{-9} + \mathsf{fma}\left(x_m, 1.128386358070218, -0.00011824294398844343 \cdot {x_m}^{2}\right)\\
\mathbf{else}:\\
\;\;\;\;1 - \frac{0.7778892405807117}{x_m \cdot e^{{x_m}^{2}}}\\
\end{array}
\end{array}
if x < 0.880000000000000004Initial program 71.1%
Simplified71.1%
Taylor expanded in x around inf 68.8%
Simplified69.7%
Taylor expanded in x around 0 66.6%
expm1-log1p-u66.3%
expm1-udef37.8%
*-commutative37.8%
fma-def37.8%
*-commutative37.8%
Applied egg-rr37.8%
expm1-def66.3%
expm1-log1p66.6%
fma-udef66.6%
*-commutative66.6%
*-commutative66.6%
+-commutative66.6%
*-commutative66.6%
*-commutative66.6%
fma-udef66.6%
Simplified66.6%
if 0.880000000000000004 < x Initial program 100.0%
Simplified100.0%
Taylor expanded in x around inf 100.0%
Simplified100.0%
Taylor expanded in x around inf 99.5%
associate-*r/99.5%
metadata-eval99.5%
Simplified99.5%
Final simplification74.3%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(if (<= x_m 0.88)
(+
1e-9
(+ (* -0.00011824294398844343 (pow x_m 2.0)) (* x_m 1.128386358070218)))
1.0))x_m = fabs(x);
double code(double x_m) {
double tmp;
if (x_m <= 0.88) {
tmp = 1e-9 + ((-0.00011824294398844343 * pow(x_m, 2.0)) + (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 <= 0.88d0) then
tmp = 1d-9 + (((-0.00011824294398844343d0) * (x_m ** 2.0d0)) + (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 <= 0.88) {
tmp = 1e-9 + ((-0.00011824294398844343 * Math.pow(x_m, 2.0)) + (x_m * 1.128386358070218));
} else {
tmp = 1.0;
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): tmp = 0 if x_m <= 0.88: tmp = 1e-9 + ((-0.00011824294398844343 * math.pow(x_m, 2.0)) + (x_m * 1.128386358070218)) else: tmp = 1.0 return tmp
x_m = abs(x) function code(x_m) tmp = 0.0 if (x_m <= 0.88) tmp = Float64(1e-9 + Float64(Float64(-0.00011824294398844343 * (x_m ^ 2.0)) + 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 <= 0.88) tmp = 1e-9 + ((-0.00011824294398844343 * (x_m ^ 2.0)) + (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, 0.88], N[(1e-9 + N[(N[(-0.00011824294398844343 * N[Power[x$95$m, 2.0], $MachinePrecision]), $MachinePrecision] + N[(x$95$m * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 1.0]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;x_m \leq 0.88:\\
\;\;\;\;10^{-9} + \left(-0.00011824294398844343 \cdot {x_m}^{2} + x_m \cdot 1.128386358070218\right)\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 0.880000000000000004Initial program 71.1%
Simplified71.1%
Taylor expanded in x around inf 68.8%
Simplified69.7%
Taylor expanded in x around 0 66.6%
if 0.880000000000000004 < x Initial program 100.0%
Simplified100.0%
Applied egg-rr0.7%
+-commutative0.7%
Simplified0.7%
Taylor expanded in x around inf 99.5%
Final simplification74.3%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 (if (<= x_m 0.88) (+ 1e-9 (* x_m 1.128386358070218)) 1.0))
x_m = fabs(x);
double code(double x_m) {
double tmp;
if (x_m <= 0.88) {
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 <= 0.88d0) 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 <= 0.88) {
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 <= 0.88: 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 <= 0.88) 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 <= 0.88) 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, 0.88], 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 0.88:\\
\;\;\;\;10^{-9} + x_m \cdot 1.128386358070218\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 0.880000000000000004Initial program 71.1%
Simplified71.1%
Applied egg-rr39.9%
+-commutative39.9%
Simplified39.9%
Taylor expanded in x around 0 66.5%
*-commutative66.5%
Simplified66.5%
if 0.880000000000000004 < x Initial program 100.0%
Simplified100.0%
Applied egg-rr0.7%
+-commutative0.7%
Simplified0.7%
Taylor expanded in x around inf 99.5%
Final simplification74.2%
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 70.8%
Simplified70.8%
Applied egg-rr40.1%
+-commutative40.1%
Simplified40.1%
Taylor expanded in x around 0 69.3%
if 2.79999999999999996e-5 < x Initial program 99.6%
Simplified99.6%
Applied egg-rr1.8%
+-commutative1.8%
Simplified1.8%
Taylor expanded in x around inf 95.5%
Final simplification75.8%
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 77.9%
Simplified77.9%
Applied egg-rr30.7%
+-commutative30.7%
Simplified30.7%
Taylor expanded in x around 0 55.0%
Final simplification55.0%
herbie shell --seed 2024016
(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)))))))