
(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 10 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x)
:precision binary64
(let* ((t_0 (/ 1.0 (+ 1.0 (* 0.3275911 (fabs x))))))
(-
1.0
(*
(*
t_0
(+
0.254829592
(*
t_0
(+
-0.284496736
(*
t_0
(+ 1.421413741 (* t_0 (+ -1.453152027 (* t_0 1.061405429)))))))))
(exp (- (* (fabs x) (fabs x))))))))
double code(double x) {
double t_0 = 1.0 / (1.0 + (0.3275911 * fabs(x)));
return 1.0 - ((t_0 * (0.254829592 + (t_0 * (-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (t_0 * 1.061405429))))))))) * exp(-(fabs(x) * fabs(x))));
}
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: t_0
t_0 = 1.0d0 / (1.0d0 + (0.3275911d0 * abs(x)))
code = 1.0d0 - ((t_0 * (0.254829592d0 + (t_0 * ((-0.284496736d0) + (t_0 * (1.421413741d0 + (t_0 * ((-1.453152027d0) + (t_0 * 1.061405429d0))))))))) * exp(-(abs(x) * abs(x))))
end function
public static double code(double x) {
double t_0 = 1.0 / (1.0 + (0.3275911 * Math.abs(x)));
return 1.0 - ((t_0 * (0.254829592 + (t_0 * (-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (t_0 * 1.061405429))))))))) * Math.exp(-(Math.abs(x) * Math.abs(x))));
}
def code(x): t_0 = 1.0 / (1.0 + (0.3275911 * math.fabs(x))) return 1.0 - ((t_0 * (0.254829592 + (t_0 * (-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (t_0 * 1.061405429))))))))) * math.exp(-(math.fabs(x) * math.fabs(x))))
function code(x) t_0 = Float64(1.0 / Float64(1.0 + Float64(0.3275911 * abs(x)))) return Float64(1.0 - Float64(Float64(t_0 * Float64(0.254829592 + Float64(t_0 * Float64(-0.284496736 + Float64(t_0 * Float64(1.421413741 + Float64(t_0 * Float64(-1.453152027 + Float64(t_0 * 1.061405429))))))))) * exp(Float64(-Float64(abs(x) * abs(x)))))) end
function tmp = code(x) t_0 = 1.0 / (1.0 + (0.3275911 * abs(x))); tmp = 1.0 - ((t_0 * (0.254829592 + (t_0 * (-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (t_0 * 1.061405429))))))))) * exp(-(abs(x) * abs(x)))); end
code[x_] := Block[{t$95$0 = N[(1.0 / N[(1.0 + N[(0.3275911 * N[Abs[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, N[(1.0 - N[(N[(t$95$0 * N[(0.254829592 + N[(t$95$0 * N[(-0.284496736 + N[(t$95$0 * N[(1.421413741 + N[(t$95$0 * N[(-1.453152027 + N[(t$95$0 * 1.061405429), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[Exp[(-N[(N[Abs[x], $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision])], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{1}{1 + 0.3275911 \cdot \left|x\right|}\\
1 - \left(t_0 \cdot \left(0.254829592 + t_0 \cdot \left(-0.284496736 + t_0 \cdot \left(1.421413741 + t_0 \cdot \left(-1.453152027 + t_0 \cdot 1.061405429\right)\right)\right)\right)\right) \cdot e^{-\left|x\right| \cdot \left|x\right|}
\end{array}
\end{array}
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(let* ((t_0 (+ 1.0 (* (fabs x) 0.3275911))) (t_1 (/ 1.0 t_0)))
(if (<= (fabs x) 1e-8)
(/
(- (pow (pow (cbrt (* x 1.128386358070218)) 2.0) 3.0) 1e-18)
(- (* x 1.128386358070218) 1e-9))
(+
1.0
(*
(exp (* x (- x)))
(*
(+
0.254829592
(*
t_1
(+
-0.284496736
(*
t_1
(+
1.421413741
(*
t_1
(+ -1.453152027 (/ 1.061405429 (+ 1.0 (* x 0.3275911))))))))))
(/ -1.0 t_0)))))))x = abs(x);
double code(double x) {
double t_0 = 1.0 + (fabs(x) * 0.3275911);
double t_1 = 1.0 / t_0;
double tmp;
if (fabs(x) <= 1e-8) {
tmp = (pow(pow(cbrt((x * 1.128386358070218)), 2.0), 3.0) - 1e-18) / ((x * 1.128386358070218) - 1e-9);
} else {
tmp = 1.0 + (exp((x * -x)) * ((0.254829592 + (t_1 * (-0.284496736 + (t_1 * (1.421413741 + (t_1 * (-1.453152027 + (1.061405429 / (1.0 + (x * 0.3275911)))))))))) * (-1.0 / t_0)));
}
return tmp;
}
x = Math.abs(x);
public static double code(double x) {
double t_0 = 1.0 + (Math.abs(x) * 0.3275911);
double t_1 = 1.0 / t_0;
double tmp;
if (Math.abs(x) <= 1e-8) {
tmp = (Math.pow(Math.pow(Math.cbrt((x * 1.128386358070218)), 2.0), 3.0) - 1e-18) / ((x * 1.128386358070218) - 1e-9);
} else {
tmp = 1.0 + (Math.exp((x * -x)) * ((0.254829592 + (t_1 * (-0.284496736 + (t_1 * (1.421413741 + (t_1 * (-1.453152027 + (1.061405429 / (1.0 + (x * 0.3275911)))))))))) * (-1.0 / t_0)));
}
return tmp;
}
x = abs(x) function code(x) t_0 = Float64(1.0 + Float64(abs(x) * 0.3275911)) t_1 = Float64(1.0 / t_0) tmp = 0.0 if (abs(x) <= 1e-8) tmp = Float64(Float64(((cbrt(Float64(x * 1.128386358070218)) ^ 2.0) ^ 3.0) - 1e-18) / Float64(Float64(x * 1.128386358070218) - 1e-9)); else tmp = Float64(1.0 + Float64(exp(Float64(x * Float64(-x))) * Float64(Float64(0.254829592 + Float64(t_1 * Float64(-0.284496736 + Float64(t_1 * Float64(1.421413741 + Float64(t_1 * Float64(-1.453152027 + Float64(1.061405429 / Float64(1.0 + Float64(x * 0.3275911)))))))))) * Float64(-1.0 / t_0)))); end return tmp end
NOTE: x should be positive before calling this function
code[x_] := Block[{t$95$0 = N[(1.0 + N[(N[Abs[x], $MachinePrecision] * 0.3275911), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(1.0 / t$95$0), $MachinePrecision]}, If[LessEqual[N[Abs[x], $MachinePrecision], 1e-8], N[(N[(N[Power[N[Power[N[Power[N[(x * 1.128386358070218), $MachinePrecision], 1/3], $MachinePrecision], 2.0], $MachinePrecision], 3.0], $MachinePrecision] - 1e-18), $MachinePrecision] / N[(N[(x * 1.128386358070218), $MachinePrecision] - 1e-9), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(N[Exp[N[(x * (-x)), $MachinePrecision]], $MachinePrecision] * N[(N[(0.254829592 + N[(t$95$1 * N[(-0.284496736 + N[(t$95$1 * N[(1.421413741 + N[(t$95$1 * N[(-1.453152027 + N[(1.061405429 / N[(1.0 + N[(x * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(-1.0 / t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
t_0 := 1 + \left|x\right| \cdot 0.3275911\\
t_1 := \frac{1}{t_0}\\
\mathbf{if}\;\left|x\right| \leq 10^{-8}:\\
\;\;\;\;\frac{{\left({\left(\sqrt[3]{x \cdot 1.128386358070218}\right)}^{2}\right)}^{3} - 10^{-18}}{x \cdot 1.128386358070218 - 10^{-9}}\\
\mathbf{else}:\\
\;\;\;\;1 + e^{x \cdot \left(-x\right)} \cdot \left(\left(0.254829592 + t_1 \cdot \left(-0.284496736 + t_1 \cdot \left(1.421413741 + t_1 \cdot \left(-1.453152027 + \frac{1.061405429}{1 + x \cdot 0.3275911}\right)\right)\right)\right) \cdot \frac{-1}{t_0}\right)\\
\end{array}
\end{array}
if (fabs.f64 x) < 1e-8Initial program 57.7%
Simplified57.7%
Applied egg-rr57.1%
associate-*l/57.1%
associate-/l*57.1%
Simplified57.1%
Taylor expanded in x around 0 97.8%
*-commutative97.8%
Simplified97.8%
+-commutative97.8%
flip-+97.8%
swap-sqr97.8%
unpow297.8%
metadata-eval97.8%
metadata-eval97.8%
Applied egg-rr97.8%
unpow297.8%
metadata-eval97.8%
swap-sqr97.8%
rem-cube-cbrt97.8%
rem-cube-cbrt97.8%
pow-prod-down97.8%
pow297.8%
Applied egg-rr97.8%
if 1e-8 < (fabs.f64 x) Initial program 100.0%
Simplified100.0%
expm1-log1p-u100.0%
expm1-udef100.0%
log1p-udef100.0%
add-exp-log100.0%
+-commutative100.0%
fma-def100.0%
add-sqr-sqrt50.8%
fabs-sqr50.8%
add-sqr-sqrt99.9%
Applied egg-rr99.9%
fma-udef99.9%
associate--l+99.9%
metadata-eval99.9%
+-rgt-identity99.9%
Simplified99.9%
Final simplification98.8%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(let* ((t_0 (+ 1.0 (* (fabs x) 0.3275911))) (t_1 (/ 1.0 t_0)))
(if (<= x 1.3)
(/
(- (pow (pow (cbrt (* x 1.128386358070218)) 2.0) 3.0) 1e-18)
(- (* x 1.128386358070218) 1e-9))
(+
1.0
(*
(exp (* x (- x)))
(*
(+
0.254829592
(*
t_1
(+
-0.284496736
(*
t_1
(-
(+ 1.421413741 (/ 13.540879189694879 (pow x 2.0)))
(/ 4.435871508719254 x))))))
(/ -1.0 t_0)))))))x = abs(x);
double code(double x) {
double t_0 = 1.0 + (fabs(x) * 0.3275911);
double t_1 = 1.0 / t_0;
double tmp;
if (x <= 1.3) {
tmp = (pow(pow(cbrt((x * 1.128386358070218)), 2.0), 3.0) - 1e-18) / ((x * 1.128386358070218) - 1e-9);
} else {
tmp = 1.0 + (exp((x * -x)) * ((0.254829592 + (t_1 * (-0.284496736 + (t_1 * ((1.421413741 + (13.540879189694879 / pow(x, 2.0))) - (4.435871508719254 / x)))))) * (-1.0 / t_0)));
}
return tmp;
}
x = Math.abs(x);
public static double code(double x) {
double t_0 = 1.0 + (Math.abs(x) * 0.3275911);
double t_1 = 1.0 / t_0;
double tmp;
if (x <= 1.3) {
tmp = (Math.pow(Math.pow(Math.cbrt((x * 1.128386358070218)), 2.0), 3.0) - 1e-18) / ((x * 1.128386358070218) - 1e-9);
} else {
tmp = 1.0 + (Math.exp((x * -x)) * ((0.254829592 + (t_1 * (-0.284496736 + (t_1 * ((1.421413741 + (13.540879189694879 / Math.pow(x, 2.0))) - (4.435871508719254 / x)))))) * (-1.0 / t_0)));
}
return tmp;
}
x = abs(x) function code(x) t_0 = Float64(1.0 + Float64(abs(x) * 0.3275911)) t_1 = Float64(1.0 / t_0) tmp = 0.0 if (x <= 1.3) tmp = Float64(Float64(((cbrt(Float64(x * 1.128386358070218)) ^ 2.0) ^ 3.0) - 1e-18) / Float64(Float64(x * 1.128386358070218) - 1e-9)); else tmp = Float64(1.0 + Float64(exp(Float64(x * Float64(-x))) * Float64(Float64(0.254829592 + Float64(t_1 * Float64(-0.284496736 + Float64(t_1 * Float64(Float64(1.421413741 + Float64(13.540879189694879 / (x ^ 2.0))) - Float64(4.435871508719254 / x)))))) * Float64(-1.0 / t_0)))); end return tmp end
NOTE: x should be positive before calling this function
code[x_] := Block[{t$95$0 = N[(1.0 + N[(N[Abs[x], $MachinePrecision] * 0.3275911), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(1.0 / t$95$0), $MachinePrecision]}, If[LessEqual[x, 1.3], N[(N[(N[Power[N[Power[N[Power[N[(x * 1.128386358070218), $MachinePrecision], 1/3], $MachinePrecision], 2.0], $MachinePrecision], 3.0], $MachinePrecision] - 1e-18), $MachinePrecision] / N[(N[(x * 1.128386358070218), $MachinePrecision] - 1e-9), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(N[Exp[N[(x * (-x)), $MachinePrecision]], $MachinePrecision] * N[(N[(0.254829592 + N[(t$95$1 * N[(-0.284496736 + N[(t$95$1 * N[(N[(1.421413741 + N[(13.540879189694879 / N[Power[x, 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(4.435871508719254 / x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(-1.0 / t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
t_0 := 1 + \left|x\right| \cdot 0.3275911\\
t_1 := \frac{1}{t_0}\\
\mathbf{if}\;x \leq 1.3:\\
\;\;\;\;\frac{{\left({\left(\sqrt[3]{x \cdot 1.128386358070218}\right)}^{2}\right)}^{3} - 10^{-18}}{x \cdot 1.128386358070218 - 10^{-9}}\\
\mathbf{else}:\\
\;\;\;\;1 + e^{x \cdot \left(-x\right)} \cdot \left(\left(0.254829592 + t_1 \cdot \left(-0.284496736 + t_1 \cdot \left(\left(1.421413741 + \frac{13.540879189694879}{{x}^{2}}\right) - \frac{4.435871508719254}{x}\right)\right)\right) \cdot \frac{-1}{t_0}\right)\\
\end{array}
\end{array}
if x < 1.30000000000000004Initial program 70.9%
Simplified71.0%
Applied egg-rr40.3%
associate-*l/40.3%
associate-/l*40.3%
Simplified40.3%
Taylor expanded in x around 0 67.7%
*-commutative67.7%
Simplified67.7%
+-commutative67.7%
flip-+67.6%
swap-sqr67.6%
unpow267.6%
metadata-eval67.6%
metadata-eval67.6%
Applied egg-rr67.6%
unpow267.6%
metadata-eval67.6%
swap-sqr67.6%
rem-cube-cbrt67.6%
rem-cube-cbrt67.6%
pow-prod-down67.6%
pow267.6%
Applied egg-rr67.6%
if 1.30000000000000004 < x Initial program 100.0%
Simplified100.0%
expm1-log1p-u100.0%
expm1-udef100.0%
log1p-udef100.0%
add-exp-log100.0%
+-commutative100.0%
fma-def100.0%
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 inf 100.0%
expm1-log1p-u100.0%
expm1-udef100.0%
log1p-udef100.0%
add-exp-log100.0%
+-commutative100.0%
fma-def100.0%
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 inf 100.0%
associate-*r/100.0%
metadata-eval100.0%
associate-*r/100.0%
metadata-eval100.0%
Simplified100.0%
Final simplification75.3%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(let* ((t_0 (+ 1.0 (* x 0.3275911))) (t_1 (+ 1.0 (* (fabs x) 0.3275911))))
(if (<= x 0.82)
(/
(- (pow (pow (cbrt (* x 1.128386358070218)) 2.0) 3.0) 1e-18)
(- (* x 1.128386358070218) 1e-9))
(+
1.0
(*
(exp (* x (- x)))
(*
(+
0.254829592
(*
(/ 1.0 t_1)
(+
-0.284496736
(* (/ 1.0 t_0) (+ 1.421413741 (* 1.453152027 (/ -1.0 t_0)))))))
(/ -1.0 t_1)))))))x = abs(x);
double code(double x) {
double t_0 = 1.0 + (x * 0.3275911);
double t_1 = 1.0 + (fabs(x) * 0.3275911);
double tmp;
if (x <= 0.82) {
tmp = (pow(pow(cbrt((x * 1.128386358070218)), 2.0), 3.0) - 1e-18) / ((x * 1.128386358070218) - 1e-9);
} else {
tmp = 1.0 + (exp((x * -x)) * ((0.254829592 + ((1.0 / t_1) * (-0.284496736 + ((1.0 / t_0) * (1.421413741 + (1.453152027 * (-1.0 / t_0))))))) * (-1.0 / t_1)));
}
return tmp;
}
x = Math.abs(x);
public static double code(double x) {
double t_0 = 1.0 + (x * 0.3275911);
double t_1 = 1.0 + (Math.abs(x) * 0.3275911);
double tmp;
if (x <= 0.82) {
tmp = (Math.pow(Math.pow(Math.cbrt((x * 1.128386358070218)), 2.0), 3.0) - 1e-18) / ((x * 1.128386358070218) - 1e-9);
} else {
tmp = 1.0 + (Math.exp((x * -x)) * ((0.254829592 + ((1.0 / t_1) * (-0.284496736 + ((1.0 / t_0) * (1.421413741 + (1.453152027 * (-1.0 / t_0))))))) * (-1.0 / t_1)));
}
return tmp;
}
x = abs(x) function code(x) t_0 = Float64(1.0 + Float64(x * 0.3275911)) t_1 = Float64(1.0 + Float64(abs(x) * 0.3275911)) tmp = 0.0 if (x <= 0.82) tmp = Float64(Float64(((cbrt(Float64(x * 1.128386358070218)) ^ 2.0) ^ 3.0) - 1e-18) / Float64(Float64(x * 1.128386358070218) - 1e-9)); else tmp = Float64(1.0 + Float64(exp(Float64(x * Float64(-x))) * Float64(Float64(0.254829592 + Float64(Float64(1.0 / t_1) * Float64(-0.284496736 + Float64(Float64(1.0 / t_0) * Float64(1.421413741 + Float64(1.453152027 * Float64(-1.0 / t_0))))))) * Float64(-1.0 / t_1)))); end return tmp end
NOTE: x should be positive before calling this function
code[x_] := Block[{t$95$0 = N[(1.0 + N[(x * 0.3275911), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(1.0 + N[(N[Abs[x], $MachinePrecision] * 0.3275911), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[x, 0.82], N[(N[(N[Power[N[Power[N[Power[N[(x * 1.128386358070218), $MachinePrecision], 1/3], $MachinePrecision], 2.0], $MachinePrecision], 3.0], $MachinePrecision] - 1e-18), $MachinePrecision] / N[(N[(x * 1.128386358070218), $MachinePrecision] - 1e-9), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(N[Exp[N[(x * (-x)), $MachinePrecision]], $MachinePrecision] * N[(N[(0.254829592 + N[(N[(1.0 / t$95$1), $MachinePrecision] * N[(-0.284496736 + N[(N[(1.0 / t$95$0), $MachinePrecision] * N[(1.421413741 + N[(1.453152027 * N[(-1.0 / t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(-1.0 / t$95$1), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
t_0 := 1 + x \cdot 0.3275911\\
t_1 := 1 + \left|x\right| \cdot 0.3275911\\
\mathbf{if}\;x \leq 0.82:\\
\;\;\;\;\frac{{\left({\left(\sqrt[3]{x \cdot 1.128386358070218}\right)}^{2}\right)}^{3} - 10^{-18}}{x \cdot 1.128386358070218 - 10^{-9}}\\
\mathbf{else}:\\
\;\;\;\;1 + e^{x \cdot \left(-x\right)} \cdot \left(\left(0.254829592 + \frac{1}{t_1} \cdot \left(-0.284496736 + \frac{1}{t_0} \cdot \left(1.421413741 + 1.453152027 \cdot \frac{-1}{t_0}\right)\right)\right) \cdot \frac{-1}{t_1}\right)\\
\end{array}
\end{array}
if x < 0.819999999999999951Initial program 70.9%
Simplified71.0%
Applied egg-rr40.3%
associate-*l/40.3%
associate-/l*40.3%
Simplified40.3%
Taylor expanded in x around 0 67.7%
*-commutative67.7%
Simplified67.7%
+-commutative67.7%
flip-+67.6%
swap-sqr67.6%
unpow267.6%
metadata-eval67.6%
metadata-eval67.6%
Applied egg-rr67.6%
unpow267.6%
metadata-eval67.6%
swap-sqr67.6%
rem-cube-cbrt67.6%
rem-cube-cbrt67.6%
pow-prod-down67.6%
pow267.6%
Applied egg-rr67.6%
if 0.819999999999999951 < x Initial program 100.0%
Simplified100.0%
expm1-log1p-u100.0%
expm1-udef100.0%
log1p-udef100.0%
add-exp-log100.0%
+-commutative100.0%
fma-def100.0%
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 inf 100.0%
expm1-log1p-u100.0%
expm1-udef100.0%
log1p-udef100.0%
add-exp-log100.0%
+-commutative100.0%
fma-def100.0%
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-def100.0%
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%
Final simplification75.3%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(if (<= x 0.88)
(/
(- (pow (pow (cbrt (* x 1.128386358070218)) 2.0) 3.0) 1e-18)
(- (* x 1.128386358070218) 1e-9))
1.0))x = abs(x);
double code(double x) {
double tmp;
if (x <= 0.88) {
tmp = (pow(pow(cbrt((x * 1.128386358070218)), 2.0), 3.0) - 1e-18) / ((x * 1.128386358070218) - 1e-9);
} else {
tmp = 1.0;
}
return tmp;
}
x = Math.abs(x);
public static double code(double x) {
double tmp;
if (x <= 0.88) {
tmp = (Math.pow(Math.pow(Math.cbrt((x * 1.128386358070218)), 2.0), 3.0) - 1e-18) / ((x * 1.128386358070218) - 1e-9);
} else {
tmp = 1.0;
}
return tmp;
}
x = abs(x) function code(x) tmp = 0.0 if (x <= 0.88) tmp = Float64(Float64(((cbrt(Float64(x * 1.128386358070218)) ^ 2.0) ^ 3.0) - 1e-18) / Float64(Float64(x * 1.128386358070218) - 1e-9)); else tmp = 1.0; end return tmp end
NOTE: x should be positive before calling this function code[x_] := If[LessEqual[x, 0.88], N[(N[(N[Power[N[Power[N[Power[N[(x * 1.128386358070218), $MachinePrecision], 1/3], $MachinePrecision], 2.0], $MachinePrecision], 3.0], $MachinePrecision] - 1e-18), $MachinePrecision] / N[(N[(x * 1.128386358070218), $MachinePrecision] - 1e-9), $MachinePrecision]), $MachinePrecision], 1.0]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 0.88:\\
\;\;\;\;\frac{{\left({\left(\sqrt[3]{x \cdot 1.128386358070218}\right)}^{2}\right)}^{3} - 10^{-18}}{x \cdot 1.128386358070218 - 10^{-9}}\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 0.880000000000000004Initial program 70.9%
Simplified71.0%
Applied egg-rr40.3%
associate-*l/40.3%
associate-/l*40.3%
Simplified40.3%
Taylor expanded in x around 0 67.7%
*-commutative67.7%
Simplified67.7%
+-commutative67.7%
flip-+67.6%
swap-sqr67.6%
unpow267.6%
metadata-eval67.6%
metadata-eval67.6%
Applied egg-rr67.6%
unpow267.6%
metadata-eval67.6%
swap-sqr67.6%
rem-cube-cbrt67.6%
rem-cube-cbrt67.6%
pow-prod-down67.6%
pow267.6%
Applied egg-rr67.6%
if 0.880000000000000004 < x Initial program 100.0%
Simplified100.0%
Applied egg-rr0.0%
associate-*l/0.0%
associate-/l*0.0%
Simplified0.0%
Taylor expanded in x around inf 100.0%
Final simplification75.3%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(if (<= x 0.88)
(/
(- (pow (cbrt (* x 1.128386358070218)) 6.0) 1e-18)
(- (* x 1.128386358070218) 1e-9))
1.0))x = abs(x);
double code(double x) {
double tmp;
if (x <= 0.88) {
tmp = (pow(cbrt((x * 1.128386358070218)), 6.0) - 1e-18) / ((x * 1.128386358070218) - 1e-9);
} else {
tmp = 1.0;
}
return tmp;
}
x = Math.abs(x);
public static double code(double x) {
double tmp;
if (x <= 0.88) {
tmp = (Math.pow(Math.cbrt((x * 1.128386358070218)), 6.0) - 1e-18) / ((x * 1.128386358070218) - 1e-9);
} else {
tmp = 1.0;
}
return tmp;
}
x = abs(x) function code(x) tmp = 0.0 if (x <= 0.88) tmp = Float64(Float64((cbrt(Float64(x * 1.128386358070218)) ^ 6.0) - 1e-18) / Float64(Float64(x * 1.128386358070218) - 1e-9)); else tmp = 1.0; end return tmp end
NOTE: x should be positive before calling this function code[x_] := If[LessEqual[x, 0.88], N[(N[(N[Power[N[Power[N[(x * 1.128386358070218), $MachinePrecision], 1/3], $MachinePrecision], 6.0], $MachinePrecision] - 1e-18), $MachinePrecision] / N[(N[(x * 1.128386358070218), $MachinePrecision] - 1e-9), $MachinePrecision]), $MachinePrecision], 1.0]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 0.88:\\
\;\;\;\;\frac{{\left(\sqrt[3]{x \cdot 1.128386358070218}\right)}^{6} - 10^{-18}}{x \cdot 1.128386358070218 - 10^{-9}}\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 0.880000000000000004Initial program 70.9%
Simplified71.0%
Applied egg-rr40.3%
associate-*l/40.3%
associate-/l*40.3%
Simplified40.3%
Taylor expanded in x around 0 67.7%
*-commutative67.7%
Simplified67.7%
+-commutative67.7%
flip-+67.6%
swap-sqr67.6%
unpow267.6%
metadata-eval67.6%
metadata-eval67.6%
Applied egg-rr67.6%
unpow267.6%
metadata-eval67.6%
swap-sqr67.6%
rem-cube-cbrt67.6%
rem-cube-cbrt67.6%
pow-prod-up67.6%
metadata-eval67.6%
Applied egg-rr67.6%
if 0.880000000000000004 < x Initial program 100.0%
Simplified100.0%
Applied egg-rr0.0%
associate-*l/0.0%
associate-/l*0.0%
Simplified0.0%
Taylor expanded in x around inf 100.0%
Final simplification75.3%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(if (<= x 0.88)
(/
(- (* (pow x 2.0) 1.2732557730789702) 1e-18)
(- (* x 1.128386358070218) 1e-9))
1.0))x = abs(x);
double code(double x) {
double tmp;
if (x <= 0.88) {
tmp = ((pow(x, 2.0) * 1.2732557730789702) - 1e-18) / ((x * 1.128386358070218) - 1e-9);
} else {
tmp = 1.0;
}
return tmp;
}
NOTE: x should be positive before calling this function
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: tmp
if (x <= 0.88d0) then
tmp = (((x ** 2.0d0) * 1.2732557730789702d0) - 1d-18) / ((x * 1.128386358070218d0) - 1d-9)
else
tmp = 1.0d0
end if
code = tmp
end function
x = Math.abs(x);
public static double code(double x) {
double tmp;
if (x <= 0.88) {
tmp = ((Math.pow(x, 2.0) * 1.2732557730789702) - 1e-18) / ((x * 1.128386358070218) - 1e-9);
} else {
tmp = 1.0;
}
return tmp;
}
x = abs(x) def code(x): tmp = 0 if x <= 0.88: tmp = ((math.pow(x, 2.0) * 1.2732557730789702) - 1e-18) / ((x * 1.128386358070218) - 1e-9) else: tmp = 1.0 return tmp
x = abs(x) function code(x) tmp = 0.0 if (x <= 0.88) tmp = Float64(Float64(Float64((x ^ 2.0) * 1.2732557730789702) - 1e-18) / Float64(Float64(x * 1.128386358070218) - 1e-9)); else tmp = 1.0; end return tmp end
x = abs(x) function tmp_2 = code(x) tmp = 0.0; if (x <= 0.88) tmp = (((x ^ 2.0) * 1.2732557730789702) - 1e-18) / ((x * 1.128386358070218) - 1e-9); else tmp = 1.0; end tmp_2 = tmp; end
NOTE: x should be positive before calling this function code[x_] := If[LessEqual[x, 0.88], N[(N[(N[(N[Power[x, 2.0], $MachinePrecision] * 1.2732557730789702), $MachinePrecision] - 1e-18), $MachinePrecision] / N[(N[(x * 1.128386358070218), $MachinePrecision] - 1e-9), $MachinePrecision]), $MachinePrecision], 1.0]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 0.88:\\
\;\;\;\;\frac{{x}^{2} \cdot 1.2732557730789702 - 10^{-18}}{x \cdot 1.128386358070218 - 10^{-9}}\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 0.880000000000000004Initial program 70.9%
Simplified71.0%
Applied egg-rr40.3%
associate-*l/40.3%
associate-/l*40.3%
Simplified40.3%
Taylor expanded in x around 0 67.7%
*-commutative67.7%
Simplified67.7%
+-commutative67.7%
flip-+67.6%
swap-sqr67.6%
unpow267.6%
metadata-eval67.6%
metadata-eval67.6%
Applied egg-rr67.6%
if 0.880000000000000004 < x Initial program 100.0%
Simplified100.0%
Applied egg-rr0.0%
associate-*l/0.0%
associate-/l*0.0%
Simplified0.0%
Taylor expanded in x around inf 100.0%
Final simplification75.3%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(if (<= x 0.88)
(/
(- (pow (* x 1.128386358070218) 2.0) 1e-18)
(- (* x 1.128386358070218) 1e-9))
1.0))x = abs(x);
double code(double x) {
double tmp;
if (x <= 0.88) {
tmp = (pow((x * 1.128386358070218), 2.0) - 1e-18) / ((x * 1.128386358070218) - 1e-9);
} else {
tmp = 1.0;
}
return tmp;
}
NOTE: x should be positive before calling this function
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: tmp
if (x <= 0.88d0) then
tmp = (((x * 1.128386358070218d0) ** 2.0d0) - 1d-18) / ((x * 1.128386358070218d0) - 1d-9)
else
tmp = 1.0d0
end if
code = tmp
end function
x = Math.abs(x);
public static double code(double x) {
double tmp;
if (x <= 0.88) {
tmp = (Math.pow((x * 1.128386358070218), 2.0) - 1e-18) / ((x * 1.128386358070218) - 1e-9);
} else {
tmp = 1.0;
}
return tmp;
}
x = abs(x) def code(x): tmp = 0 if x <= 0.88: tmp = (math.pow((x * 1.128386358070218), 2.0) - 1e-18) / ((x * 1.128386358070218) - 1e-9) else: tmp = 1.0 return tmp
x = abs(x) function code(x) tmp = 0.0 if (x <= 0.88) tmp = Float64(Float64((Float64(x * 1.128386358070218) ^ 2.0) - 1e-18) / Float64(Float64(x * 1.128386358070218) - 1e-9)); else tmp = 1.0; end return tmp end
x = abs(x) function tmp_2 = code(x) tmp = 0.0; if (x <= 0.88) tmp = (((x * 1.128386358070218) ^ 2.0) - 1e-18) / ((x * 1.128386358070218) - 1e-9); else tmp = 1.0; end tmp_2 = tmp; end
NOTE: x should be positive before calling this function code[x_] := If[LessEqual[x, 0.88], N[(N[(N[Power[N[(x * 1.128386358070218), $MachinePrecision], 2.0], $MachinePrecision] - 1e-18), $MachinePrecision] / N[(N[(x * 1.128386358070218), $MachinePrecision] - 1e-9), $MachinePrecision]), $MachinePrecision], 1.0]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 0.88:\\
\;\;\;\;\frac{{\left(x \cdot 1.128386358070218\right)}^{2} - 10^{-18}}{x \cdot 1.128386358070218 - 10^{-9}}\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 0.880000000000000004Initial program 70.9%
Simplified71.0%
Applied egg-rr40.3%
associate-*l/40.3%
associate-/l*40.3%
Simplified40.3%
Taylor expanded in x around 0 67.7%
*-commutative67.7%
Simplified67.7%
+-commutative67.7%
flip-+67.6%
swap-sqr67.6%
unpow267.6%
metadata-eval67.6%
metadata-eval67.6%
Applied egg-rr67.6%
unpow267.6%
metadata-eval67.6%
swap-sqr67.6%
pow267.6%
Applied egg-rr67.6%
if 0.880000000000000004 < x Initial program 100.0%
Simplified100.0%
Applied egg-rr0.0%
associate-*l/0.0%
associate-/l*0.0%
Simplified0.0%
Taylor expanded in x around inf 100.0%
Final simplification75.3%
NOTE: x should be positive before calling this function (FPCore (x) :precision binary64 (if (<= x 0.88) (+ (* x 1.128386358070218) 1e-9) 1.0))
x = abs(x);
double code(double x) {
double tmp;
if (x <= 0.88) {
tmp = (x * 1.128386358070218) + 1e-9;
} else {
tmp = 1.0;
}
return tmp;
}
NOTE: x should be positive before calling this function
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: tmp
if (x <= 0.88d0) then
tmp = (x * 1.128386358070218d0) + 1d-9
else
tmp = 1.0d0
end if
code = tmp
end function
x = Math.abs(x);
public static double code(double x) {
double tmp;
if (x <= 0.88) {
tmp = (x * 1.128386358070218) + 1e-9;
} else {
tmp = 1.0;
}
return tmp;
}
x = abs(x) def code(x): tmp = 0 if x <= 0.88: tmp = (x * 1.128386358070218) + 1e-9 else: tmp = 1.0 return tmp
x = abs(x) function code(x) tmp = 0.0 if (x <= 0.88) tmp = Float64(Float64(x * 1.128386358070218) + 1e-9); else tmp = 1.0; end return tmp end
x = abs(x) function tmp_2 = code(x) tmp = 0.0; if (x <= 0.88) tmp = (x * 1.128386358070218) + 1e-9; else tmp = 1.0; end tmp_2 = tmp; end
NOTE: x should be positive before calling this function code[x_] := If[LessEqual[x, 0.88], N[(N[(x * 1.128386358070218), $MachinePrecision] + 1e-9), $MachinePrecision], 1.0]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 0.88:\\
\;\;\;\;x \cdot 1.128386358070218 + 10^{-9}\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 0.880000000000000004Initial program 70.9%
Simplified71.0%
Applied egg-rr40.3%
associate-*l/40.3%
associate-/l*40.3%
Simplified40.3%
Taylor expanded in x around 0 67.7%
*-commutative67.7%
Simplified67.7%
if 0.880000000000000004 < x Initial program 100.0%
Simplified100.0%
Applied egg-rr0.0%
associate-*l/0.0%
associate-/l*0.0%
Simplified0.0%
Taylor expanded in x around inf 100.0%
Final simplification75.4%
NOTE: x should be positive before calling this function (FPCore (x) :precision binary64 (if (<= x 2.8e-5) 1e-9 1.0))
x = abs(x);
double code(double x) {
double tmp;
if (x <= 2.8e-5) {
tmp = 1e-9;
} else {
tmp = 1.0;
}
return tmp;
}
NOTE: x should be positive before calling this function
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: tmp
if (x <= 2.8d-5) then
tmp = 1d-9
else
tmp = 1.0d0
end if
code = tmp
end function
x = Math.abs(x);
public static double code(double x) {
double tmp;
if (x <= 2.8e-5) {
tmp = 1e-9;
} else {
tmp = 1.0;
}
return tmp;
}
x = abs(x) def code(x): tmp = 0 if x <= 2.8e-5: tmp = 1e-9 else: tmp = 1.0 return tmp
x = abs(x) function code(x) tmp = 0.0 if (x <= 2.8e-5) tmp = 1e-9; else tmp = 1.0; end return tmp end
x = abs(x) function tmp_2 = code(x) tmp = 0.0; if (x <= 2.8e-5) tmp = 1e-9; else tmp = 1.0; end tmp_2 = tmp; end
NOTE: x should be positive before calling this function code[x_] := If[LessEqual[x, 2.8e-5], 1e-9, 1.0]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \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-rr40.4%
associate-*l/40.4%
associate-/l*40.4%
Simplified40.4%
Taylor expanded in x around 0 70.6%
if 2.79999999999999996e-5 < x Initial program 100.0%
Simplified100.0%
Applied egg-rr0.3%
associate-*l/0.3%
associate-/l*0.3%
Simplified0.3%
Taylor expanded in x around inf 98.7%
Final simplification77.4%
NOTE: x should be positive before calling this function (FPCore (x) :precision binary64 1e-9)
x = abs(x);
double code(double x) {
return 1e-9;
}
NOTE: x should be positive before calling this function
real(8) function code(x)
real(8), intent (in) :: x
code = 1d-9
end function
x = Math.abs(x);
public static double code(double x) {
return 1e-9;
}
x = abs(x) def code(x): return 1e-9
x = abs(x) function code(x) return 1e-9 end
x = abs(x) function tmp = code(x) tmp = 1e-9; end
NOTE: x should be positive before calling this function code[x_] := 1e-9
\begin{array}{l}
x = |x|\\
\\
10^{-9}
\end{array}
Initial program 77.9%
Simplified77.9%
Applied egg-rr30.7%
associate-*l/30.7%
associate-/l*30.7%
Simplified30.7%
Taylor expanded in x around 0 56.2%
Final simplification56.2%
herbie shell --seed 2023298
(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)))))))