
(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 8 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 (/ 1.0 (+ 1.0 (* x_m 0.3275911))))
(t_1 (+ 1.0 (* (fabs x_m) 0.3275911))))
(if (<= (fabs x_m) 5e-13)
(/
(+ 1e-27 (* (pow x_m 3.0) 1.436724444676459))
(+
1e-18
(-
(pow (* x_m 1.128386358070218) 2.0)
(* (* x_m 1.128386358070218) 1e-9))))
(+
1.0
(*
(/ 1.0 t_1)
(*
(exp (* x_m (- x_m)))
(-
(*
(+
-0.284496736
(*
t_0
(+
1.421413741
(*
t_0
(+
-1.453152027
(/
1.061405429
(+ 1.0 (* 2.0 (log (sqrt (pow (exp x_m) 0.3275911)))))))))))
(/ -1.0 t_1))
0.254829592)))))))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 (fabs(x_m) <= 5e-13) {
tmp = (1e-27 + (pow(x_m, 3.0) * 1.436724444676459)) / (1e-18 + (pow((x_m * 1.128386358070218), 2.0) - ((x_m * 1.128386358070218) * 1e-9)));
} else {
tmp = 1.0 + ((1.0 / t_1) * (exp((x_m * -x_m)) * (((-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (1.061405429 / (1.0 + (2.0 * log(sqrt(pow(exp(x_m), 0.3275911))))))))))) * (-1.0 / t_1)) - 0.254829592)));
}
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 / (1.0d0 + (x_m * 0.3275911d0))
t_1 = 1.0d0 + (abs(x_m) * 0.3275911d0)
if (abs(x_m) <= 5d-13) then
tmp = (1d-27 + ((x_m ** 3.0d0) * 1.436724444676459d0)) / (1d-18 + (((x_m * 1.128386358070218d0) ** 2.0d0) - ((x_m * 1.128386358070218d0) * 1d-9)))
else
tmp = 1.0d0 + ((1.0d0 / t_1) * (exp((x_m * -x_m)) * ((((-0.284496736d0) + (t_0 * (1.421413741d0 + (t_0 * ((-1.453152027d0) + (1.061405429d0 / (1.0d0 + (2.0d0 * log(sqrt((exp(x_m) ** 0.3275911d0))))))))))) * ((-1.0d0) / t_1)) - 0.254829592d0)))
end if
code = tmp
end function
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 (Math.abs(x_m) <= 5e-13) {
tmp = (1e-27 + (Math.pow(x_m, 3.0) * 1.436724444676459)) / (1e-18 + (Math.pow((x_m * 1.128386358070218), 2.0) - ((x_m * 1.128386358070218) * 1e-9)));
} else {
tmp = 1.0 + ((1.0 / t_1) * (Math.exp((x_m * -x_m)) * (((-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (1.061405429 / (1.0 + (2.0 * Math.log(Math.sqrt(Math.pow(Math.exp(x_m), 0.3275911))))))))))) * (-1.0 / t_1)) - 0.254829592)));
}
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 math.fabs(x_m) <= 5e-13: tmp = (1e-27 + (math.pow(x_m, 3.0) * 1.436724444676459)) / (1e-18 + (math.pow((x_m * 1.128386358070218), 2.0) - ((x_m * 1.128386358070218) * 1e-9))) else: tmp = 1.0 + ((1.0 / t_1) * (math.exp((x_m * -x_m)) * (((-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (1.061405429 / (1.0 + (2.0 * math.log(math.sqrt(math.pow(math.exp(x_m), 0.3275911))))))))))) * (-1.0 / t_1)) - 0.254829592))) 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 (abs(x_m) <= 5e-13) tmp = Float64(Float64(1e-27 + Float64((x_m ^ 3.0) * 1.436724444676459)) / Float64(1e-18 + Float64((Float64(x_m * 1.128386358070218) ^ 2.0) - Float64(Float64(x_m * 1.128386358070218) * 1e-9)))); else tmp = Float64(1.0 + Float64(Float64(1.0 / t_1) * Float64(exp(Float64(x_m * Float64(-x_m))) * Float64(Float64(Float64(-0.284496736 + Float64(t_0 * Float64(1.421413741 + Float64(t_0 * Float64(-1.453152027 + Float64(1.061405429 / Float64(1.0 + Float64(2.0 * log(sqrt((exp(x_m) ^ 0.3275911))))))))))) * Float64(-1.0 / t_1)) - 0.254829592)))); end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) t_0 = 1.0 / (1.0 + (x_m * 0.3275911)); t_1 = 1.0 + (abs(x_m) * 0.3275911); tmp = 0.0; if (abs(x_m) <= 5e-13) tmp = (1e-27 + ((x_m ^ 3.0) * 1.436724444676459)) / (1e-18 + (((x_m * 1.128386358070218) ^ 2.0) - ((x_m * 1.128386358070218) * 1e-9))); else tmp = 1.0 + ((1.0 / t_1) * (exp((x_m * -x_m)) * (((-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (1.061405429 / (1.0 + (2.0 * log(sqrt((exp(x_m) ^ 0.3275911))))))))))) * (-1.0 / t_1)) - 0.254829592))); end tmp_2 = 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[N[Abs[x$95$m], $MachinePrecision], 5e-13], N[(N[(1e-27 + N[(N[Power[x$95$m, 3.0], $MachinePrecision] * 1.436724444676459), $MachinePrecision]), $MachinePrecision] / N[(1e-18 + N[(N[Power[N[(x$95$m * 1.128386358070218), $MachinePrecision], 2.0], $MachinePrecision] - N[(N[(x$95$m * 1.128386358070218), $MachinePrecision] * 1e-9), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(N[(1.0 / t$95$1), $MachinePrecision] * N[(N[Exp[N[(x$95$m * (-x$95$m)), $MachinePrecision]], $MachinePrecision] * N[(N[(N[(-0.284496736 + N[(t$95$0 * N[(1.421413741 + N[(t$95$0 * N[(-1.453152027 + N[(1.061405429 / N[(1.0 + N[(2.0 * N[Log[N[Sqrt[N[Power[N[Exp[x$95$m], $MachinePrecision], 0.3275911], $MachinePrecision]], $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(-1.0 / t$95$1), $MachinePrecision]), $MachinePrecision] - 0.254829592), $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}\;\left|x_m\right| \leq 5 \cdot 10^{-13}:\\
\;\;\;\;\frac{10^{-27} + {x_m}^{3} \cdot 1.436724444676459}{10^{-18} + \left({\left(x_m \cdot 1.128386358070218\right)}^{2} - \left(x_m \cdot 1.128386358070218\right) \cdot 10^{-9}\right)}\\
\mathbf{else}:\\
\;\;\;\;1 + \frac{1}{t_1} \cdot \left(e^{x_m \cdot \left(-x_m\right)} \cdot \left(\left(-0.284496736 + t_0 \cdot \left(1.421413741 + t_0 \cdot \left(-1.453152027 + \frac{1.061405429}{1 + 2 \cdot \log \left(\sqrt{{\left(e^{x_m}\right)}^{0.3275911}}\right)}\right)\right)\right) \cdot \frac{-1}{t_1} - 0.254829592\right)\right)\\
\end{array}
\end{array}
if (fabs.f64 x) < 4.9999999999999999e-13Initial program 57.7%
Simplified57.7%
Applied egg-rr57.7%
Taylor expanded in x around 0 95.5%
*-commutative95.5%
Simplified95.5%
pow-pow99.8%
metadata-eval99.8%
pow199.8%
flip3-+99.8%
metadata-eval99.8%
unpow-prod-down99.8%
metadata-eval99.8%
metadata-eval99.8%
pow299.8%
Applied egg-rr99.8%
if 4.9999999999999999e-13 < (fabs.f64 x) Initial program 99.8%
Simplified99.8%
log1p-expm1-u99.8%
log1p-udef99.9%
add-sqr-sqrt57.0%
fabs-sqr57.0%
add-sqr-sqrt99.3%
Applied egg-rr99.3%
add-sqr-sqrt99.3%
log-prod99.3%
add-exp-log99.3%
log1p-def99.3%
log1p-expm1-u99.3%
*-commutative99.3%
exp-prod99.3%
add-exp-log99.3%
log1p-def99.3%
log1p-expm1-u99.3%
*-commutative99.3%
exp-prod99.3%
Applied egg-rr99.3%
count-299.3%
Simplified99.3%
expm1-log1p-u99.3%
expm1-udef99.3%
log1p-udef99.3%
+-commutative99.3%
fma-udef99.3%
add-exp-log99.3%
add-sqr-sqrt57.1%
fabs-sqr57.1%
add-sqr-sqrt99.3%
Applied egg-rr99.3%
fma-udef99.3%
associate--l+99.3%
metadata-eval99.3%
+-rgt-identity99.3%
Simplified99.3%
expm1-log1p-u99.3%
expm1-udef99.3%
log1p-udef99.3%
+-commutative99.3%
fma-udef99.3%
add-exp-log99.3%
add-sqr-sqrt57.1%
fabs-sqr57.1%
add-sqr-sqrt99.3%
Applied egg-rr99.3%
fma-udef99.3%
associate--l+99.3%
metadata-eval99.3%
+-rgt-identity99.3%
Simplified99.3%
Final simplification99.5%
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))
(t_2 (+ 1.0 (* x_m 0.3275911))))
(if (<= x_m 6.8e-7)
(/
(+ 1e-27 (* (pow x_m 3.0) 1.436724444676459))
(+
1e-18
(-
(pow (* x_m 1.128386358070218) 2.0)
(* (* x_m 1.128386358070218) 1e-9))))
(+
1.0
(*
t_1
(*
(exp (* x_m (- x_m)))
(-
(*
(+
-0.284496736
(*
t_1
(+
(+
1.421413741
(* 1.061405429 (/ 1.0 (* t_2 (- 1.0 (* x_m -0.3275911))))))
(* 1.453152027 (/ -1.0 t_2)))))
(/ -1.0 t_0))
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 t_2 = 1.0 + (x_m * 0.3275911);
double tmp;
if (x_m <= 6.8e-7) {
tmp = (1e-27 + (pow(x_m, 3.0) * 1.436724444676459)) / (1e-18 + (pow((x_m * 1.128386358070218), 2.0) - ((x_m * 1.128386358070218) * 1e-9)));
} else {
tmp = 1.0 + (t_1 * (exp((x_m * -x_m)) * (((-0.284496736 + (t_1 * ((1.421413741 + (1.061405429 * (1.0 / (t_2 * (1.0 - (x_m * -0.3275911)))))) + (1.453152027 * (-1.0 / t_2))))) * (-1.0 / t_0)) - 0.254829592)));
}
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) :: t_2
real(8) :: tmp
t_0 = 1.0d0 + (abs(x_m) * 0.3275911d0)
t_1 = 1.0d0 / t_0
t_2 = 1.0d0 + (x_m * 0.3275911d0)
if (x_m <= 6.8d-7) then
tmp = (1d-27 + ((x_m ** 3.0d0) * 1.436724444676459d0)) / (1d-18 + (((x_m * 1.128386358070218d0) ** 2.0d0) - ((x_m * 1.128386358070218d0) * 1d-9)))
else
tmp = 1.0d0 + (t_1 * (exp((x_m * -x_m)) * ((((-0.284496736d0) + (t_1 * ((1.421413741d0 + (1.061405429d0 * (1.0d0 / (t_2 * (1.0d0 - (x_m * (-0.3275911d0))))))) + (1.453152027d0 * ((-1.0d0) / t_2))))) * ((-1.0d0) / t_0)) - 0.254829592d0)))
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 t_1 = 1.0 / t_0;
double t_2 = 1.0 + (x_m * 0.3275911);
double tmp;
if (x_m <= 6.8e-7) {
tmp = (1e-27 + (Math.pow(x_m, 3.0) * 1.436724444676459)) / (1e-18 + (Math.pow((x_m * 1.128386358070218), 2.0) - ((x_m * 1.128386358070218) * 1e-9)));
} else {
tmp = 1.0 + (t_1 * (Math.exp((x_m * -x_m)) * (((-0.284496736 + (t_1 * ((1.421413741 + (1.061405429 * (1.0 / (t_2 * (1.0 - (x_m * -0.3275911)))))) + (1.453152027 * (-1.0 / t_2))))) * (-1.0 / t_0)) - 0.254829592)));
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): t_0 = 1.0 + (math.fabs(x_m) * 0.3275911) t_1 = 1.0 / t_0 t_2 = 1.0 + (x_m * 0.3275911) tmp = 0 if x_m <= 6.8e-7: tmp = (1e-27 + (math.pow(x_m, 3.0) * 1.436724444676459)) / (1e-18 + (math.pow((x_m * 1.128386358070218), 2.0) - ((x_m * 1.128386358070218) * 1e-9))) else: tmp = 1.0 + (t_1 * (math.exp((x_m * -x_m)) * (((-0.284496736 + (t_1 * ((1.421413741 + (1.061405429 * (1.0 / (t_2 * (1.0 - (x_m * -0.3275911)))))) + (1.453152027 * (-1.0 / t_2))))) * (-1.0 / t_0)) - 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) t_2 = Float64(1.0 + Float64(x_m * 0.3275911)) tmp = 0.0 if (x_m <= 6.8e-7) tmp = Float64(Float64(1e-27 + Float64((x_m ^ 3.0) * 1.436724444676459)) / Float64(1e-18 + Float64((Float64(x_m * 1.128386358070218) ^ 2.0) - Float64(Float64(x_m * 1.128386358070218) * 1e-9)))); else tmp = Float64(1.0 + Float64(t_1 * Float64(exp(Float64(x_m * Float64(-x_m))) * Float64(Float64(Float64(-0.284496736 + Float64(t_1 * Float64(Float64(1.421413741 + Float64(1.061405429 * Float64(1.0 / Float64(t_2 * Float64(1.0 - Float64(x_m * -0.3275911)))))) + Float64(1.453152027 * Float64(-1.0 / t_2))))) * Float64(-1.0 / t_0)) - 0.254829592)))); end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) t_0 = 1.0 + (abs(x_m) * 0.3275911); t_1 = 1.0 / t_0; t_2 = 1.0 + (x_m * 0.3275911); tmp = 0.0; if (x_m <= 6.8e-7) tmp = (1e-27 + ((x_m ^ 3.0) * 1.436724444676459)) / (1e-18 + (((x_m * 1.128386358070218) ^ 2.0) - ((x_m * 1.128386358070218) * 1e-9))); else tmp = 1.0 + (t_1 * (exp((x_m * -x_m)) * (((-0.284496736 + (t_1 * ((1.421413741 + (1.061405429 * (1.0 / (t_2 * (1.0 - (x_m * -0.3275911)))))) + (1.453152027 * (-1.0 / t_2))))) * (-1.0 / t_0)) - 0.254829592))); 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]}, Block[{t$95$1 = N[(1.0 / t$95$0), $MachinePrecision]}, Block[{t$95$2 = N[(1.0 + N[(x$95$m * 0.3275911), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[x$95$m, 6.8e-7], N[(N[(1e-27 + N[(N[Power[x$95$m, 3.0], $MachinePrecision] * 1.436724444676459), $MachinePrecision]), $MachinePrecision] / N[(1e-18 + N[(N[Power[N[(x$95$m * 1.128386358070218), $MachinePrecision], 2.0], $MachinePrecision] - N[(N[(x$95$m * 1.128386358070218), $MachinePrecision] * 1e-9), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(t$95$1 * N[(N[Exp[N[(x$95$m * (-x$95$m)), $MachinePrecision]], $MachinePrecision] * N[(N[(N[(-0.284496736 + N[(t$95$1 * N[(N[(1.421413741 + N[(1.061405429 * N[(1.0 / N[(t$95$2 * N[(1.0 - N[(x$95$m * -0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(1.453152027 * N[(-1.0 / t$95$2), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(-1.0 / t$95$0), $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}\\
t_2 := 1 + x_m \cdot 0.3275911\\
\mathbf{if}\;x_m \leq 6.8 \cdot 10^{-7}:\\
\;\;\;\;\frac{10^{-27} + {x_m}^{3} \cdot 1.436724444676459}{10^{-18} + \left({\left(x_m \cdot 1.128386358070218\right)}^{2} - \left(x_m \cdot 1.128386358070218\right) \cdot 10^{-9}\right)}\\
\mathbf{else}:\\
\;\;\;\;1 + t_1 \cdot \left(e^{x_m \cdot \left(-x_m\right)} \cdot \left(\left(-0.284496736 + t_1 \cdot \left(\left(1.421413741 + 1.061405429 \cdot \frac{1}{t_2 \cdot \left(1 - x_m \cdot -0.3275911\right)}\right) + 1.453152027 \cdot \frac{-1}{t_2}\right)\right) \cdot \frac{-1}{t_0} - 0.254829592\right)\right)\\
\end{array}
\end{array}
if x < 6.79999999999999948e-7Initial program 72.1%
Simplified72.1%
Applied egg-rr39.1%
Taylor expanded in x around 0 63.7%
*-commutative63.7%
Simplified63.7%
pow-pow66.2%
metadata-eval66.2%
pow166.2%
flip3-+66.0%
metadata-eval66.0%
unpow-prod-down66.0%
metadata-eval66.0%
metadata-eval66.0%
pow266.0%
Applied egg-rr66.0%
if 6.79999999999999948e-7 < x Initial program 99.6%
Simplified99.6%
log1p-expm1-u99.6%
log1p-udef99.8%
add-sqr-sqrt99.8%
fabs-sqr99.8%
add-sqr-sqrt99.8%
Applied egg-rr99.8%
Taylor expanded in x around -inf 99.8%
expm1-log1p-u99.8%
expm1-udef99.8%
log1p-udef99.8%
+-commutative99.8%
fma-udef99.8%
add-exp-log99.8%
add-sqr-sqrt99.8%
fabs-sqr99.8%
add-sqr-sqrt99.8%
Applied egg-rr99.8%
fma-udef99.8%
associate--l+99.8%
metadata-eval99.8%
+-rgt-identity99.8%
Simplified99.8%
expm1-log1p-u99.8%
expm1-udef99.8%
log1p-udef99.8%
+-commutative99.8%
fma-udef99.8%
add-exp-log99.8%
add-sqr-sqrt99.8%
fabs-sqr99.8%
add-sqr-sqrt99.8%
Applied egg-rr99.8%
fma-udef99.8%
associate--l+99.8%
metadata-eval99.8%
+-rgt-identity99.8%
Simplified99.8%
Final simplification76.5%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(let* ((t_0 (+ 1.0 (* (fabs x_m) 0.3275911)))
(t_1 (+ 1.0 (* x_m 0.3275911)))
(t_2 (/ 1.0 t_0)))
(if (<= x_m 4.2e-7)
(/
(+ 1e-27 (* (pow x_m 3.0) 1.436724444676459))
(+
1e-18
(-
(pow (* x_m 1.128386358070218) 2.0)
(* (* x_m 1.128386358070218) 1e-9))))
(+
1.0
(*
(*
(exp (* x_m (- x_m)))
(+
0.254829592
(*
t_2
(+
-0.284496736
(*
t_2
(+
1.421413741
(* (/ 1.0 t_1) (+ -1.453152027 (/ 1.061405429 t_1)))))))))
(/ -1.0 t_0))))))x_m = fabs(x);
double code(double x_m) {
double t_0 = 1.0 + (fabs(x_m) * 0.3275911);
double t_1 = 1.0 + (x_m * 0.3275911);
double t_2 = 1.0 / t_0;
double tmp;
if (x_m <= 4.2e-7) {
tmp = (1e-27 + (pow(x_m, 3.0) * 1.436724444676459)) / (1e-18 + (pow((x_m * 1.128386358070218), 2.0) - ((x_m * 1.128386358070218) * 1e-9)));
} else {
tmp = 1.0 + ((exp((x_m * -x_m)) * (0.254829592 + (t_2 * (-0.284496736 + (t_2 * (1.421413741 + ((1.0 / t_1) * (-1.453152027 + (1.061405429 / t_1))))))))) * (-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) :: t_1
real(8) :: t_2
real(8) :: tmp
t_0 = 1.0d0 + (abs(x_m) * 0.3275911d0)
t_1 = 1.0d0 + (x_m * 0.3275911d0)
t_2 = 1.0d0 / t_0
if (x_m <= 4.2d-7) then
tmp = (1d-27 + ((x_m ** 3.0d0) * 1.436724444676459d0)) / (1d-18 + (((x_m * 1.128386358070218d0) ** 2.0d0) - ((x_m * 1.128386358070218d0) * 1d-9)))
else
tmp = 1.0d0 + ((exp((x_m * -x_m)) * (0.254829592d0 + (t_2 * ((-0.284496736d0) + (t_2 * (1.421413741d0 + ((1.0d0 / t_1) * ((-1.453152027d0) + (1.061405429d0 / t_1))))))))) * ((-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 t_1 = 1.0 + (x_m * 0.3275911);
double t_2 = 1.0 / t_0;
double tmp;
if (x_m <= 4.2e-7) {
tmp = (1e-27 + (Math.pow(x_m, 3.0) * 1.436724444676459)) / (1e-18 + (Math.pow((x_m * 1.128386358070218), 2.0) - ((x_m * 1.128386358070218) * 1e-9)));
} else {
tmp = 1.0 + ((Math.exp((x_m * -x_m)) * (0.254829592 + (t_2 * (-0.284496736 + (t_2 * (1.421413741 + ((1.0 / t_1) * (-1.453152027 + (1.061405429 / t_1))))))))) * (-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) t_1 = 1.0 + (x_m * 0.3275911) t_2 = 1.0 / t_0 tmp = 0 if x_m <= 4.2e-7: tmp = (1e-27 + (math.pow(x_m, 3.0) * 1.436724444676459)) / (1e-18 + (math.pow((x_m * 1.128386358070218), 2.0) - ((x_m * 1.128386358070218) * 1e-9))) else: tmp = 1.0 + ((math.exp((x_m * -x_m)) * (0.254829592 + (t_2 * (-0.284496736 + (t_2 * (1.421413741 + ((1.0 / t_1) * (-1.453152027 + (1.061405429 / t_1))))))))) * (-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)) t_1 = Float64(1.0 + Float64(x_m * 0.3275911)) t_2 = Float64(1.0 / t_0) tmp = 0.0 if (x_m <= 4.2e-7) tmp = Float64(Float64(1e-27 + Float64((x_m ^ 3.0) * 1.436724444676459)) / Float64(1e-18 + Float64((Float64(x_m * 1.128386358070218) ^ 2.0) - Float64(Float64(x_m * 1.128386358070218) * 1e-9)))); else tmp = Float64(1.0 + Float64(Float64(exp(Float64(x_m * Float64(-x_m))) * Float64(0.254829592 + Float64(t_2 * Float64(-0.284496736 + Float64(t_2 * Float64(1.421413741 + Float64(Float64(1.0 / t_1) * Float64(-1.453152027 + Float64(1.061405429 / t_1))))))))) * 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); t_1 = 1.0 + (x_m * 0.3275911); t_2 = 1.0 / t_0; tmp = 0.0; if (x_m <= 4.2e-7) tmp = (1e-27 + ((x_m ^ 3.0) * 1.436724444676459)) / (1e-18 + (((x_m * 1.128386358070218) ^ 2.0) - ((x_m * 1.128386358070218) * 1e-9))); else tmp = 1.0 + ((exp((x_m * -x_m)) * (0.254829592 + (t_2 * (-0.284496736 + (t_2 * (1.421413741 + ((1.0 / t_1) * (-1.453152027 + (1.061405429 / t_1))))))))) * (-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]}, Block[{t$95$1 = N[(1.0 + N[(x$95$m * 0.3275911), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(1.0 / t$95$0), $MachinePrecision]}, If[LessEqual[x$95$m, 4.2e-7], N[(N[(1e-27 + N[(N[Power[x$95$m, 3.0], $MachinePrecision] * 1.436724444676459), $MachinePrecision]), $MachinePrecision] / N[(1e-18 + N[(N[Power[N[(x$95$m * 1.128386358070218), $MachinePrecision], 2.0], $MachinePrecision] - N[(N[(x$95$m * 1.128386358070218), $MachinePrecision] * 1e-9), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(N[(N[Exp[N[(x$95$m * (-x$95$m)), $MachinePrecision]], $MachinePrecision] * N[(0.254829592 + N[(t$95$2 * N[(-0.284496736 + N[(t$95$2 * N[(1.421413741 + N[(N[(1.0 / t$95$1), $MachinePrecision] * N[(-1.453152027 + N[(1.061405429 / t$95$1), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(-1.0 / t$95$0), $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 := 1 + x_m \cdot 0.3275911\\
t_2 := \frac{1}{t_0}\\
\mathbf{if}\;x_m \leq 4.2 \cdot 10^{-7}:\\
\;\;\;\;\frac{10^{-27} + {x_m}^{3} \cdot 1.436724444676459}{10^{-18} + \left({\left(x_m \cdot 1.128386358070218\right)}^{2} - \left(x_m \cdot 1.128386358070218\right) \cdot 10^{-9}\right)}\\
\mathbf{else}:\\
\;\;\;\;1 + \left(e^{x_m \cdot \left(-x_m\right)} \cdot \left(0.254829592 + t_2 \cdot \left(-0.284496736 + t_2 \cdot \left(1.421413741 + \frac{1}{t_1} \cdot \left(-1.453152027 + \frac{1.061405429}{t_1}\right)\right)\right)\right)\right) \cdot \frac{-1}{t_0}\\
\end{array}
\end{array}
if x < 4.2e-7Initial program 72.1%
Simplified72.1%
Applied egg-rr39.1%
Taylor expanded in x around 0 63.7%
*-commutative63.7%
Simplified63.7%
pow-pow66.2%
metadata-eval66.2%
pow166.2%
flip3-+66.0%
metadata-eval66.0%
unpow-prod-down66.0%
metadata-eval66.0%
metadata-eval66.0%
pow266.0%
Applied egg-rr66.0%
if 4.2e-7 < x Initial program 99.6%
Simplified99.6%
log1p-expm1-u99.6%
log1p-udef99.8%
add-sqr-sqrt99.8%
fabs-sqr99.8%
add-sqr-sqrt99.8%
Applied egg-rr99.8%
add-sqr-sqrt99.8%
log-prod99.8%
add-exp-log99.8%
log1p-def99.8%
log1p-expm1-u99.8%
*-commutative99.8%
exp-prod99.8%
add-exp-log99.8%
log1p-def99.8%
log1p-expm1-u99.8%
*-commutative99.8%
exp-prod99.8%
Applied egg-rr99.8%
count-299.8%
Simplified99.8%
expm1-log1p-u99.8%
expm1-udef99.8%
log1p-udef99.8%
+-commutative99.8%
fma-udef99.8%
add-exp-log99.8%
add-sqr-sqrt99.8%
fabs-sqr99.8%
add-sqr-sqrt99.8%
Applied egg-rr99.8%
fma-udef99.8%
associate--l+99.8%
metadata-eval99.8%
+-rgt-identity99.8%
Simplified99.8%
expm1-log1p-u3.6%
expm1-udef3.6%
*-commutative3.6%
add-log-exp3.6%
exp-to-pow3.6%
pow23.6%
add-sqr-sqrt3.5%
pow-exp3.5%
rem-log-exp3.4%
Applied egg-rr3.4%
expm1-def3.4%
expm1-log1p99.6%
Simplified99.6%
Final simplification76.5%
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 (<= x_m 0.21)
(/
(+ 1e-27 (* (pow x_m 3.0) 1.436724444676459))
(+
1e-18
(-
(pow (* x_m 1.128386358070218) 2.0)
(* (* x_m 1.128386358070218) 1e-9))))
(+
1.0
(*
t_1
(*
(exp (* x_m (- x_m)))
(-
(*
(+
-0.284496736
(*
t_1
(+
1.421413741
(*
(/ 1.0 (+ 1.0 (* x_m 0.3275911)))
(- (* x_m -0.3477069720320819) 0.391746598)))))
(/ -1.0 t_0))
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 (x_m <= 0.21) {
tmp = (1e-27 + (pow(x_m, 3.0) * 1.436724444676459)) / (1e-18 + (pow((x_m * 1.128386358070218), 2.0) - ((x_m * 1.128386358070218) * 1e-9)));
} else {
tmp = 1.0 + (t_1 * (exp((x_m * -x_m)) * (((-0.284496736 + (t_1 * (1.421413741 + ((1.0 / (1.0 + (x_m * 0.3275911))) * ((x_m * -0.3477069720320819) - 0.391746598))))) * (-1.0 / t_0)) - 0.254829592)));
}
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 + (abs(x_m) * 0.3275911d0)
t_1 = 1.0d0 / t_0
if (x_m <= 0.21d0) then
tmp = (1d-27 + ((x_m ** 3.0d0) * 1.436724444676459d0)) / (1d-18 + (((x_m * 1.128386358070218d0) ** 2.0d0) - ((x_m * 1.128386358070218d0) * 1d-9)))
else
tmp = 1.0d0 + (t_1 * (exp((x_m * -x_m)) * ((((-0.284496736d0) + (t_1 * (1.421413741d0 + ((1.0d0 / (1.0d0 + (x_m * 0.3275911d0))) * ((x_m * (-0.3477069720320819d0)) - 0.391746598d0))))) * ((-1.0d0) / t_0)) - 0.254829592d0)))
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 t_1 = 1.0 / t_0;
double tmp;
if (x_m <= 0.21) {
tmp = (1e-27 + (Math.pow(x_m, 3.0) * 1.436724444676459)) / (1e-18 + (Math.pow((x_m * 1.128386358070218), 2.0) - ((x_m * 1.128386358070218) * 1e-9)));
} else {
tmp = 1.0 + (t_1 * (Math.exp((x_m * -x_m)) * (((-0.284496736 + (t_1 * (1.421413741 + ((1.0 / (1.0 + (x_m * 0.3275911))) * ((x_m * -0.3477069720320819) - 0.391746598))))) * (-1.0 / t_0)) - 0.254829592)));
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): t_0 = 1.0 + (math.fabs(x_m) * 0.3275911) t_1 = 1.0 / t_0 tmp = 0 if x_m <= 0.21: tmp = (1e-27 + (math.pow(x_m, 3.0) * 1.436724444676459)) / (1e-18 + (math.pow((x_m * 1.128386358070218), 2.0) - ((x_m * 1.128386358070218) * 1e-9))) else: tmp = 1.0 + (t_1 * (math.exp((x_m * -x_m)) * (((-0.284496736 + (t_1 * (1.421413741 + ((1.0 / (1.0 + (x_m * 0.3275911))) * ((x_m * -0.3477069720320819) - 0.391746598))))) * (-1.0 / t_0)) - 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 (x_m <= 0.21) tmp = Float64(Float64(1e-27 + Float64((x_m ^ 3.0) * 1.436724444676459)) / Float64(1e-18 + Float64((Float64(x_m * 1.128386358070218) ^ 2.0) - Float64(Float64(x_m * 1.128386358070218) * 1e-9)))); else tmp = Float64(1.0 + Float64(t_1 * Float64(exp(Float64(x_m * Float64(-x_m))) * Float64(Float64(Float64(-0.284496736 + Float64(t_1 * Float64(1.421413741 + Float64(Float64(1.0 / Float64(1.0 + Float64(x_m * 0.3275911))) * Float64(Float64(x_m * -0.3477069720320819) - 0.391746598))))) * Float64(-1.0 / t_0)) - 0.254829592)))); end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) t_0 = 1.0 + (abs(x_m) * 0.3275911); t_1 = 1.0 / t_0; tmp = 0.0; if (x_m <= 0.21) tmp = (1e-27 + ((x_m ^ 3.0) * 1.436724444676459)) / (1e-18 + (((x_m * 1.128386358070218) ^ 2.0) - ((x_m * 1.128386358070218) * 1e-9))); else tmp = 1.0 + (t_1 * (exp((x_m * -x_m)) * (((-0.284496736 + (t_1 * (1.421413741 + ((1.0 / (1.0 + (x_m * 0.3275911))) * ((x_m * -0.3477069720320819) - 0.391746598))))) * (-1.0 / t_0)) - 0.254829592))); 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]}, Block[{t$95$1 = N[(1.0 / t$95$0), $MachinePrecision]}, If[LessEqual[x$95$m, 0.21], N[(N[(1e-27 + N[(N[Power[x$95$m, 3.0], $MachinePrecision] * 1.436724444676459), $MachinePrecision]), $MachinePrecision] / N[(1e-18 + N[(N[Power[N[(x$95$m * 1.128386358070218), $MachinePrecision], 2.0], $MachinePrecision] - N[(N[(x$95$m * 1.128386358070218), $MachinePrecision] * 1e-9), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(t$95$1 * N[(N[Exp[N[(x$95$m * (-x$95$m)), $MachinePrecision]], $MachinePrecision] * N[(N[(N[(-0.284496736 + N[(t$95$1 * N[(1.421413741 + N[(N[(1.0 / N[(1.0 + N[(x$95$m * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(N[(x$95$m * -0.3477069720320819), $MachinePrecision] - 0.391746598), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(-1.0 / t$95$0), $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}\;x_m \leq 0.21:\\
\;\;\;\;\frac{10^{-27} + {x_m}^{3} \cdot 1.436724444676459}{10^{-18} + \left({\left(x_m \cdot 1.128386358070218\right)}^{2} - \left(x_m \cdot 1.128386358070218\right) \cdot 10^{-9}\right)}\\
\mathbf{else}:\\
\;\;\;\;1 + t_1 \cdot \left(e^{x_m \cdot \left(-x_m\right)} \cdot \left(\left(-0.284496736 + t_1 \cdot \left(1.421413741 + \frac{1}{1 + x_m \cdot 0.3275911} \cdot \left(x_m \cdot -0.3477069720320819 - 0.391746598\right)\right)\right) \cdot \frac{-1}{t_0} - 0.254829592\right)\right)\\
\end{array}
\end{array}
if x < 0.209999999999999992Initial program 72.3%
Simplified72.3%
Applied egg-rr39.0%
Taylor expanded in x around 0 63.5%
*-commutative63.5%
Simplified63.5%
pow-pow65.9%
metadata-eval65.9%
pow165.9%
flip3-+65.8%
metadata-eval65.8%
unpow-prod-down65.8%
metadata-eval65.8%
metadata-eval65.8%
pow265.8%
Applied egg-rr65.8%
if 0.209999999999999992 < x Initial program 99.9%
Simplified100.0%
log1p-expm1-u100.0%
log1p-udef100.0%
add-sqr-sqrt100.0%
fabs-sqr100.0%
add-sqr-sqrt100.0%
Applied egg-rr100.0%
add-sqr-sqrt100.0%
log-prod100.0%
add-exp-log100.0%
log1p-def100.0%
log1p-expm1-u100.0%
*-commutative100.0%
exp-prod100.0%
add-exp-log100.0%
log1p-def100.0%
log1p-expm1-u100.0%
*-commutative100.0%
exp-prod100.0%
Applied egg-rr100.0%
count-2100.0%
Simplified100.0%
expm1-log1p-u100.0%
expm1-udef100.0%
log1p-udef100.0%
+-commutative100.0%
fma-udef100.0%
add-exp-log100.0%
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 99.1%
Final simplification75.9%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(if (<= x_m 0.88)
(/
(+ 1e-27 (* (pow x_m 3.0) 1.436724444676459))
(+
1e-18
(-
(pow (* x_m 1.128386358070218) 2.0)
(* (* x_m 1.128386358070218) 1e-9))))
(pow 1.0 0.3333333333333333)))x_m = fabs(x);
double code(double x_m) {
double tmp;
if (x_m <= 0.88) {
tmp = (1e-27 + (pow(x_m, 3.0) * 1.436724444676459)) / (1e-18 + (pow((x_m * 1.128386358070218), 2.0) - ((x_m * 1.128386358070218) * 1e-9)));
} else {
tmp = pow(1.0, 0.3333333333333333);
}
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-27 + ((x_m ** 3.0d0) * 1.436724444676459d0)) / (1d-18 + (((x_m * 1.128386358070218d0) ** 2.0d0) - ((x_m * 1.128386358070218d0) * 1d-9)))
else
tmp = 1.0d0 ** 0.3333333333333333d0
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-27 + (Math.pow(x_m, 3.0) * 1.436724444676459)) / (1e-18 + (Math.pow((x_m * 1.128386358070218), 2.0) - ((x_m * 1.128386358070218) * 1e-9)));
} else {
tmp = Math.pow(1.0, 0.3333333333333333);
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): tmp = 0 if x_m <= 0.88: tmp = (1e-27 + (math.pow(x_m, 3.0) * 1.436724444676459)) / (1e-18 + (math.pow((x_m * 1.128386358070218), 2.0) - ((x_m * 1.128386358070218) * 1e-9))) else: tmp = math.pow(1.0, 0.3333333333333333) return tmp
x_m = abs(x) function code(x_m) tmp = 0.0 if (x_m <= 0.88) tmp = Float64(Float64(1e-27 + Float64((x_m ^ 3.0) * 1.436724444676459)) / Float64(1e-18 + Float64((Float64(x_m * 1.128386358070218) ^ 2.0) - Float64(Float64(x_m * 1.128386358070218) * 1e-9)))); else tmp = 1.0 ^ 0.3333333333333333; end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) tmp = 0.0; if (x_m <= 0.88) tmp = (1e-27 + ((x_m ^ 3.0) * 1.436724444676459)) / (1e-18 + (((x_m * 1.128386358070218) ^ 2.0) - ((x_m * 1.128386358070218) * 1e-9))); else tmp = 1.0 ^ 0.3333333333333333; end tmp_2 = tmp; end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := If[LessEqual[x$95$m, 0.88], N[(N[(1e-27 + N[(N[Power[x$95$m, 3.0], $MachinePrecision] * 1.436724444676459), $MachinePrecision]), $MachinePrecision] / N[(1e-18 + N[(N[Power[N[(x$95$m * 1.128386358070218), $MachinePrecision], 2.0], $MachinePrecision] - N[(N[(x$95$m * 1.128386358070218), $MachinePrecision] * 1e-9), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[Power[1.0, 0.3333333333333333], $MachinePrecision]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;x_m \leq 0.88:\\
\;\;\;\;\frac{10^{-27} + {x_m}^{3} \cdot 1.436724444676459}{10^{-18} + \left({\left(x_m \cdot 1.128386358070218\right)}^{2} - \left(x_m \cdot 1.128386358070218\right) \cdot 10^{-9}\right)}\\
\mathbf{else}:\\
\;\;\;\;{1}^{0.3333333333333333}\\
\end{array}
\end{array}
if x < 0.880000000000000004Initial program 72.4%
Simplified72.4%
Applied egg-rr38.9%
Taylor expanded in x around 0 63.3%
*-commutative63.3%
Simplified63.3%
pow-pow65.7%
metadata-eval65.7%
pow165.7%
flip3-+65.5%
metadata-eval65.5%
unpow-prod-down65.5%
metadata-eval65.5%
metadata-eval65.5%
pow265.5%
Applied egg-rr65.5%
if 0.880000000000000004 < x Initial program 100.0%
Simplified100.0%
Applied egg-rr3.1%
Taylor expanded in x around inf 100.0%
Final simplification75.9%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 (if (<= x_m 0.88) (+ (* x_m 1.128386358070218) 1e-9) (pow 1.0 0.3333333333333333)))
x_m = fabs(x);
double code(double x_m) {
double tmp;
if (x_m <= 0.88) {
tmp = (x_m * 1.128386358070218) + 1e-9;
} else {
tmp = pow(1.0, 0.3333333333333333);
}
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 = (x_m * 1.128386358070218d0) + 1d-9
else
tmp = 1.0d0 ** 0.3333333333333333d0
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 = (x_m * 1.128386358070218) + 1e-9;
} else {
tmp = Math.pow(1.0, 0.3333333333333333);
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): tmp = 0 if x_m <= 0.88: tmp = (x_m * 1.128386358070218) + 1e-9 else: tmp = math.pow(1.0, 0.3333333333333333) return tmp
x_m = abs(x) function code(x_m) tmp = 0.0 if (x_m <= 0.88) tmp = Float64(Float64(x_m * 1.128386358070218) + 1e-9); else tmp = 1.0 ^ 0.3333333333333333; end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) tmp = 0.0; if (x_m <= 0.88) tmp = (x_m * 1.128386358070218) + 1e-9; else tmp = 1.0 ^ 0.3333333333333333; end tmp_2 = tmp; end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := If[LessEqual[x$95$m, 0.88], N[(N[(x$95$m * 1.128386358070218), $MachinePrecision] + 1e-9), $MachinePrecision], N[Power[1.0, 0.3333333333333333], $MachinePrecision]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;x_m \leq 0.88:\\
\;\;\;\;x_m \cdot 1.128386358070218 + 10^{-9}\\
\mathbf{else}:\\
\;\;\;\;{1}^{0.3333333333333333}\\
\end{array}
\end{array}
if x < 0.880000000000000004Initial program 72.4%
Simplified72.4%
Applied egg-rr38.9%
Taylor expanded in x around 0 63.3%
*-commutative63.3%
Simplified63.3%
pow-pow65.7%
metadata-eval65.7%
pow165.7%
+-commutative65.7%
Applied egg-rr65.7%
if 0.880000000000000004 < x Initial program 100.0%
Simplified100.0%
Applied egg-rr3.1%
Taylor expanded in x around inf 100.0%
Final simplification76.0%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 (cbrt 1e-27))
x_m = fabs(x);
double code(double x_m) {
return cbrt(1e-27);
}
x_m = Math.abs(x);
public static double code(double x_m) {
return Math.cbrt(1e-27);
}
x_m = abs(x) function code(x_m) return cbrt(1e-27) end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := N[Power[1e-27, 1/3], $MachinePrecision]
\begin{array}{l}
x_m = \left|x\right|
\\
\sqrt[3]{10^{-27}}
\end{array}
Initial program 80.7%
Simplified80.7%
Applied egg-rr28.1%
Taylor expanded in x around 0 50.4%
Final simplification50.4%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 (+ (* x_m 1.128386358070218) 1e-9))
x_m = fabs(x);
double code(double x_m) {
return (x_m * 1.128386358070218) + 1e-9;
}
x_m = abs(x)
real(8) function code(x_m)
real(8), intent (in) :: x_m
code = (x_m * 1.128386358070218d0) + 1d-9
end function
x_m = Math.abs(x);
public static double code(double x_m) {
return (x_m * 1.128386358070218) + 1e-9;
}
x_m = math.fabs(x) def code(x_m): return (x_m * 1.128386358070218) + 1e-9
x_m = abs(x) function code(x_m) return Float64(Float64(x_m * 1.128386358070218) + 1e-9) end
x_m = abs(x); function tmp = code(x_m) tmp = (x_m * 1.128386358070218) + 1e-9; end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := N[(N[(x$95$m * 1.128386358070218), $MachinePrecision] + 1e-9), $MachinePrecision]
\begin{array}{l}
x_m = \left|x\right|
\\
x_m \cdot 1.128386358070218 + 10^{-9}
\end{array}
Initial program 80.7%
Simplified80.7%
Applied egg-rr28.1%
Taylor expanded in x around 0 45.8%
*-commutative45.8%
Simplified45.8%
pow-pow47.7%
metadata-eval47.7%
pow147.7%
+-commutative47.7%
Applied egg-rr47.7%
Final simplification47.7%
herbie shell --seed 2023319
(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)))))))