
(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 9 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 (* x 0.3275911))))
(if (<= (fabs x) 0.0002)
(+
1e-9
(+
(* -0.00011824294398844343 (pow x 2.0))
(+ (* -0.37545125292247583 (pow x 3.0)) (* x 1.128386358070218))))
(+
1.0
(*
(/ 1.0 (+ 1.0 (* (fabs x) 0.3275911)))
(*
(exp (* x (- x)))
(-
(*
(/ 1.0 (+ 1.0 (log (pow (exp (fabs x)) 0.3275911))))
(-
(*
(/ 1.0 t_0)
(-
(* (+ -1.453152027 (/ 1.061405429 t_0)) (/ -1.0 t_0))
1.421413741))
-0.284496736))
0.254829592)))))))x = abs(x);
double code(double x) {
double t_0 = 1.0 + (x * 0.3275911);
double tmp;
if (fabs(x) <= 0.0002) {
tmp = 1e-9 + ((-0.00011824294398844343 * pow(x, 2.0)) + ((-0.37545125292247583 * pow(x, 3.0)) + (x * 1.128386358070218)));
} else {
tmp = 1.0 + ((1.0 / (1.0 + (fabs(x) * 0.3275911))) * (exp((x * -x)) * (((1.0 / (1.0 + log(pow(exp(fabs(x)), 0.3275911)))) * (((1.0 / t_0) * (((-1.453152027 + (1.061405429 / t_0)) * (-1.0 / t_0)) - 1.421413741)) - -0.284496736)) - 0.254829592)));
}
return tmp;
}
NOTE: x should be positive before calling this function
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: t_0
real(8) :: tmp
t_0 = 1.0d0 + (x * 0.3275911d0)
if (abs(x) <= 0.0002d0) then
tmp = 1d-9 + (((-0.00011824294398844343d0) * (x ** 2.0d0)) + (((-0.37545125292247583d0) * (x ** 3.0d0)) + (x * 1.128386358070218d0)))
else
tmp = 1.0d0 + ((1.0d0 / (1.0d0 + (abs(x) * 0.3275911d0))) * (exp((x * -x)) * (((1.0d0 / (1.0d0 + log((exp(abs(x)) ** 0.3275911d0)))) * (((1.0d0 / t_0) * ((((-1.453152027d0) + (1.061405429d0 / t_0)) * ((-1.0d0) / t_0)) - 1.421413741d0)) - (-0.284496736d0))) - 0.254829592d0)))
end if
code = tmp
end function
x = Math.abs(x);
public static double code(double x) {
double t_0 = 1.0 + (x * 0.3275911);
double tmp;
if (Math.abs(x) <= 0.0002) {
tmp = 1e-9 + ((-0.00011824294398844343 * Math.pow(x, 2.0)) + ((-0.37545125292247583 * Math.pow(x, 3.0)) + (x * 1.128386358070218)));
} else {
tmp = 1.0 + ((1.0 / (1.0 + (Math.abs(x) * 0.3275911))) * (Math.exp((x * -x)) * (((1.0 / (1.0 + Math.log(Math.pow(Math.exp(Math.abs(x)), 0.3275911)))) * (((1.0 / t_0) * (((-1.453152027 + (1.061405429 / t_0)) * (-1.0 / t_0)) - 1.421413741)) - -0.284496736)) - 0.254829592)));
}
return tmp;
}
x = abs(x) def code(x): t_0 = 1.0 + (x * 0.3275911) tmp = 0 if math.fabs(x) <= 0.0002: tmp = 1e-9 + ((-0.00011824294398844343 * math.pow(x, 2.0)) + ((-0.37545125292247583 * math.pow(x, 3.0)) + (x * 1.128386358070218))) else: tmp = 1.0 + ((1.0 / (1.0 + (math.fabs(x) * 0.3275911))) * (math.exp((x * -x)) * (((1.0 / (1.0 + math.log(math.pow(math.exp(math.fabs(x)), 0.3275911)))) * (((1.0 / t_0) * (((-1.453152027 + (1.061405429 / t_0)) * (-1.0 / t_0)) - 1.421413741)) - -0.284496736)) - 0.254829592))) return tmp
x = abs(x) function code(x) t_0 = Float64(1.0 + Float64(x * 0.3275911)) tmp = 0.0 if (abs(x) <= 0.0002) tmp = Float64(1e-9 + Float64(Float64(-0.00011824294398844343 * (x ^ 2.0)) + Float64(Float64(-0.37545125292247583 * (x ^ 3.0)) + Float64(x * 1.128386358070218)))); else tmp = Float64(1.0 + Float64(Float64(1.0 / Float64(1.0 + Float64(abs(x) * 0.3275911))) * Float64(exp(Float64(x * Float64(-x))) * Float64(Float64(Float64(1.0 / Float64(1.0 + log((exp(abs(x)) ^ 0.3275911)))) * Float64(Float64(Float64(1.0 / t_0) * Float64(Float64(Float64(-1.453152027 + Float64(1.061405429 / t_0)) * Float64(-1.0 / t_0)) - 1.421413741)) - -0.284496736)) - 0.254829592)))); end return tmp end
x = abs(x) function tmp_2 = code(x) t_0 = 1.0 + (x * 0.3275911); tmp = 0.0; if (abs(x) <= 0.0002) tmp = 1e-9 + ((-0.00011824294398844343 * (x ^ 2.0)) + ((-0.37545125292247583 * (x ^ 3.0)) + (x * 1.128386358070218))); else tmp = 1.0 + ((1.0 / (1.0 + (abs(x) * 0.3275911))) * (exp((x * -x)) * (((1.0 / (1.0 + log((exp(abs(x)) ^ 0.3275911)))) * (((1.0 / t_0) * (((-1.453152027 + (1.061405429 / t_0)) * (-1.0 / t_0)) - 1.421413741)) - -0.284496736)) - 0.254829592))); end tmp_2 = tmp; end
NOTE: x should be positive before calling this function
code[x_] := Block[{t$95$0 = N[(1.0 + N[(x * 0.3275911), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[Abs[x], $MachinePrecision], 0.0002], N[(1e-9 + N[(N[(-0.00011824294398844343 * N[Power[x, 2.0], $MachinePrecision]), $MachinePrecision] + N[(N[(-0.37545125292247583 * N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision] + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(N[(1.0 / N[(1.0 + N[(N[Abs[x], $MachinePrecision] * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(N[Exp[N[(x * (-x)), $MachinePrecision]], $MachinePrecision] * N[(N[(N[(1.0 / N[(1.0 + N[Log[N[Power[N[Exp[N[Abs[x], $MachinePrecision]], $MachinePrecision], 0.3275911], $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(N[(N[(1.0 / t$95$0), $MachinePrecision] * N[(N[(N[(-1.453152027 + N[(1.061405429 / t$95$0), $MachinePrecision]), $MachinePrecision] * N[(-1.0 / t$95$0), $MachinePrecision]), $MachinePrecision] - 1.421413741), $MachinePrecision]), $MachinePrecision] - -0.284496736), $MachinePrecision]), $MachinePrecision] - 0.254829592), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
t_0 := 1 + x \cdot 0.3275911\\
\mathbf{if}\;\left|x\right| \leq 0.0002:\\
\;\;\;\;10^{-9} + \left(-0.00011824294398844343 \cdot {x}^{2} + \left(-0.37545125292247583 \cdot {x}^{3} + x \cdot 1.128386358070218\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 + \frac{1}{1 + \left|x\right| \cdot 0.3275911} \cdot \left(e^{x \cdot \left(-x\right)} \cdot \left(\frac{1}{1 + \log \left({\left(e^{\left|x\right|}\right)}^{0.3275911}\right)} \cdot \left(\frac{1}{t_0} \cdot \left(\left(-1.453152027 + \frac{1.061405429}{t_0}\right) \cdot \frac{-1}{t_0} - 1.421413741\right) - -0.284496736\right) - 0.254829592\right)\right)\\
\end{array}
\end{array}
if (fabs.f64 x) < 2.0000000000000001e-4Initial program 57.9%
associate-*l*57.9%
Simplified57.9%
Applied egg-rr57.9%
distribute-neg-frac57.9%
Simplified56.9%
Taylor expanded in x around 0 97.0%
if 2.0000000000000001e-4 < (fabs.f64 x) Initial program 99.9%
associate-*l*99.9%
Simplified99.9%
expm1-log1p-u99.9%
expm1-udef99.9%
log1p-udef99.9%
add-exp-log99.9%
+-commutative99.9%
fma-udef99.9%
Applied egg-rr99.9%
fma-def99.9%
associate--l+99.9%
metadata-eval99.9%
+-rgt-identity99.9%
unpow199.9%
sqr-pow49.1%
fabs-sqr49.1%
sqr-pow99.9%
unpow199.9%
Simplified99.9%
expm1-log1p-u99.9%
expm1-udef99.9%
log1p-udef99.9%
add-exp-log99.9%
+-commutative99.9%
fma-udef99.9%
Applied egg-rr99.9%
fma-def99.9%
associate--l+99.9%
metadata-eval99.9%
+-rgt-identity99.9%
unpow199.9%
sqr-pow49.1%
fabs-sqr49.1%
sqr-pow99.9%
unpow199.9%
Simplified99.9%
add-log-exp99.9%
*-commutative99.9%
exp-prod99.9%
Applied egg-rr99.9%
expm1-log1p-u99.9%
expm1-udef99.9%
log1p-udef99.9%
add-exp-log99.9%
+-commutative99.9%
fma-udef99.9%
Applied egg-rr99.9%
fma-def99.9%
associate--l+99.9%
metadata-eval99.9%
+-rgt-identity99.9%
unpow199.9%
sqr-pow49.1%
fabs-sqr49.1%
sqr-pow99.9%
unpow199.9%
Simplified99.9%
Final simplification98.4%
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)))
(t_2 (/ 1.0 t_1)))
(if (<= x 0.0005)
(+
1e-9
(+
(* -0.00011824294398844343 (pow x 2.0))
(+ (* -0.37545125292247583 (pow x 3.0)) (* x 1.128386358070218))))
(+
1.0
(*
(*
(+
0.254829592
(*
t_2
(+
-0.284496736
(*
t_2
(+
1.421413741
(* (/ 1.0 t_0) (+ -1.453152027 (/ 1.061405429 t_0))))))))
(/ 1.0 (pow (exp x) x)))
(/ -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 t_2 = 1.0 / t_1;
double tmp;
if (x <= 0.0005) {
tmp = 1e-9 + ((-0.00011824294398844343 * pow(x, 2.0)) + ((-0.37545125292247583 * pow(x, 3.0)) + (x * 1.128386358070218)));
} else {
tmp = 1.0 + (((0.254829592 + (t_2 * (-0.284496736 + (t_2 * (1.421413741 + ((1.0 / t_0) * (-1.453152027 + (1.061405429 / t_0)))))))) * (1.0 / pow(exp(x), x))) * (-1.0 / t_1));
}
return tmp;
}
NOTE: x should be positive before calling this function
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: t_0
real(8) :: t_1
real(8) :: t_2
real(8) :: tmp
t_0 = 1.0d0 + (x * 0.3275911d0)
t_1 = 1.0d0 + (abs(x) * 0.3275911d0)
t_2 = 1.0d0 / t_1
if (x <= 0.0005d0) then
tmp = 1d-9 + (((-0.00011824294398844343d0) * (x ** 2.0d0)) + (((-0.37545125292247583d0) * (x ** 3.0d0)) + (x * 1.128386358070218d0)))
else
tmp = 1.0d0 + (((0.254829592d0 + (t_2 * ((-0.284496736d0) + (t_2 * (1.421413741d0 + ((1.0d0 / t_0) * ((-1.453152027d0) + (1.061405429d0 / t_0)))))))) * (1.0d0 / (exp(x) ** x))) * ((-1.0d0) / t_1))
end if
code = tmp
end function
x = Math.abs(x);
public static double code(double x) {
double t_0 = 1.0 + (x * 0.3275911);
double t_1 = 1.0 + (Math.abs(x) * 0.3275911);
double t_2 = 1.0 / t_1;
double tmp;
if (x <= 0.0005) {
tmp = 1e-9 + ((-0.00011824294398844343 * Math.pow(x, 2.0)) + ((-0.37545125292247583 * Math.pow(x, 3.0)) + (x * 1.128386358070218)));
} else {
tmp = 1.0 + (((0.254829592 + (t_2 * (-0.284496736 + (t_2 * (1.421413741 + ((1.0 / t_0) * (-1.453152027 + (1.061405429 / t_0)))))))) * (1.0 / Math.pow(Math.exp(x), x))) * (-1.0 / t_1));
}
return tmp;
}
x = abs(x) def code(x): t_0 = 1.0 + (x * 0.3275911) t_1 = 1.0 + (math.fabs(x) * 0.3275911) t_2 = 1.0 / t_1 tmp = 0 if x <= 0.0005: tmp = 1e-9 + ((-0.00011824294398844343 * math.pow(x, 2.0)) + ((-0.37545125292247583 * math.pow(x, 3.0)) + (x * 1.128386358070218))) else: tmp = 1.0 + (((0.254829592 + (t_2 * (-0.284496736 + (t_2 * (1.421413741 + ((1.0 / t_0) * (-1.453152027 + (1.061405429 / t_0)))))))) * (1.0 / math.pow(math.exp(x), x))) * (-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)) t_2 = Float64(1.0 / t_1) tmp = 0.0 if (x <= 0.0005) tmp = Float64(1e-9 + Float64(Float64(-0.00011824294398844343 * (x ^ 2.0)) + Float64(Float64(-0.37545125292247583 * (x ^ 3.0)) + Float64(x * 1.128386358070218)))); else tmp = Float64(1.0 + Float64(Float64(Float64(0.254829592 + Float64(t_2 * Float64(-0.284496736 + Float64(t_2 * Float64(1.421413741 + Float64(Float64(1.0 / t_0) * Float64(-1.453152027 + Float64(1.061405429 / t_0)))))))) * Float64(1.0 / (exp(x) ^ x))) * Float64(-1.0 / t_1))); end return tmp end
x = abs(x) function tmp_2 = code(x) t_0 = 1.0 + (x * 0.3275911); t_1 = 1.0 + (abs(x) * 0.3275911); t_2 = 1.0 / t_1; tmp = 0.0; if (x <= 0.0005) tmp = 1e-9 + ((-0.00011824294398844343 * (x ^ 2.0)) + ((-0.37545125292247583 * (x ^ 3.0)) + (x * 1.128386358070218))); else tmp = 1.0 + (((0.254829592 + (t_2 * (-0.284496736 + (t_2 * (1.421413741 + ((1.0 / t_0) * (-1.453152027 + (1.061405429 / t_0)))))))) * (1.0 / (exp(x) ^ x))) * (-1.0 / t_1)); end tmp_2 = tmp; end
NOTE: x should be positive before calling this function
code[x_] := Block[{t$95$0 = N[(1.0 + N[(x * 0.3275911), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(1.0 + N[(N[Abs[x], $MachinePrecision] * 0.3275911), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(1.0 / t$95$1), $MachinePrecision]}, If[LessEqual[x, 0.0005], N[(1e-9 + N[(N[(-0.00011824294398844343 * N[Power[x, 2.0], $MachinePrecision]), $MachinePrecision] + N[(N[(-0.37545125292247583 * N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision] + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(N[(N[(0.254829592 + N[(t$95$2 * N[(-0.284496736 + N[(t$95$2 * 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] * N[(1.0 / N[Power[N[Exp[x], $MachinePrecision], x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(-1.0 / t$95$1), $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\\
t_2 := \frac{1}{t_1}\\
\mathbf{if}\;x \leq 0.0005:\\
\;\;\;\;10^{-9} + \left(-0.00011824294398844343 \cdot {x}^{2} + \left(-0.37545125292247583 \cdot {x}^{3} + x \cdot 1.128386358070218\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 + \left(\left(0.254829592 + t_2 \cdot \left(-0.284496736 + t_2 \cdot \left(1.421413741 + \frac{1}{t_0} \cdot \left(-1.453152027 + \frac{1.061405429}{t_0}\right)\right)\right)\right) \cdot \frac{1}{{\left(e^{x}\right)}^{x}}\right) \cdot \frac{-1}{t_1}\\
\end{array}
\end{array}
if x < 5.0000000000000001e-4Initial program 71.8%
associate-*l*71.8%
Simplified71.8%
Applied egg-rr71.8%
distribute-neg-frac71.8%
Simplified71.1%
Taylor expanded in x around 0 65.6%
if 5.0000000000000001e-4 < x Initial program 99.7%
associate-*l*99.8%
Simplified99.8%
expm1-log1p-u99.8%
expm1-udef99.8%
log1p-udef99.8%
add-exp-log99.8%
+-commutative99.8%
fma-udef99.8%
Applied egg-rr99.8%
fma-def99.8%
associate--l+99.8%
metadata-eval99.8%
+-rgt-identity99.8%
unpow199.8%
sqr-pow99.8%
fabs-sqr99.8%
sqr-pow99.8%
unpow199.8%
Simplified99.8%
expm1-log1p-u99.8%
expm1-udef99.8%
log1p-udef99.8%
add-exp-log99.8%
+-commutative99.8%
fma-udef99.8%
Applied egg-rr99.8%
fma-def99.8%
associate--l+99.8%
metadata-eval99.8%
+-rgt-identity99.8%
unpow199.8%
sqr-pow99.8%
fabs-sqr99.8%
sqr-pow99.8%
unpow199.8%
Simplified99.8%
exp-neg99.8%
pow-exp99.8%
Applied egg-rr99.8%
Final simplification73.9%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(let* ((t_0 (+ 1.0 (* x 0.3275911)))
(t_1 (/ 1.0 (+ 1.0 (* (fabs x) 0.3275911)))))
(if (<= x 0.0005)
(+
1e-9
(+
(* -0.00011824294398844343 (pow x 2.0))
(+ (* -0.37545125292247583 (pow x 3.0)) (* x 1.128386358070218))))
(+
1.0
(*
t_1
(*
(exp (* x (- x)))
(-
(*
t_1
(-
(*
(/ 1.0 t_0)
(-
(* (+ -1.453152027 (/ 1.061405429 t_0)) (/ -1.0 t_0))
1.421413741))
-0.284496736))
0.254829592)))))))x = abs(x);
double code(double x) {
double t_0 = 1.0 + (x * 0.3275911);
double t_1 = 1.0 / (1.0 + (fabs(x) * 0.3275911));
double tmp;
if (x <= 0.0005) {
tmp = 1e-9 + ((-0.00011824294398844343 * pow(x, 2.0)) + ((-0.37545125292247583 * pow(x, 3.0)) + (x * 1.128386358070218)));
} else {
tmp = 1.0 + (t_1 * (exp((x * -x)) * ((t_1 * (((1.0 / t_0) * (((-1.453152027 + (1.061405429 / t_0)) * (-1.0 / t_0)) - 1.421413741)) - -0.284496736)) - 0.254829592)));
}
return tmp;
}
NOTE: x should be positive before calling this function
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: t_0
real(8) :: t_1
real(8) :: tmp
t_0 = 1.0d0 + (x * 0.3275911d0)
t_1 = 1.0d0 / (1.0d0 + (abs(x) * 0.3275911d0))
if (x <= 0.0005d0) then
tmp = 1d-9 + (((-0.00011824294398844343d0) * (x ** 2.0d0)) + (((-0.37545125292247583d0) * (x ** 3.0d0)) + (x * 1.128386358070218d0)))
else
tmp = 1.0d0 + (t_1 * (exp((x * -x)) * ((t_1 * (((1.0d0 / t_0) * ((((-1.453152027d0) + (1.061405429d0 / t_0)) * ((-1.0d0) / t_0)) - 1.421413741d0)) - (-0.284496736d0))) - 0.254829592d0)))
end if
code = tmp
end function
x = Math.abs(x);
public static double code(double x) {
double t_0 = 1.0 + (x * 0.3275911);
double t_1 = 1.0 / (1.0 + (Math.abs(x) * 0.3275911));
double tmp;
if (x <= 0.0005) {
tmp = 1e-9 + ((-0.00011824294398844343 * Math.pow(x, 2.0)) + ((-0.37545125292247583 * Math.pow(x, 3.0)) + (x * 1.128386358070218)));
} else {
tmp = 1.0 + (t_1 * (Math.exp((x * -x)) * ((t_1 * (((1.0 / t_0) * (((-1.453152027 + (1.061405429 / t_0)) * (-1.0 / t_0)) - 1.421413741)) - -0.284496736)) - 0.254829592)));
}
return tmp;
}
x = abs(x) def code(x): t_0 = 1.0 + (x * 0.3275911) t_1 = 1.0 / (1.0 + (math.fabs(x) * 0.3275911)) tmp = 0 if x <= 0.0005: tmp = 1e-9 + ((-0.00011824294398844343 * math.pow(x, 2.0)) + ((-0.37545125292247583 * math.pow(x, 3.0)) + (x * 1.128386358070218))) else: tmp = 1.0 + (t_1 * (math.exp((x * -x)) * ((t_1 * (((1.0 / t_0) * (((-1.453152027 + (1.061405429 / t_0)) * (-1.0 / t_0)) - 1.421413741)) - -0.284496736)) - 0.254829592))) return tmp
x = abs(x) function code(x) t_0 = Float64(1.0 + Float64(x * 0.3275911)) t_1 = Float64(1.0 / Float64(1.0 + Float64(abs(x) * 0.3275911))) tmp = 0.0 if (x <= 0.0005) tmp = Float64(1e-9 + Float64(Float64(-0.00011824294398844343 * (x ^ 2.0)) + Float64(Float64(-0.37545125292247583 * (x ^ 3.0)) + Float64(x * 1.128386358070218)))); else tmp = Float64(1.0 + Float64(t_1 * Float64(exp(Float64(x * Float64(-x))) * Float64(Float64(t_1 * Float64(Float64(Float64(1.0 / t_0) * Float64(Float64(Float64(-1.453152027 + Float64(1.061405429 / t_0)) * Float64(-1.0 / t_0)) - 1.421413741)) - -0.284496736)) - 0.254829592)))); end return tmp end
x = abs(x) function tmp_2 = code(x) t_0 = 1.0 + (x * 0.3275911); t_1 = 1.0 / (1.0 + (abs(x) * 0.3275911)); tmp = 0.0; if (x <= 0.0005) tmp = 1e-9 + ((-0.00011824294398844343 * (x ^ 2.0)) + ((-0.37545125292247583 * (x ^ 3.0)) + (x * 1.128386358070218))); else tmp = 1.0 + (t_1 * (exp((x * -x)) * ((t_1 * (((1.0 / t_0) * (((-1.453152027 + (1.061405429 / t_0)) * (-1.0 / t_0)) - 1.421413741)) - -0.284496736)) - 0.254829592))); end tmp_2 = tmp; end
NOTE: x should be positive before calling this function
code[x_] := Block[{t$95$0 = N[(1.0 + N[(x * 0.3275911), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(1.0 / N[(1.0 + N[(N[Abs[x], $MachinePrecision] * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[x, 0.0005], N[(1e-9 + N[(N[(-0.00011824294398844343 * N[Power[x, 2.0], $MachinePrecision]), $MachinePrecision] + N[(N[(-0.37545125292247583 * N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision] + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(t$95$1 * N[(N[Exp[N[(x * (-x)), $MachinePrecision]], $MachinePrecision] * N[(N[(t$95$1 * N[(N[(N[(1.0 / t$95$0), $MachinePrecision] * N[(N[(N[(-1.453152027 + N[(1.061405429 / t$95$0), $MachinePrecision]), $MachinePrecision] * N[(-1.0 / t$95$0), $MachinePrecision]), $MachinePrecision] - 1.421413741), $MachinePrecision]), $MachinePrecision] - -0.284496736), $MachinePrecision]), $MachinePrecision] - 0.254829592), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
t_0 := 1 + x \cdot 0.3275911\\
t_1 := \frac{1}{1 + \left|x\right| \cdot 0.3275911}\\
\mathbf{if}\;x \leq 0.0005:\\
\;\;\;\;10^{-9} + \left(-0.00011824294398844343 \cdot {x}^{2} + \left(-0.37545125292247583 \cdot {x}^{3} + x \cdot 1.128386358070218\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 + t_1 \cdot \left(e^{x \cdot \left(-x\right)} \cdot \left(t_1 \cdot \left(\frac{1}{t_0} \cdot \left(\left(-1.453152027 + \frac{1.061405429}{t_0}\right) \cdot \frac{-1}{t_0} - 1.421413741\right) - -0.284496736\right) - 0.254829592\right)\right)\\
\end{array}
\end{array}
if x < 5.0000000000000001e-4Initial program 71.8%
associate-*l*71.8%
Simplified71.8%
Applied egg-rr71.8%
distribute-neg-frac71.8%
Simplified71.1%
Taylor expanded in x around 0 65.6%
if 5.0000000000000001e-4 < x Initial program 99.7%
associate-*l*99.8%
Simplified99.8%
expm1-log1p-u99.8%
expm1-udef99.8%
log1p-udef99.8%
add-exp-log99.8%
+-commutative99.8%
fma-udef99.8%
Applied egg-rr99.8%
fma-def99.8%
associate--l+99.8%
metadata-eval99.8%
+-rgt-identity99.8%
unpow199.8%
sqr-pow99.8%
fabs-sqr99.8%
sqr-pow99.8%
unpow199.8%
Simplified99.8%
expm1-log1p-u99.8%
expm1-udef99.8%
log1p-udef99.8%
add-exp-log99.8%
+-commutative99.8%
fma-udef99.8%
Applied egg-rr99.8%
fma-def99.8%
associate--l+99.8%
metadata-eval99.8%
+-rgt-identity99.8%
unpow199.8%
sqr-pow99.8%
fabs-sqr99.8%
sqr-pow99.8%
unpow199.8%
Simplified99.8%
expm1-log1p-u99.8%
expm1-udef99.8%
log1p-udef99.8%
add-exp-log99.8%
+-commutative99.8%
fma-udef99.8%
Applied egg-rr99.8%
fma-def99.8%
associate--l+99.8%
metadata-eval99.8%
+-rgt-identity99.8%
unpow199.8%
sqr-pow99.8%
fabs-sqr99.8%
sqr-pow99.8%
unpow199.8%
Simplified99.8%
Final simplification73.8%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(if (<= x 1.05)
(+
1e-9
(+
(* -0.00011824294398844343 (pow x 2.0))
(+ (* -0.37545125292247583 (pow x 3.0)) (* x 1.128386358070218))))
1.0))x = abs(x);
double code(double x) {
double tmp;
if (x <= 1.05) {
tmp = 1e-9 + ((-0.00011824294398844343 * pow(x, 2.0)) + ((-0.37545125292247583 * pow(x, 3.0)) + (x * 1.128386358070218)));
} 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 <= 1.05d0) then
tmp = 1d-9 + (((-0.00011824294398844343d0) * (x ** 2.0d0)) + (((-0.37545125292247583d0) * (x ** 3.0d0)) + (x * 1.128386358070218d0)))
else
tmp = 1.0d0
end if
code = tmp
end function
x = Math.abs(x);
public static double code(double x) {
double tmp;
if (x <= 1.05) {
tmp = 1e-9 + ((-0.00011824294398844343 * Math.pow(x, 2.0)) + ((-0.37545125292247583 * Math.pow(x, 3.0)) + (x * 1.128386358070218)));
} else {
tmp = 1.0;
}
return tmp;
}
x = abs(x) def code(x): tmp = 0 if x <= 1.05: tmp = 1e-9 + ((-0.00011824294398844343 * math.pow(x, 2.0)) + ((-0.37545125292247583 * math.pow(x, 3.0)) + (x * 1.128386358070218))) else: tmp = 1.0 return tmp
x = abs(x) function code(x) tmp = 0.0 if (x <= 1.05) tmp = Float64(1e-9 + Float64(Float64(-0.00011824294398844343 * (x ^ 2.0)) + Float64(Float64(-0.37545125292247583 * (x ^ 3.0)) + Float64(x * 1.128386358070218)))); else tmp = 1.0; end return tmp end
x = abs(x) function tmp_2 = code(x) tmp = 0.0; if (x <= 1.05) tmp = 1e-9 + ((-0.00011824294398844343 * (x ^ 2.0)) + ((-0.37545125292247583 * (x ^ 3.0)) + (x * 1.128386358070218))); else tmp = 1.0; end tmp_2 = tmp; end
NOTE: x should be positive before calling this function code[x_] := If[LessEqual[x, 1.05], N[(1e-9 + N[(N[(-0.00011824294398844343 * N[Power[x, 2.0], $MachinePrecision]), $MachinePrecision] + N[(N[(-0.37545125292247583 * N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision] + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 1.0]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 1.05:\\
\;\;\;\;10^{-9} + \left(-0.00011824294398844343 \cdot {x}^{2} + \left(-0.37545125292247583 \cdot {x}^{3} + x \cdot 1.128386358070218\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 1.05000000000000004Initial program 72.0%
associate-*l*72.0%
Simplified72.0%
Applied egg-rr72.0%
distribute-neg-frac72.0%
Simplified71.3%
Taylor expanded in x around 0 65.5%
if 1.05000000000000004 < x Initial program 100.0%
associate-*l*100.0%
Simplified100.0%
Applied egg-rr100.0%
distribute-neg-frac100.0%
Simplified100.0%
Taylor expanded in x around inf 100.0%
Final simplification73.6%
NOTE: x should be positive before calling this function (FPCore (x) :precision binary64 (if (<= x 0.88) (+ (fma x 1.128386358070218 1e-9) (* x (* x -0.00011824294398844343))) 1.0))
x = abs(x);
double code(double x) {
double tmp;
if (x <= 0.88) {
tmp = fma(x, 1.128386358070218, 1e-9) + (x * (x * -0.00011824294398844343));
} else {
tmp = 1.0;
}
return tmp;
}
x = abs(x) function code(x) tmp = 0.0 if (x <= 0.88) tmp = Float64(fma(x, 1.128386358070218, 1e-9) + Float64(x * Float64(x * -0.00011824294398844343))); 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[(x * 1.128386358070218 + 1e-9), $MachinePrecision] + N[(x * N[(x * -0.00011824294398844343), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 1.0]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 0.88:\\
\;\;\;\;\mathsf{fma}\left(x, 1.128386358070218, 10^{-9}\right) + x \cdot \left(x \cdot -0.00011824294398844343\right)\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 0.880000000000000004Initial program 72.0%
associate-*l*72.0%
Simplified72.0%
Applied egg-rr72.0%
distribute-neg-frac72.0%
Simplified71.3%
Taylor expanded in x around 0 64.8%
+-commutative64.8%
associate-+r+64.8%
+-commutative64.8%
*-commutative64.8%
fma-def64.8%
*-commutative64.8%
unpow264.8%
associate-*l*64.8%
Simplified64.8%
if 0.880000000000000004 < x Initial program 100.0%
associate-*l*100.0%
Simplified100.0%
Applied egg-rr100.0%
distribute-neg-frac100.0%
Simplified100.0%
Taylor expanded in x around inf 100.0%
Final simplification73.0%
NOTE: x should be positive before calling this function (FPCore (x) :precision binary64 (if (<= x 2.8e-5) (+ 1e-9 (* x 1.1283863584463468e-9)) 1.0))
x = abs(x);
double code(double x) {
double tmp;
if (x <= 2.8e-5) {
tmp = 1e-9 + (x * 1.1283863584463468e-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 + (x * 1.1283863584463468d-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 + (x * 1.1283863584463468e-9);
} else {
tmp = 1.0;
}
return tmp;
}
x = abs(x) def code(x): tmp = 0 if x <= 2.8e-5: tmp = 1e-9 + (x * 1.1283863584463468e-9) else: tmp = 1.0 return tmp
x = abs(x) function code(x) tmp = 0.0 if (x <= 2.8e-5) tmp = Float64(1e-9 + Float64(x * 1.1283863584463468e-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 + (x * 1.1283863584463468e-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], N[(1e-9 + N[(x * 1.1283863584463468e-9), $MachinePrecision]), $MachinePrecision], 1.0]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 2.8 \cdot 10^{-5}:\\
\;\;\;\;10^{-9} + x \cdot 1.1283863584463468 \cdot 10^{-9}\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 2.79999999999999996e-5Initial program 71.7%
associate-*l*71.7%
Simplified71.7%
Applied egg-rr71.8%
Simplified71.1%
Taylor expanded in x around 0 43.4%
Taylor expanded in x around 0 64.9%
*-commutative64.9%
Simplified64.9%
if 2.79999999999999996e-5 < x Initial program 99.4%
associate-*l*99.4%
Simplified99.4%
Applied egg-rr99.5%
distribute-neg-frac99.5%
Simplified99.5%
Taylor expanded in x around inf 95.9%
Final simplification72.6%
NOTE: x should be positive before calling this function (FPCore (x) :precision binary64 (if (<= x 0.88) (+ 1e-9 (* x 1.128386358070218)) 1.0))
x = abs(x);
double code(double x) {
double tmp;
if (x <= 0.88) {
tmp = 1e-9 + (x * 1.128386358070218);
} 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 = 1d-9 + (x * 1.128386358070218d0)
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 = 1e-9 + (x * 1.128386358070218);
} else {
tmp = 1.0;
}
return tmp;
}
x = abs(x) def code(x): tmp = 0 if x <= 0.88: tmp = 1e-9 + (x * 1.128386358070218) else: tmp = 1.0 return tmp
x = abs(x) function code(x) tmp = 0.0 if (x <= 0.88) tmp = Float64(1e-9 + Float64(x * 1.128386358070218)); else tmp = 1.0; end return tmp end
x = abs(x) function tmp_2 = code(x) tmp = 0.0; if (x <= 0.88) tmp = 1e-9 + (x * 1.128386358070218); 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[(1e-9 + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision], 1.0]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 0.88:\\
\;\;\;\;10^{-9} + x \cdot 1.128386358070218\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 0.880000000000000004Initial program 72.0%
associate-*l*72.0%
Simplified72.0%
Applied egg-rr72.0%
distribute-neg-frac72.0%
Simplified71.3%
Taylor expanded in x around 0 64.8%
*-commutative64.8%
Simplified64.8%
if 0.880000000000000004 < x Initial program 100.0%
associate-*l*100.0%
Simplified100.0%
Applied egg-rr100.0%
distribute-neg-frac100.0%
Simplified100.0%
Taylor expanded in x around inf 100.0%
Final simplification73.1%
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 71.7%
associate-*l*71.7%
Simplified71.7%
Applied egg-rr71.8%
Simplified71.1%
Taylor expanded in x around 0 43.4%
Taylor expanded in x around 0 68.3%
if 2.79999999999999996e-5 < x Initial program 99.4%
associate-*l*99.4%
Simplified99.4%
Applied egg-rr99.5%
distribute-neg-frac99.5%
Simplified99.5%
Taylor expanded in x around inf 95.9%
Final simplification75.1%
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 78.5%
associate-*l*78.6%
Simplified78.6%
Applied egg-rr78.6%
Simplified78.1%
Taylor expanded in x around 0 35.5%
Taylor expanded in x around 0 54.2%
Final simplification54.2%
herbie shell --seed 2023238
(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)))))))