
(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}
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 (<= (fabs x) 5e-12)
(/
(+ 1e-27 (* (pow x 3.0) 1.436724444676459))
(+ 1e-18 (* (* x 1.128386358070218) (- (* x 1.128386358070218) 1e-9))))
(+
1.0
(*
(*
(+
0.254829592
(*
t_2
(+
-0.284496736
(*
t_2
(+
1.421413741
(* (/ 1.0 t_0) (+ -1.453152027 (/ 1.061405429 t_0))))))))
(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 (fabs(x) <= 5e-12) {
tmp = (1e-27 + (pow(x, 3.0) * 1.436724444676459)) / (1e-18 + ((x * 1.128386358070218) * ((x * 1.128386358070218) - 1e-9)));
} else {
tmp = 1.0 + (((0.254829592 + (t_2 * (-0.284496736 + (t_2 * (1.421413741 + ((1.0 / t_0) * (-1.453152027 + (1.061405429 / t_0)))))))) * 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 (abs(x) <= 5d-12) then
tmp = (1d-27 + ((x ** 3.0d0) * 1.436724444676459d0)) / (1d-18 + ((x * 1.128386358070218d0) * ((x * 1.128386358070218d0) - 1d-9)))
else
tmp = 1.0d0 + (((0.254829592d0 + (t_2 * ((-0.284496736d0) + (t_2 * (1.421413741d0 + ((1.0d0 / t_0) * ((-1.453152027d0) + (1.061405429d0 / t_0)))))))) * 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 (Math.abs(x) <= 5e-12) {
tmp = (1e-27 + (Math.pow(x, 3.0) * 1.436724444676459)) / (1e-18 + ((x * 1.128386358070218) * ((x * 1.128386358070218) - 1e-9)));
} else {
tmp = 1.0 + (((0.254829592 + (t_2 * (-0.284496736 + (t_2 * (1.421413741 + ((1.0 / t_0) * (-1.453152027 + (1.061405429 / t_0)))))))) * 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 math.fabs(x) <= 5e-12: tmp = (1e-27 + (math.pow(x, 3.0) * 1.436724444676459)) / (1e-18 + ((x * 1.128386358070218) * ((x * 1.128386358070218) - 1e-9))) else: tmp = 1.0 + (((0.254829592 + (t_2 * (-0.284496736 + (t_2 * (1.421413741 + ((1.0 / t_0) * (-1.453152027 + (1.061405429 / t_0)))))))) * 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 (abs(x) <= 5e-12) tmp = Float64(Float64(1e-27 + Float64((x ^ 3.0) * 1.436724444676459)) / Float64(1e-18 + Float64(Float64(x * 1.128386358070218) * Float64(Float64(x * 1.128386358070218) - 1e-9)))); 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)))))))) * exp(Float64(-Float64(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 (abs(x) <= 5e-12) tmp = (1e-27 + ((x ^ 3.0) * 1.436724444676459)) / (1e-18 + ((x * 1.128386358070218) * ((x * 1.128386358070218) - 1e-9))); else tmp = 1.0 + (((0.254829592 + (t_2 * (-0.284496736 + (t_2 * (1.421413741 + ((1.0 / t_0) * (-1.453152027 + (1.061405429 / t_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[N[Abs[x], $MachinePrecision], 5e-12], N[(N[(1e-27 + N[(N[Power[x, 3.0], $MachinePrecision] * 1.436724444676459), $MachinePrecision]), $MachinePrecision] / N[(1e-18 + N[(N[(x * 1.128386358070218), $MachinePrecision] * N[(N[(x * 1.128386358070218), $MachinePrecision] - 1e-9), $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[Exp[(-N[(x * 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}\;\left|x\right| \leq 5 \cdot 10^{-12}:\\
\;\;\;\;\frac{10^{-27} + {x}^{3} \cdot 1.436724444676459}{10^{-18} + \left(x \cdot 1.128386358070218\right) \cdot \left(x \cdot 1.128386358070218 - 10^{-9}\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 e^{-x \cdot x}\right) \cdot \frac{-1}{t_1}\\
\end{array}
\end{array}
if (fabs.f64 x) < 4.9999999999999997e-12Initial program 57.7%
Simplified57.7%
Taylor expanded in x around 0 55.3%
Simplified54.1%
Taylor expanded in x around 0 99.2%
*-commutative99.2%
Simplified99.2%
flip3-+99.2%
metadata-eval99.2%
metadata-eval99.2%
Applied egg-rr99.2%
cube-prod99.2%
metadata-eval99.2%
distribute-rgt-out--99.2%
Simplified99.2%
if 4.9999999999999997e-12 < (fabs.f64 x) Initial program 99.7%
Simplified99.8%
expm1-log1p-u99.8%
expm1-udef99.8%
log1p-udef99.8%
+-commutative99.8%
fma-udef99.8%
add-exp-log99.8%
Applied egg-rr99.8%
fma-udef99.8%
associate--l+99.8%
metadata-eval99.8%
+-rgt-identity99.8%
unpow199.8%
sqr-pow45.4%
fabs-sqr45.4%
sqr-pow99.2%
unpow199.2%
Simplified99.2%
expm1-log1p-u99.8%
expm1-udef99.8%
log1p-udef99.8%
+-commutative99.8%
fma-udef99.8%
add-exp-log99.8%
Applied egg-rr99.2%
fma-udef99.8%
associate--l+99.8%
metadata-eval99.8%
+-rgt-identity99.8%
unpow199.8%
sqr-pow45.4%
fabs-sqr45.4%
sqr-pow99.2%
unpow199.2%
Simplified99.2%
Final simplification99.2%
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 0.21)
(/
(+ 1e-27 (* (pow x 3.0) 1.436724444676459))
(+ 1e-18 (* (* x 1.128386358070218) (- (* x 1.128386358070218) 1e-9))))
(+
1.0
(*
(*
(exp (- (* x x)))
(+
0.254829592
(*
(/ 1.0 t_1)
(+
-0.284496736
(*
(/ 1.0 t_0)
(+
1.421413741
(* (/ -1.0 t_0) (- 0.391746598 (* x -0.3477069720320819)))))))))
(/ -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 <= 0.21) {
tmp = (1e-27 + (pow(x, 3.0) * 1.436724444676459)) / (1e-18 + ((x * 1.128386358070218) * ((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 + ((-1.0 / t_0) * (0.391746598 - (x * -0.3477069720320819))))))))) * (-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) :: tmp
t_0 = 1.0d0 + (x * 0.3275911d0)
t_1 = 1.0d0 + (abs(x) * 0.3275911d0)
if (x <= 0.21d0) then
tmp = (1d-27 + ((x ** 3.0d0) * 1.436724444676459d0)) / (1d-18 + ((x * 1.128386358070218d0) * ((x * 1.128386358070218d0) - 1d-9)))
else
tmp = 1.0d0 + ((exp(-(x * x)) * (0.254829592d0 + ((1.0d0 / t_1) * ((-0.284496736d0) + ((1.0d0 / t_0) * (1.421413741d0 + (((-1.0d0) / t_0) * (0.391746598d0 - (x * (-0.3477069720320819d0)))))))))) * ((-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 tmp;
if (x <= 0.21) {
tmp = (1e-27 + (Math.pow(x, 3.0) * 1.436724444676459)) / (1e-18 + ((x * 1.128386358070218) * ((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 + ((-1.0 / t_0) * (0.391746598 - (x * -0.3477069720320819))))))))) * (-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) tmp = 0 if x <= 0.21: tmp = (1e-27 + (math.pow(x, 3.0) * 1.436724444676459)) / (1e-18 + ((x * 1.128386358070218) * ((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 + ((-1.0 / t_0) * (0.391746598 - (x * -0.3477069720320819))))))))) * (-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 <= 0.21) tmp = Float64(Float64(1e-27 + Float64((x ^ 3.0) * 1.436724444676459)) / Float64(1e-18 + Float64(Float64(x * 1.128386358070218) * Float64(Float64(x * 1.128386358070218) - 1e-9)))); else tmp = Float64(1.0 + Float64(Float64(exp(Float64(-Float64(x * x))) * Float64(0.254829592 + Float64(Float64(1.0 / t_1) * Float64(-0.284496736 + Float64(Float64(1.0 / t_0) * Float64(1.421413741 + Float64(Float64(-1.0 / t_0) * Float64(0.391746598 - Float64(x * -0.3477069720320819))))))))) * 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); tmp = 0.0; if (x <= 0.21) tmp = (1e-27 + ((x ^ 3.0) * 1.436724444676459)) / (1e-18 + ((x * 1.128386358070218) * ((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 + ((-1.0 / t_0) * (0.391746598 - (x * -0.3477069720320819))))))))) * (-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]}, If[LessEqual[x, 0.21], N[(N[(1e-27 + N[(N[Power[x, 3.0], $MachinePrecision] * 1.436724444676459), $MachinePrecision]), $MachinePrecision] / N[(1e-18 + N[(N[(x * 1.128386358070218), $MachinePrecision] * N[(N[(x * 1.128386358070218), $MachinePrecision] - 1e-9), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(N[(N[Exp[(-N[(x * x), $MachinePrecision])], $MachinePrecision] * 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[(N[(-1.0 / t$95$0), $MachinePrecision] * N[(0.391746598 - N[(x * -0.3477069720320819), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $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\\
\mathbf{if}\;x \leq 0.21:\\
\;\;\;\;\frac{10^{-27} + {x}^{3} \cdot 1.436724444676459}{10^{-18} + \left(x \cdot 1.128386358070218\right) \cdot \left(x \cdot 1.128386358070218 - 10^{-9}\right)}\\
\mathbf{else}:\\
\;\;\;\;1 + \left(e^{-x \cdot x} \cdot \left(0.254829592 + \frac{1}{t_1} \cdot \left(-0.284496736 + \frac{1}{t_0} \cdot \left(1.421413741 + \frac{-1}{t_0} \cdot \left(0.391746598 - x \cdot -0.3477069720320819\right)\right)\right)\right)\right) \cdot \frac{-1}{t_1}\\
\end{array}
\end{array}
if x < 0.209999999999999992Initial program 71.8%
Simplified71.9%
Taylor expanded in x around 0 69.0%
Simplified68.0%
Taylor expanded in x around 0 66.3%
*-commutative66.3%
Simplified66.3%
flip3-+66.1%
metadata-eval66.1%
metadata-eval66.1%
Applied egg-rr66.1%
cube-prod66.1%
metadata-eval66.1%
distribute-rgt-out--66.1%
Simplified66.1%
if 0.209999999999999992 < x Initial program 100.0%
Simplified100.0%
expm1-log1p-u100.0%
expm1-udef100.0%
log1p-udef100.0%
+-commutative100.0%
fma-udef100.0%
add-exp-log100.0%
Applied egg-rr100.0%
fma-udef100.0%
associate--l+100.0%
metadata-eval100.0%
+-rgt-identity100.0%
unpow1100.0%
sqr-pow100.0%
fabs-sqr100.0%
sqr-pow100.0%
unpow1100.0%
Simplified100.0%
expm1-log1p-u100.0%
expm1-udef100.0%
log1p-udef100.0%
+-commutative100.0%
fma-udef100.0%
add-exp-log100.0%
Applied egg-rr100.0%
fma-udef100.0%
associate--l+100.0%
metadata-eval100.0%
+-rgt-identity100.0%
unpow1100.0%
sqr-pow100.0%
fabs-sqr100.0%
sqr-pow100.0%
unpow1100.0%
Simplified100.0%
Taylor expanded in x around 0 98.7%
expm1-log1p-u100.0%
expm1-udef100.0%
log1p-udef100.0%
+-commutative100.0%
fma-udef100.0%
add-exp-log100.0%
Applied egg-rr98.7%
fma-udef100.0%
associate--l+100.0%
metadata-eval100.0%
+-rgt-identity100.0%
unpow1100.0%
sqr-pow100.0%
fabs-sqr100.0%
sqr-pow100.0%
unpow1100.0%
Simplified98.7%
Final simplification73.1%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(if (<= x 0.88)
(/
(+ 1e-27 (* (pow x 3.0) 1.436724444676459))
(+ 1e-18 (* (* x 1.128386358070218) (- (* x 1.128386358070218) 1e-9))))
1.0))x = abs(x);
double code(double x) {
double tmp;
if (x <= 0.88) {
tmp = (1e-27 + (pow(x, 3.0) * 1.436724444676459)) / (1e-18 + ((x * 1.128386358070218) * ((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 = (1d-27 + ((x ** 3.0d0) * 1.436724444676459d0)) / (1d-18 + ((x * 1.128386358070218d0) * ((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 = (1e-27 + (Math.pow(x, 3.0) * 1.436724444676459)) / (1e-18 + ((x * 1.128386358070218) * ((x * 1.128386358070218) - 1e-9)));
} else {
tmp = 1.0;
}
return tmp;
}
x = abs(x) def code(x): tmp = 0 if x <= 0.88: tmp = (1e-27 + (math.pow(x, 3.0) * 1.436724444676459)) / (1e-18 + ((x * 1.128386358070218) * ((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(1e-27 + Float64((x ^ 3.0) * 1.436724444676459)) / Float64(1e-18 + Float64(Float64(x * 1.128386358070218) * 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 = (1e-27 + ((x ^ 3.0) * 1.436724444676459)) / (1e-18 + ((x * 1.128386358070218) * ((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[(1e-27 + N[(N[Power[x, 3.0], $MachinePrecision] * 1.436724444676459), $MachinePrecision]), $MachinePrecision] / N[(1e-18 + N[(N[(x * 1.128386358070218), $MachinePrecision] * N[(N[(x * 1.128386358070218), $MachinePrecision] - 1e-9), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 1.0]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 0.88:\\
\;\;\;\;\frac{10^{-27} + {x}^{3} \cdot 1.436724444676459}{10^{-18} + \left(x \cdot 1.128386358070218\right) \cdot \left(x \cdot 1.128386358070218 - 10^{-9}\right)}\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 0.880000000000000004Initial program 72.0%
Simplified72.0%
Taylor expanded in x around 0 68.8%
Simplified67.8%
Taylor expanded in x around 0 66.1%
*-commutative66.1%
Simplified66.1%
flip3-+65.9%
metadata-eval65.9%
metadata-eval65.9%
Applied egg-rr65.9%
cube-prod65.9%
metadata-eval65.9%
distribute-rgt-out--65.9%
Simplified65.9%
if 0.880000000000000004 < x Initial program 100.0%
Simplified100.0%
Taylor expanded in x around 0 93.7%
Simplified93.7%
Taylor expanded in x around inf 93.8%
associate-*r/93.8%
metadata-eval93.8%
unpow293.8%
associate-*r/93.8%
metadata-eval93.8%
Simplified93.8%
Taylor expanded in x around inf 100.0%
Final simplification73.1%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(let* ((t_0 (- 1e-9 (* x 1.128386358070218))))
(if (<= x 0.88)
(- (/ 1e-18 t_0) (/ (* x (* x 1.2732557730789702)) t_0))
1.0)))x = abs(x);
double code(double x) {
double t_0 = 1e-9 - (x * 1.128386358070218);
double tmp;
if (x <= 0.88) {
tmp = (1e-18 / t_0) - ((x * (x * 1.2732557730789702)) / t_0);
} 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) :: t_0
real(8) :: tmp
t_0 = 1d-9 - (x * 1.128386358070218d0)
if (x <= 0.88d0) then
tmp = (1d-18 / t_0) - ((x * (x * 1.2732557730789702d0)) / t_0)
else
tmp = 1.0d0
end if
code = tmp
end function
x = Math.abs(x);
public static double code(double x) {
double t_0 = 1e-9 - (x * 1.128386358070218);
double tmp;
if (x <= 0.88) {
tmp = (1e-18 / t_0) - ((x * (x * 1.2732557730789702)) / t_0);
} else {
tmp = 1.0;
}
return tmp;
}
x = abs(x) def code(x): t_0 = 1e-9 - (x * 1.128386358070218) tmp = 0 if x <= 0.88: tmp = (1e-18 / t_0) - ((x * (x * 1.2732557730789702)) / t_0) else: tmp = 1.0 return tmp
x = abs(x) function code(x) t_0 = Float64(1e-9 - Float64(x * 1.128386358070218)) tmp = 0.0 if (x <= 0.88) tmp = Float64(Float64(1e-18 / t_0) - Float64(Float64(x * Float64(x * 1.2732557730789702)) / t_0)); else tmp = 1.0; end return tmp end
x = abs(x) function tmp_2 = code(x) t_0 = 1e-9 - (x * 1.128386358070218); tmp = 0.0; if (x <= 0.88) tmp = (1e-18 / t_0) - ((x * (x * 1.2732557730789702)) / t_0); else tmp = 1.0; end tmp_2 = tmp; end
NOTE: x should be positive before calling this function
code[x_] := Block[{t$95$0 = N[(1e-9 - N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[x, 0.88], N[(N[(1e-18 / t$95$0), $MachinePrecision] - N[(N[(x * N[(x * 1.2732557730789702), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision]), $MachinePrecision], 1.0]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
t_0 := 10^{-9} - x \cdot 1.128386358070218\\
\mathbf{if}\;x \leq 0.88:\\
\;\;\;\;\frac{10^{-18}}{t_0} - \frac{x \cdot \left(x \cdot 1.2732557730789702\right)}{t_0}\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 0.880000000000000004Initial program 72.0%
Simplified72.0%
Taylor expanded in x around 0 68.8%
Simplified67.8%
Taylor expanded in x around 0 66.1%
*-commutative66.1%
Simplified66.1%
flip-+66.0%
metadata-eval66.0%
Applied egg-rr66.0%
swap-sqr66.0%
metadata-eval66.0%
Simplified66.0%
div-sub66.0%
associate-*l*66.0%
Applied egg-rr66.0%
if 0.880000000000000004 < x Initial program 100.0%
Simplified100.0%
Taylor expanded in x around 0 93.7%
Simplified93.7%
Taylor expanded in x around inf 93.8%
associate-*r/93.8%
metadata-eval93.8%
unpow293.8%
associate-*r/93.8%
metadata-eval93.8%
Simplified93.8%
Taylor expanded in x around inf 100.0%
Final simplification73.2%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(if (<= x 0.88)
(/
(- 1e-18 (* (* x x) 1.2732557730789702))
(- 1e-9 (* x 1.128386358070218)))
1.0))x = abs(x);
double code(double x) {
double tmp;
if (x <= 0.88) {
tmp = (1e-18 - ((x * x) * 1.2732557730789702)) / (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-18 - ((x * x) * 1.2732557730789702d0)) / (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-18 - ((x * x) * 1.2732557730789702)) / (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-18 - ((x * x) * 1.2732557730789702)) / (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(Float64(1e-18 - Float64(Float64(x * x) * 1.2732557730789702)) / 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-18 - ((x * x) * 1.2732557730789702)) / (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[(N[(1e-18 - N[(N[(x * x), $MachinePrecision] * 1.2732557730789702), $MachinePrecision]), $MachinePrecision] / N[(1e-9 - N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 1.0]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 0.88:\\
\;\;\;\;\frac{10^{-18} - \left(x \cdot x\right) \cdot 1.2732557730789702}{10^{-9} - x \cdot 1.128386358070218}\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 0.880000000000000004Initial program 72.0%
Simplified72.0%
Taylor expanded in x around 0 68.8%
Simplified67.8%
Taylor expanded in x around 0 66.1%
*-commutative66.1%
Simplified66.1%
flip-+66.0%
metadata-eval66.0%
Applied egg-rr66.0%
swap-sqr66.0%
metadata-eval66.0%
Simplified66.0%
if 0.880000000000000004 < x Initial program 100.0%
Simplified100.0%
Taylor expanded in x around 0 93.7%
Simplified93.7%
Taylor expanded in x around inf 93.8%
associate-*r/93.8%
metadata-eval93.8%
unpow293.8%
associate-*r/93.8%
metadata-eval93.8%
Simplified93.8%
Taylor expanded in x around inf 100.0%
Final simplification73.2%
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 72.0%
Simplified72.0%
Taylor expanded in x around 0 68.8%
Simplified67.8%
Taylor expanded in x around 0 66.1%
*-commutative66.1%
Simplified66.1%
if 0.880000000000000004 < x Initial program 100.0%
Simplified100.0%
Taylor expanded in x around 0 93.7%
Simplified93.7%
Taylor expanded in x around inf 93.8%
associate-*r/93.8%
metadata-eval93.8%
unpow293.8%
associate-*r/93.8%
metadata-eval93.8%
Simplified93.8%
Taylor expanded in x around inf 100.0%
Final simplification73.2%
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 71.8%
Simplified71.8%
Taylor expanded in x around 0 69.2%
Simplified68.2%
Taylor expanded in x around 0 69.4%
if 2.79999999999999996e-5 < x Initial program 99.6%
Simplified99.8%
Taylor expanded in x around 0 91.4%
Simplified91.4%
Taylor expanded in x around inf 90.9%
associate-*r/90.9%
metadata-eval90.9%
unpow290.9%
associate-*r/90.9%
metadata-eval90.9%
Simplified90.9%
Taylor expanded in x around inf 97.0%
Final simplification75.4%
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%
Taylor expanded in x around 0 74.1%
Simplified73.3%
Taylor expanded in x around 0 56.6%
Final simplification56.6%
herbie shell --seed 2023272
(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)))))))