
(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 t_0))
(t_2 (/ 1.0 (+ 1.0 (* (fabs x) 0.3275911)))))
(if (<= (fabs x) 5e-7)
(+
(* -0.37545125254711353 (pow x 3.0))
(+
1e-9
(+ (* -0.00011824294398844343 (pow x 2.0)) (* x 1.128386358070218))))
(+
1.0
(*
t_2
(*
(exp (* x (- x)))
(-
(*
t_2
(-
(*
t_1
(-
(* t_1 1.453152027)
(+ 1.421413741 (* 1.061405429 (/ 1.0 (pow t_0 2.0))))))
-0.284496736))
0.254829592)))))))x = abs(x);
double code(double x) {
double t_0 = 1.0 + (x * 0.3275911);
double t_1 = 1.0 / t_0;
double t_2 = 1.0 / (1.0 + (fabs(x) * 0.3275911));
double tmp;
if (fabs(x) <= 5e-7) {
tmp = (-0.37545125254711353 * pow(x, 3.0)) + (1e-9 + ((-0.00011824294398844343 * pow(x, 2.0)) + (x * 1.128386358070218)));
} else {
tmp = 1.0 + (t_2 * (exp((x * -x)) * ((t_2 * ((t_1 * ((t_1 * 1.453152027) - (1.421413741 + (1.061405429 * (1.0 / pow(t_0, 2.0)))))) - -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) :: t_2
real(8) :: tmp
t_0 = 1.0d0 + (x * 0.3275911d0)
t_1 = 1.0d0 / t_0
t_2 = 1.0d0 / (1.0d0 + (abs(x) * 0.3275911d0))
if (abs(x) <= 5d-7) then
tmp = ((-0.37545125254711353d0) * (x ** 3.0d0)) + (1d-9 + (((-0.00011824294398844343d0) * (x ** 2.0d0)) + (x * 1.128386358070218d0)))
else
tmp = 1.0d0 + (t_2 * (exp((x * -x)) * ((t_2 * ((t_1 * ((t_1 * 1.453152027d0) - (1.421413741d0 + (1.061405429d0 * (1.0d0 / (t_0 ** 2.0d0)))))) - (-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 / t_0;
double t_2 = 1.0 / (1.0 + (Math.abs(x) * 0.3275911));
double tmp;
if (Math.abs(x) <= 5e-7) {
tmp = (-0.37545125254711353 * Math.pow(x, 3.0)) + (1e-9 + ((-0.00011824294398844343 * Math.pow(x, 2.0)) + (x * 1.128386358070218)));
} else {
tmp = 1.0 + (t_2 * (Math.exp((x * -x)) * ((t_2 * ((t_1 * ((t_1 * 1.453152027) - (1.421413741 + (1.061405429 * (1.0 / Math.pow(t_0, 2.0)))))) - -0.284496736)) - 0.254829592)));
}
return tmp;
}
x = abs(x) def code(x): t_0 = 1.0 + (x * 0.3275911) t_1 = 1.0 / t_0 t_2 = 1.0 / (1.0 + (math.fabs(x) * 0.3275911)) tmp = 0 if math.fabs(x) <= 5e-7: tmp = (-0.37545125254711353 * math.pow(x, 3.0)) + (1e-9 + ((-0.00011824294398844343 * math.pow(x, 2.0)) + (x * 1.128386358070218))) else: tmp = 1.0 + (t_2 * (math.exp((x * -x)) * ((t_2 * ((t_1 * ((t_1 * 1.453152027) - (1.421413741 + (1.061405429 * (1.0 / math.pow(t_0, 2.0)))))) - -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 / t_0) t_2 = Float64(1.0 / Float64(1.0 + Float64(abs(x) * 0.3275911))) tmp = 0.0 if (abs(x) <= 5e-7) tmp = Float64(Float64(-0.37545125254711353 * (x ^ 3.0)) + Float64(1e-9 + Float64(Float64(-0.00011824294398844343 * (x ^ 2.0)) + Float64(x * 1.128386358070218)))); else tmp = Float64(1.0 + Float64(t_2 * Float64(exp(Float64(x * Float64(-x))) * Float64(Float64(t_2 * Float64(Float64(t_1 * Float64(Float64(t_1 * 1.453152027) - Float64(1.421413741 + Float64(1.061405429 * Float64(1.0 / (t_0 ^ 2.0)))))) - -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 / t_0; t_2 = 1.0 / (1.0 + (abs(x) * 0.3275911)); tmp = 0.0; if (abs(x) <= 5e-7) tmp = (-0.37545125254711353 * (x ^ 3.0)) + (1e-9 + ((-0.00011824294398844343 * (x ^ 2.0)) + (x * 1.128386358070218))); else tmp = 1.0 + (t_2 * (exp((x * -x)) * ((t_2 * ((t_1 * ((t_1 * 1.453152027) - (1.421413741 + (1.061405429 * (1.0 / (t_0 ^ 2.0)))))) - -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 / t$95$0), $MachinePrecision]}, Block[{t$95$2 = N[(1.0 / N[(1.0 + N[(N[Abs[x], $MachinePrecision] * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[Abs[x], $MachinePrecision], 5e-7], N[(N[(-0.37545125254711353 * N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision] + N[(1e-9 + N[(N[(-0.00011824294398844343 * N[Power[x, 2.0], $MachinePrecision]), $MachinePrecision] + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(t$95$2 * N[(N[Exp[N[(x * (-x)), $MachinePrecision]], $MachinePrecision] * N[(N[(t$95$2 * N[(N[(t$95$1 * N[(N[(t$95$1 * 1.453152027), $MachinePrecision] - N[(1.421413741 + N[(1.061405429 * N[(1.0 / N[Power[t$95$0, 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $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}{t_0}\\
t_2 := \frac{1}{1 + \left|x\right| \cdot 0.3275911}\\
\mathbf{if}\;\left|x\right| \leq 5 \cdot 10^{-7}:\\
\;\;\;\;-0.37545125254711353 \cdot {x}^{3} + \left(10^{-9} + \left(-0.00011824294398844343 \cdot {x}^{2} + x \cdot 1.128386358070218\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 + t_2 \cdot \left(e^{x \cdot \left(-x\right)} \cdot \left(t_2 \cdot \left(t_1 \cdot \left(t_1 \cdot 1.453152027 - \left(1.421413741 + 1.061405429 \cdot \frac{1}{{t_0}^{2}}\right)\right) - -0.284496736\right) - 0.254829592\right)\right)\\
\end{array}
\end{array}
if (fabs.f64 x) < 4.99999999999999977e-7Initial program 57.8%
associate-*l*57.8%
Simplified57.8%
Applied egg-rr57.8%
Simplified57.3%
Taylor expanded in x around 0 98.0%
Taylor expanded in x around 0 96.5%
fma-def96.5%
unpow296.5%
*-commutative96.5%
Simplified96.5%
Taylor expanded in x around 0 98.0%
if 4.99999999999999977e-7 < (fabs.f64 x) Initial program 100.0%
associate-*l*100.0%
Simplified100.0%
Taylor expanded in x around 0 100.0%
expm1-log1p-u100.0%
expm1-udef100.0%
log1p-udef100.0%
add-exp-log100.0%
+-commutative100.0%
fma-udef100.0%
Applied egg-rr100.0%
fma-def100.0%
associate--l+100.0%
metadata-eval100.0%
+-rgt-identity100.0%
unpow1100.0%
sqr-pow45.3%
fabs-sqr45.3%
sqr-pow99.4%
unpow199.4%
Simplified99.4%
expm1-log1p-u100.0%
expm1-udef100.0%
log1p-udef100.0%
add-exp-log100.0%
+-commutative100.0%
fma-udef100.0%
Applied egg-rr99.4%
fma-def100.0%
associate--l+100.0%
metadata-eval100.0%
+-rgt-identity100.0%
unpow1100.0%
sqr-pow45.3%
fabs-sqr45.3%
sqr-pow99.4%
unpow199.4%
Simplified99.4%
expm1-log1p-u100.0%
expm1-udef100.0%
log1p-udef100.0%
add-exp-log100.0%
+-commutative100.0%
fma-udef100.0%
Applied egg-rr99.4%
fma-def100.0%
associate--l+100.0%
metadata-eval100.0%
+-rgt-identity100.0%
unpow1100.0%
sqr-pow45.3%
fabs-sqr45.3%
sqr-pow99.4%
unpow199.4%
Simplified99.4%
Final simplification98.7%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(let* ((t_0 (/ 1.0 (+ 1.0 (* (fabs x) 0.3275911))))
(t_1 (+ 1.0 (* x 0.3275911))))
(if (<= x 0.00062)
(+
(* -0.37545125254711353 (pow x 3.0))
(+
1e-9
(+ (* -0.00011824294398844343 (pow x 2.0)) (* x 1.128386358070218))))
(+
1.0
(*
t_0
(*
(exp (* x (- x)))
(-
(*
t_0
(-
(*
(+
1.421413741
(* (/ 1.0 t_1) (+ -1.453152027 (/ 1.061405429 t_1))))
(/ -1.0 t_1))
-0.284496736))
0.254829592)))))))x = abs(x);
double code(double x) {
double t_0 = 1.0 / (1.0 + (fabs(x) * 0.3275911));
double t_1 = 1.0 + (x * 0.3275911);
double tmp;
if (x <= 0.00062) {
tmp = (-0.37545125254711353 * pow(x, 3.0)) + (1e-9 + ((-0.00011824294398844343 * pow(x, 2.0)) + (x * 1.128386358070218)));
} else {
tmp = 1.0 + (t_0 * (exp((x * -x)) * ((t_0 * (((1.421413741 + ((1.0 / t_1) * (-1.453152027 + (1.061405429 / t_1)))) * (-1.0 / t_1)) - -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 / (1.0d0 + (abs(x) * 0.3275911d0))
t_1 = 1.0d0 + (x * 0.3275911d0)
if (x <= 0.00062d0) then
tmp = ((-0.37545125254711353d0) * (x ** 3.0d0)) + (1d-9 + (((-0.00011824294398844343d0) * (x ** 2.0d0)) + (x * 1.128386358070218d0)))
else
tmp = 1.0d0 + (t_0 * (exp((x * -x)) * ((t_0 * (((1.421413741d0 + ((1.0d0 / t_1) * ((-1.453152027d0) + (1.061405429d0 / t_1)))) * ((-1.0d0) / t_1)) - (-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 / (1.0 + (Math.abs(x) * 0.3275911));
double t_1 = 1.0 + (x * 0.3275911);
double tmp;
if (x <= 0.00062) {
tmp = (-0.37545125254711353 * Math.pow(x, 3.0)) + (1e-9 + ((-0.00011824294398844343 * Math.pow(x, 2.0)) + (x * 1.128386358070218)));
} else {
tmp = 1.0 + (t_0 * (Math.exp((x * -x)) * ((t_0 * (((1.421413741 + ((1.0 / t_1) * (-1.453152027 + (1.061405429 / t_1)))) * (-1.0 / t_1)) - -0.284496736)) - 0.254829592)));
}
return tmp;
}
x = abs(x) def code(x): t_0 = 1.0 / (1.0 + (math.fabs(x) * 0.3275911)) t_1 = 1.0 + (x * 0.3275911) tmp = 0 if x <= 0.00062: tmp = (-0.37545125254711353 * math.pow(x, 3.0)) + (1e-9 + ((-0.00011824294398844343 * math.pow(x, 2.0)) + (x * 1.128386358070218))) else: tmp = 1.0 + (t_0 * (math.exp((x * -x)) * ((t_0 * (((1.421413741 + ((1.0 / t_1) * (-1.453152027 + (1.061405429 / t_1)))) * (-1.0 / t_1)) - -0.284496736)) - 0.254829592))) return tmp
x = abs(x) function code(x) t_0 = Float64(1.0 / Float64(1.0 + Float64(abs(x) * 0.3275911))) t_1 = Float64(1.0 + Float64(x * 0.3275911)) tmp = 0.0 if (x <= 0.00062) tmp = Float64(Float64(-0.37545125254711353 * (x ^ 3.0)) + Float64(1e-9 + Float64(Float64(-0.00011824294398844343 * (x ^ 2.0)) + Float64(x * 1.128386358070218)))); else tmp = Float64(1.0 + Float64(t_0 * Float64(exp(Float64(x * Float64(-x))) * Float64(Float64(t_0 * Float64(Float64(Float64(1.421413741 + Float64(Float64(1.0 / t_1) * Float64(-1.453152027 + Float64(1.061405429 / t_1)))) * Float64(-1.0 / t_1)) - -0.284496736)) - 0.254829592)))); end return tmp end
x = abs(x) function tmp_2 = code(x) t_0 = 1.0 / (1.0 + (abs(x) * 0.3275911)); t_1 = 1.0 + (x * 0.3275911); tmp = 0.0; if (x <= 0.00062) tmp = (-0.37545125254711353 * (x ^ 3.0)) + (1e-9 + ((-0.00011824294398844343 * (x ^ 2.0)) + (x * 1.128386358070218))); else tmp = 1.0 + (t_0 * (exp((x * -x)) * ((t_0 * (((1.421413741 + ((1.0 / t_1) * (-1.453152027 + (1.061405429 / t_1)))) * (-1.0 / t_1)) - -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[(1.0 + N[(N[Abs[x], $MachinePrecision] * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(1.0 + N[(x * 0.3275911), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[x, 0.00062], N[(N[(-0.37545125254711353 * N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision] + N[(1e-9 + N[(N[(-0.00011824294398844343 * N[Power[x, 2.0], $MachinePrecision]), $MachinePrecision] + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(t$95$0 * N[(N[Exp[N[(x * (-x)), $MachinePrecision]], $MachinePrecision] * N[(N[(t$95$0 * N[(N[(N[(1.421413741 + N[(N[(1.0 / t$95$1), $MachinePrecision] * N[(-1.453152027 + N[(1.061405429 / t$95$1), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(-1.0 / t$95$1), $MachinePrecision]), $MachinePrecision] - -0.284496736), $MachinePrecision]), $MachinePrecision] - 0.254829592), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
t_0 := \frac{1}{1 + \left|x\right| \cdot 0.3275911}\\
t_1 := 1 + x \cdot 0.3275911\\
\mathbf{if}\;x \leq 0.00062:\\
\;\;\;\;-0.37545125254711353 \cdot {x}^{3} + \left(10^{-9} + \left(-0.00011824294398844343 \cdot {x}^{2} + x \cdot 1.128386358070218\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 + t_0 \cdot \left(e^{x \cdot \left(-x\right)} \cdot \left(t_0 \cdot \left(\left(1.421413741 + \frac{1}{t_1} \cdot \left(-1.453152027 + \frac{1.061405429}{t_1}\right)\right) \cdot \frac{-1}{t_1} - -0.284496736\right) - 0.254829592\right)\right)\\
\end{array}
\end{array}
if x < 6.2e-4Initial program 74.1%
associate-*l*74.1%
Simplified74.1%
Applied egg-rr74.1%
Simplified73.3%
Taylor expanded in x around 0 60.4%
Taylor expanded in x around 0 59.4%
fma-def59.4%
unpow259.4%
*-commutative59.4%
Simplified59.4%
Taylor expanded in x around 0 61.0%
if 6.2e-4 < x Initial program 100.0%
associate-*l*100.0%
Simplified100.0%
expm1-log1p-u100.0%
expm1-udef100.0%
log1p-udef100.0%
add-exp-log100.0%
+-commutative100.0%
fma-udef100.0%
Applied egg-rr100.0%
fma-def100.0%
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%
add-exp-log100.0%
+-commutative100.0%
fma-udef100.0%
Applied egg-rr100.0%
fma-def100.0%
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%
add-exp-log100.0%
+-commutative100.0%
fma-udef100.0%
Applied egg-rr100.0%
fma-def100.0%
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%
Final simplification70.5%
NOTE: x should be positive before calling this function
(FPCore (x)
:precision binary64
(if (<= x 1.1)
(+
(* -0.37545125254711353 (pow x 3.0))
(+
1e-9
(+ (* -0.00011824294398844343 (pow x 2.0)) (* x 1.128386358070218))))
1.0))x = abs(x);
double code(double x) {
double tmp;
if (x <= 1.1) {
tmp = (-0.37545125254711353 * pow(x, 3.0)) + (1e-9 + ((-0.00011824294398844343 * pow(x, 2.0)) + (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 <= 1.1d0) then
tmp = ((-0.37545125254711353d0) * (x ** 3.0d0)) + (1d-9 + (((-0.00011824294398844343d0) * (x ** 2.0d0)) + (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 <= 1.1) {
tmp = (-0.37545125254711353 * Math.pow(x, 3.0)) + (1e-9 + ((-0.00011824294398844343 * Math.pow(x, 2.0)) + (x * 1.128386358070218)));
} else {
tmp = 1.0;
}
return tmp;
}
x = abs(x) def code(x): tmp = 0 if x <= 1.1: tmp = (-0.37545125254711353 * math.pow(x, 3.0)) + (1e-9 + ((-0.00011824294398844343 * math.pow(x, 2.0)) + (x * 1.128386358070218))) else: tmp = 1.0 return tmp
x = abs(x) function code(x) tmp = 0.0 if (x <= 1.1) tmp = Float64(Float64(-0.37545125254711353 * (x ^ 3.0)) + Float64(1e-9 + Float64(Float64(-0.00011824294398844343 * (x ^ 2.0)) + 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 <= 1.1) tmp = (-0.37545125254711353 * (x ^ 3.0)) + (1e-9 + ((-0.00011824294398844343 * (x ^ 2.0)) + (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, 1.1], N[(N[(-0.37545125254711353 * N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision] + N[(1e-9 + N[(N[(-0.00011824294398844343 * N[Power[x, 2.0], $MachinePrecision]), $MachinePrecision] + N[(x * 1.128386358070218), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 1.0]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 1.1:\\
\;\;\;\;-0.37545125254711353 \cdot {x}^{3} + \left(10^{-9} + \left(-0.00011824294398844343 \cdot {x}^{2} + x \cdot 1.128386358070218\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 1.1000000000000001Initial program 74.1%
associate-*l*74.1%
Simplified74.1%
Applied egg-rr74.1%
Simplified73.3%
Taylor expanded in x around 0 60.4%
Taylor expanded in x around 0 59.4%
fma-def59.4%
unpow259.4%
*-commutative59.4%
Simplified59.4%
Taylor expanded in x around 0 61.0%
if 1.1000000000000001 < x Initial program 100.0%
associate-*l*100.0%
Simplified100.0%
Taylor expanded in x around 0 95.3%
Simplified95.3%
Taylor expanded in x around inf 95.4%
associate--l+95.4%
associate-*r/95.4%
metadata-eval95.4%
unpow295.4%
associate-*r/95.4%
metadata-eval95.4%
Simplified95.4%
Taylor expanded in x around inf 100.0%
Final simplification70.5%
NOTE: x should be positive before calling this function (FPCore (x) :precision binary64 (if (<= x 0.88) (+ (* x (* x -0.00011824294398844343)) (fma x 1.128386358070218 1e-9)) 1.0))
x = abs(x);
double code(double x) {
double tmp;
if (x <= 0.88) {
tmp = (x * (x * -0.00011824294398844343)) + fma(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 * Float64(x * -0.00011824294398844343)) + fma(x, 1.128386358070218, 1e-9)); else tmp = 1.0; end return tmp end
NOTE: x should be positive before calling this function code[x_] := If[LessEqual[x, 0.88], N[(N[(x * N[(x * -0.00011824294398844343), $MachinePrecision]), $MachinePrecision] + N[(x * 1.128386358070218 + 1e-9), $MachinePrecision]), $MachinePrecision], 1.0]
\begin{array}{l}
x = |x|\\
\\
\begin{array}{l}
\mathbf{if}\;x \leq 0.88:\\
\;\;\;\;x \cdot \left(x \cdot -0.00011824294398844343\right) + \mathsf{fma}\left(x, 1.128386358070218, 10^{-9}\right)\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 0.880000000000000004Initial program 74.1%
associate-*l*74.1%
Simplified74.1%
Applied egg-rr74.1%
Simplified73.3%
Taylor expanded in x around 0 60.4%
Taylor expanded in x around 0 59.4%
fma-def59.4%
unpow259.4%
*-commutative59.4%
Simplified59.4%
Taylor expanded in x around 0 60.4%
+-commutative60.4%
*-commutative60.4%
associate-+l+60.4%
*-commutative60.4%
unpow260.4%
associate-*l*60.4%
fma-def60.4%
Simplified60.4%
if 0.880000000000000004 < x Initial program 100.0%
associate-*l*100.0%
Simplified100.0%
Taylor expanded in x around 0 95.3%
Simplified95.3%
Taylor expanded in x around inf 95.4%
associate--l+95.4%
associate-*r/95.4%
metadata-eval95.4%
unpow295.4%
associate-*r/95.4%
metadata-eval95.4%
Simplified95.4%
Taylor expanded in x around inf 100.0%
Final simplification70.0%
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 74.1%
associate-*l*74.1%
Simplified74.1%
Taylor expanded in x around 0 71.3%
Simplified71.0%
Taylor expanded in x around 0 60.4%
*-commutative60.4%
Simplified60.4%
flip-+60.3%
metadata-eval60.3%
pow260.3%
Applied egg-rr60.3%
unpow260.3%
swap-sqr60.3%
metadata-eval60.3%
sub-neg60.3%
distribute-rgt-neg-in60.3%
metadata-eval60.3%
Simplified60.3%
if 0.880000000000000004 < x Initial program 100.0%
associate-*l*100.0%
Simplified100.0%
Taylor expanded in x around 0 95.3%
Simplified95.3%
Taylor expanded in x around inf 95.4%
associate--l+95.4%
associate-*r/95.4%
metadata-eval95.4%
unpow295.4%
associate-*r/95.4%
metadata-eval95.4%
Simplified95.4%
Taylor expanded in x around inf 100.0%
Final simplification69.9%
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 74.1%
associate-*l*74.1%
Simplified74.1%
Taylor expanded in x around 0 71.3%
Simplified71.0%
Taylor expanded in x around 0 60.4%
*-commutative60.4%
Simplified60.4%
if 0.880000000000000004 < x Initial program 100.0%
associate-*l*100.0%
Simplified100.0%
Taylor expanded in x around 0 95.3%
Simplified95.3%
Taylor expanded in x around inf 95.4%
associate--l+95.4%
associate-*r/95.4%
metadata-eval95.4%
unpow295.4%
associate-*r/95.4%
metadata-eval95.4%
Simplified95.4%
Taylor expanded in x around inf 100.0%
Final simplification70.0%
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 74.1%
associate-*l*74.1%
Simplified74.1%
Taylor expanded in x around 0 71.3%
Simplified71.0%
Taylor expanded in x around 0 63.6%
if 2.79999999999999996e-5 < x Initial program 100.0%
associate-*l*100.0%
Simplified100.0%
Taylor expanded in x around 0 95.3%
Simplified95.3%
Taylor expanded in x around inf 95.4%
associate--l+95.4%
associate-*r/95.4%
metadata-eval95.4%
unpow295.4%
associate-*r/95.4%
metadata-eval95.4%
Simplified95.4%
Taylor expanded in x around inf 100.0%
Final simplification72.4%
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 80.4%
associate-*l*80.4%
Simplified80.4%
Taylor expanded in x around 0 77.1%
Simplified76.9%
Taylor expanded in x around 0 50.9%
Final simplification50.9%
herbie shell --seed 2023257
(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)))))))