
(FPCore (x)
:precision binary64
(let* ((t_0 (/ 1.0 (+ 1.0 (* 0.3275911 (fabs x))))))
(-
1.0
(*
(*
t_0
(+
0.254829592
(*
t_0
(+
-0.284496736
(*
t_0
(+ 1.421413741 (* t_0 (+ -1.453152027 (* t_0 1.061405429)))))))))
(exp (- (* (fabs x) (fabs x))))))))
double code(double x) {
double t_0 = 1.0 / (1.0 + (0.3275911 * fabs(x)));
return 1.0 - ((t_0 * (0.254829592 + (t_0 * (-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (t_0 * 1.061405429))))))))) * exp(-(fabs(x) * fabs(x))));
}
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: t_0
t_0 = 1.0d0 / (1.0d0 + (0.3275911d0 * abs(x)))
code = 1.0d0 - ((t_0 * (0.254829592d0 + (t_0 * ((-0.284496736d0) + (t_0 * (1.421413741d0 + (t_0 * ((-1.453152027d0) + (t_0 * 1.061405429d0))))))))) * exp(-(abs(x) * abs(x))))
end function
public static double code(double x) {
double t_0 = 1.0 / (1.0 + (0.3275911 * Math.abs(x)));
return 1.0 - ((t_0 * (0.254829592 + (t_0 * (-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (t_0 * 1.061405429))))))))) * Math.exp(-(Math.abs(x) * Math.abs(x))));
}
def code(x): t_0 = 1.0 / (1.0 + (0.3275911 * math.fabs(x))) return 1.0 - ((t_0 * (0.254829592 + (t_0 * (-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (t_0 * 1.061405429))))))))) * math.exp(-(math.fabs(x) * math.fabs(x))))
function code(x) t_0 = Float64(1.0 / Float64(1.0 + Float64(0.3275911 * abs(x)))) return Float64(1.0 - Float64(Float64(t_0 * Float64(0.254829592 + Float64(t_0 * Float64(-0.284496736 + Float64(t_0 * Float64(1.421413741 + Float64(t_0 * Float64(-1.453152027 + Float64(t_0 * 1.061405429))))))))) * exp(Float64(-Float64(abs(x) * abs(x)))))) end
function tmp = code(x) t_0 = 1.0 / (1.0 + (0.3275911 * abs(x))); tmp = 1.0 - ((t_0 * (0.254829592 + (t_0 * (-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (t_0 * 1.061405429))))))))) * exp(-(abs(x) * abs(x)))); end
code[x_] := Block[{t$95$0 = N[(1.0 / N[(1.0 + N[(0.3275911 * N[Abs[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, N[(1.0 - N[(N[(t$95$0 * N[(0.254829592 + N[(t$95$0 * N[(-0.284496736 + N[(t$95$0 * N[(1.421413741 + N[(t$95$0 * N[(-1.453152027 + N[(t$95$0 * 1.061405429), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[Exp[(-N[(N[Abs[x], $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision])], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{1}{1 + 0.3275911 \cdot \left|x\right|}\\
1 - \left(t\_0 \cdot \left(0.254829592 + t\_0 \cdot \left(-0.284496736 + t\_0 \cdot \left(1.421413741 + t\_0 \cdot \left(-1.453152027 + t\_0 \cdot 1.061405429\right)\right)\right)\right)\right) \cdot e^{-\left|x\right| \cdot \left|x\right|}
\end{array}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 8 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x)
:precision binary64
(let* ((t_0 (/ 1.0 (+ 1.0 (* 0.3275911 (fabs x))))))
(-
1.0
(*
(*
t_0
(+
0.254829592
(*
t_0
(+
-0.284496736
(*
t_0
(+ 1.421413741 (* t_0 (+ -1.453152027 (* t_0 1.061405429)))))))))
(exp (- (* (fabs x) (fabs x))))))))
double code(double x) {
double t_0 = 1.0 / (1.0 + (0.3275911 * fabs(x)));
return 1.0 - ((t_0 * (0.254829592 + (t_0 * (-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (t_0 * 1.061405429))))))))) * exp(-(fabs(x) * fabs(x))));
}
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: t_0
t_0 = 1.0d0 / (1.0d0 + (0.3275911d0 * abs(x)))
code = 1.0d0 - ((t_0 * (0.254829592d0 + (t_0 * ((-0.284496736d0) + (t_0 * (1.421413741d0 + (t_0 * ((-1.453152027d0) + (t_0 * 1.061405429d0))))))))) * exp(-(abs(x) * abs(x))))
end function
public static double code(double x) {
double t_0 = 1.0 / (1.0 + (0.3275911 * Math.abs(x)));
return 1.0 - ((t_0 * (0.254829592 + (t_0 * (-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (t_0 * 1.061405429))))))))) * Math.exp(-(Math.abs(x) * Math.abs(x))));
}
def code(x): t_0 = 1.0 / (1.0 + (0.3275911 * math.fabs(x))) return 1.0 - ((t_0 * (0.254829592 + (t_0 * (-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (t_0 * 1.061405429))))))))) * math.exp(-(math.fabs(x) * math.fabs(x))))
function code(x) t_0 = Float64(1.0 / Float64(1.0 + Float64(0.3275911 * abs(x)))) return Float64(1.0 - Float64(Float64(t_0 * Float64(0.254829592 + Float64(t_0 * Float64(-0.284496736 + Float64(t_0 * Float64(1.421413741 + Float64(t_0 * Float64(-1.453152027 + Float64(t_0 * 1.061405429))))))))) * exp(Float64(-Float64(abs(x) * abs(x)))))) end
function tmp = code(x) t_0 = 1.0 / (1.0 + (0.3275911 * abs(x))); tmp = 1.0 - ((t_0 * (0.254829592 + (t_0 * (-0.284496736 + (t_0 * (1.421413741 + (t_0 * (-1.453152027 + (t_0 * 1.061405429))))))))) * exp(-(abs(x) * abs(x)))); end
code[x_] := Block[{t$95$0 = N[(1.0 / N[(1.0 + N[(0.3275911 * N[Abs[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, N[(1.0 - N[(N[(t$95$0 * N[(0.254829592 + N[(t$95$0 * N[(-0.284496736 + N[(t$95$0 * N[(1.421413741 + N[(t$95$0 * N[(-1.453152027 + N[(t$95$0 * 1.061405429), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[Exp[(-N[(N[Abs[x], $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision])], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{1}{1 + 0.3275911 \cdot \left|x\right|}\\
1 - \left(t\_0 \cdot \left(0.254829592 + t\_0 \cdot \left(-0.284496736 + t\_0 \cdot \left(1.421413741 + t\_0 \cdot \left(-1.453152027 + t\_0 \cdot 1.061405429\right)\right)\right)\right)\right) \cdot e^{-\left|x\right| \cdot \left|x\right|}
\end{array}
\end{array}
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(let* ((t_0 (/ 1.0 (+ 1.0 (* x_m 0.3275911))))
(t_1 (+ 1.0 (* (fabs x_m) 0.3275911))))
(if (<= (fabs x_m) 0.0001)
(+
1e-9
(*
x_m
(+
1.128386358070218
(* x_m (- (* x_m -0.37545125292247583) 0.00011824294398844343)))))
(-
1.0
(*
(*
t_0
(+
0.254829592
(*
t_0
(+
-0.284496736
(*
(/ 1.0 (+ 1.0 (* 0.3275911 (+ (exp (log1p x_m)) -1.0))))
(+
1.421413741
(* (/ 1.0 t_1) (+ -1.453152027 (/ 1.061405429 t_1)))))))))
(exp (* x_m (- x_m))))))))x_m = fabs(x);
double code(double x_m) {
double t_0 = 1.0 / (1.0 + (x_m * 0.3275911));
double t_1 = 1.0 + (fabs(x_m) * 0.3275911);
double tmp;
if (fabs(x_m) <= 0.0001) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343))));
} else {
tmp = 1.0 - ((t_0 * (0.254829592 + (t_0 * (-0.284496736 + ((1.0 / (1.0 + (0.3275911 * (exp(log1p(x_m)) + -1.0)))) * (1.421413741 + ((1.0 / t_1) * (-1.453152027 + (1.061405429 / t_1))))))))) * exp((x_m * -x_m)));
}
return tmp;
}
x_m = Math.abs(x);
public static double code(double x_m) {
double t_0 = 1.0 / (1.0 + (x_m * 0.3275911));
double t_1 = 1.0 + (Math.abs(x_m) * 0.3275911);
double tmp;
if (Math.abs(x_m) <= 0.0001) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343))));
} else {
tmp = 1.0 - ((t_0 * (0.254829592 + (t_0 * (-0.284496736 + ((1.0 / (1.0 + (0.3275911 * (Math.exp(Math.log1p(x_m)) + -1.0)))) * (1.421413741 + ((1.0 / t_1) * (-1.453152027 + (1.061405429 / t_1))))))))) * Math.exp((x_m * -x_m)));
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): t_0 = 1.0 / (1.0 + (x_m * 0.3275911)) t_1 = 1.0 + (math.fabs(x_m) * 0.3275911) tmp = 0 if math.fabs(x_m) <= 0.0001: tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343)))) else: tmp = 1.0 - ((t_0 * (0.254829592 + (t_0 * (-0.284496736 + ((1.0 / (1.0 + (0.3275911 * (math.exp(math.log1p(x_m)) + -1.0)))) * (1.421413741 + ((1.0 / t_1) * (-1.453152027 + (1.061405429 / t_1))))))))) * math.exp((x_m * -x_m))) return tmp
x_m = abs(x) function code(x_m) t_0 = Float64(1.0 / Float64(1.0 + Float64(x_m * 0.3275911))) t_1 = Float64(1.0 + Float64(abs(x_m) * 0.3275911)) tmp = 0.0 if (abs(x_m) <= 0.0001) tmp = Float64(1e-9 + Float64(x_m * Float64(1.128386358070218 + Float64(x_m * Float64(Float64(x_m * -0.37545125292247583) - 0.00011824294398844343))))); else tmp = Float64(1.0 - Float64(Float64(t_0 * Float64(0.254829592 + Float64(t_0 * Float64(-0.284496736 + Float64(Float64(1.0 / Float64(1.0 + Float64(0.3275911 * Float64(exp(log1p(x_m)) + -1.0)))) * Float64(1.421413741 + Float64(Float64(1.0 / t_1) * Float64(-1.453152027 + Float64(1.061405429 / t_1))))))))) * exp(Float64(x_m * Float64(-x_m))))); end return tmp end
x_m = N[Abs[x], $MachinePrecision]
code[x$95$m_] := Block[{t$95$0 = N[(1.0 / N[(1.0 + N[(x$95$m * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(1.0 + N[(N[Abs[x$95$m], $MachinePrecision] * 0.3275911), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[Abs[x$95$m], $MachinePrecision], 0.0001], N[(1e-9 + N[(x$95$m * N[(1.128386358070218 + N[(x$95$m * N[(N[(x$95$m * -0.37545125292247583), $MachinePrecision] - 0.00011824294398844343), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 - N[(N[(t$95$0 * N[(0.254829592 + N[(t$95$0 * N[(-0.284496736 + N[(N[(1.0 / N[(1.0 + N[(0.3275911 * N[(N[Exp[N[Log[1 + x$95$m], $MachinePrecision]], $MachinePrecision] + -1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(1.421413741 + N[(N[(1.0 / t$95$1), $MachinePrecision] * N[(-1.453152027 + N[(1.061405429 / t$95$1), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[Exp[N[(x$95$m * (-x$95$m)), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
t_0 := \frac{1}{1 + x\_m \cdot 0.3275911}\\
t_1 := 1 + \left|x\_m\right| \cdot 0.3275911\\
\mathbf{if}\;\left|x\_m\right| \leq 0.0001:\\
\;\;\;\;10^{-9} + x\_m \cdot \left(1.128386358070218 + x\_m \cdot \left(x\_m \cdot -0.37545125292247583 - 0.00011824294398844343\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 - \left(t\_0 \cdot \left(0.254829592 + t\_0 \cdot \left(-0.284496736 + \frac{1}{1 + 0.3275911 \cdot \left(e^{\mathsf{log1p}\left(x\_m\right)} + -1\right)} \cdot \left(1.421413741 + \frac{1}{t\_1} \cdot \left(-1.453152027 + \frac{1.061405429}{t\_1}\right)\right)\right)\right)\right) \cdot e^{x\_m \cdot \left(-x\_m\right)}\\
\end{array}
\end{array}
if (fabs.f64 x) < 1.00000000000000005e-4Initial program 57.9%
Simplified57.9%
Applied egg-rr57.2%
expm1-define57.1%
*-lft-identity57.1%
Simplified57.1%
expm1-undefine57.2%
log1p-expm1-u57.2%
log1p-undefine57.1%
rem-exp-log57.1%
expm1-log1p-u57.1%
Applied egg-rr57.1%
add-sqr-sqrt24.9%
fabs-sqr24.9%
add-sqr-sqrt57.1%
add-log-exp57.1%
*-un-lft-identity57.1%
log-prod57.1%
metadata-eval57.1%
add-log-exp57.1%
Applied egg-rr57.1%
+-lft-identity57.1%
Simplified57.1%
Taylor expanded in x around 0 97.2%
if 1.00000000000000005e-4 < (fabs.f64 x) Initial program 99.9%
Simplified99.9%
expm1-log1p-u99.9%
log1p-define99.9%
+-commutative99.9%
fma-undefine99.9%
expm1-undefine99.9%
add-exp-log99.9%
add-sqr-sqrt50.8%
fabs-sqr50.8%
add-sqr-sqrt99.4%
Applied egg-rr99.4%
fma-undefine99.4%
associate--l+99.4%
metadata-eval99.4%
+-rgt-identity99.4%
*-commutative99.4%
Simplified99.4%
expm1-log1p-u99.9%
log1p-define99.9%
+-commutative99.9%
fma-undefine99.9%
expm1-undefine99.9%
add-exp-log99.9%
add-sqr-sqrt50.8%
fabs-sqr50.8%
add-sqr-sqrt99.4%
Applied egg-rr99.2%
fma-undefine99.4%
associate--l+99.4%
metadata-eval99.4%
+-rgt-identity99.4%
*-commutative99.4%
Simplified99.2%
add-sqr-sqrt50.8%
fabs-sqr50.8%
add-sqr-sqrt99.2%
expm1-log1p-u50.8%
expm1-undefine50.8%
Applied egg-rr50.8%
Final simplification73.6%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(let* ((t_0 (* (fabs x_m) 0.3275911)) (t_1 (/ 1.0 (+ 1.0 (* x_m 0.3275911)))))
(if (<= (fabs x_m) 0.0001)
(+
1e-9
(*
x_m
(+
1.128386358070218
(* x_m (- (* x_m -0.37545125292247583) 0.00011824294398844343)))))
(+
1.0
(*
(exp (* x_m (- x_m)))
(*
t_1
(-
(*
t_1
(-
(*
t_1
(-
(*
(/ 1.0 (+ 1.0 t_0))
(- (/ 1.061405429 (- -1.0 t_0)) -1.453152027))
1.421413741))
-0.284496736))
0.254829592)))))))x_m = fabs(x);
double code(double x_m) {
double t_0 = fabs(x_m) * 0.3275911;
double t_1 = 1.0 / (1.0 + (x_m * 0.3275911));
double tmp;
if (fabs(x_m) <= 0.0001) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343))));
} else {
tmp = 1.0 + (exp((x_m * -x_m)) * (t_1 * ((t_1 * ((t_1 * (((1.0 / (1.0 + t_0)) * ((1.061405429 / (-1.0 - t_0)) - -1.453152027)) - 1.421413741)) - -0.284496736)) - 0.254829592)));
}
return tmp;
}
x_m = abs(x)
real(8) function code(x_m)
real(8), intent (in) :: x_m
real(8) :: t_0
real(8) :: t_1
real(8) :: tmp
t_0 = abs(x_m) * 0.3275911d0
t_1 = 1.0d0 / (1.0d0 + (x_m * 0.3275911d0))
if (abs(x_m) <= 0.0001d0) then
tmp = 1d-9 + (x_m * (1.128386358070218d0 + (x_m * ((x_m * (-0.37545125292247583d0)) - 0.00011824294398844343d0))))
else
tmp = 1.0d0 + (exp((x_m * -x_m)) * (t_1 * ((t_1 * ((t_1 * (((1.0d0 / (1.0d0 + t_0)) * ((1.061405429d0 / ((-1.0d0) - t_0)) - (-1.453152027d0))) - 1.421413741d0)) - (-0.284496736d0))) - 0.254829592d0)))
end if
code = tmp
end function
x_m = Math.abs(x);
public static double code(double x_m) {
double t_0 = Math.abs(x_m) * 0.3275911;
double t_1 = 1.0 / (1.0 + (x_m * 0.3275911));
double tmp;
if (Math.abs(x_m) <= 0.0001) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343))));
} else {
tmp = 1.0 + (Math.exp((x_m * -x_m)) * (t_1 * ((t_1 * ((t_1 * (((1.0 / (1.0 + t_0)) * ((1.061405429 / (-1.0 - t_0)) - -1.453152027)) - 1.421413741)) - -0.284496736)) - 0.254829592)));
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): t_0 = math.fabs(x_m) * 0.3275911 t_1 = 1.0 / (1.0 + (x_m * 0.3275911)) tmp = 0 if math.fabs(x_m) <= 0.0001: tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343)))) else: tmp = 1.0 + (math.exp((x_m * -x_m)) * (t_1 * ((t_1 * ((t_1 * (((1.0 / (1.0 + t_0)) * ((1.061405429 / (-1.0 - t_0)) - -1.453152027)) - 1.421413741)) - -0.284496736)) - 0.254829592))) return tmp
x_m = abs(x) function code(x_m) t_0 = Float64(abs(x_m) * 0.3275911) t_1 = Float64(1.0 / Float64(1.0 + Float64(x_m * 0.3275911))) tmp = 0.0 if (abs(x_m) <= 0.0001) tmp = Float64(1e-9 + Float64(x_m * Float64(1.128386358070218 + Float64(x_m * Float64(Float64(x_m * -0.37545125292247583) - 0.00011824294398844343))))); else tmp = Float64(1.0 + Float64(exp(Float64(x_m * Float64(-x_m))) * Float64(t_1 * Float64(Float64(t_1 * Float64(Float64(t_1 * Float64(Float64(Float64(1.0 / Float64(1.0 + t_0)) * Float64(Float64(1.061405429 / Float64(-1.0 - t_0)) - -1.453152027)) - 1.421413741)) - -0.284496736)) - 0.254829592)))); end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) t_0 = abs(x_m) * 0.3275911; t_1 = 1.0 / (1.0 + (x_m * 0.3275911)); tmp = 0.0; if (abs(x_m) <= 0.0001) tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343)))); else tmp = 1.0 + (exp((x_m * -x_m)) * (t_1 * ((t_1 * ((t_1 * (((1.0 / (1.0 + t_0)) * ((1.061405429 / (-1.0 - t_0)) - -1.453152027)) - 1.421413741)) - -0.284496736)) - 0.254829592))); end tmp_2 = tmp; end
x_m = N[Abs[x], $MachinePrecision]
code[x$95$m_] := Block[{t$95$0 = N[(N[Abs[x$95$m], $MachinePrecision] * 0.3275911), $MachinePrecision]}, Block[{t$95$1 = N[(1.0 / N[(1.0 + N[(x$95$m * 0.3275911), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[Abs[x$95$m], $MachinePrecision], 0.0001], N[(1e-9 + N[(x$95$m * N[(1.128386358070218 + N[(x$95$m * N[(N[(x$95$m * -0.37545125292247583), $MachinePrecision] - 0.00011824294398844343), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 + N[(N[Exp[N[(x$95$m * (-x$95$m)), $MachinePrecision]], $MachinePrecision] * N[(t$95$1 * N[(N[(t$95$1 * N[(N[(t$95$1 * N[(N[(N[(1.0 / N[(1.0 + t$95$0), $MachinePrecision]), $MachinePrecision] * N[(N[(1.061405429 / N[(-1.0 - t$95$0), $MachinePrecision]), $MachinePrecision] - -1.453152027), $MachinePrecision]), $MachinePrecision] - 1.421413741), $MachinePrecision]), $MachinePrecision] - -0.284496736), $MachinePrecision]), $MachinePrecision] - 0.254829592), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
t_0 := \left|x\_m\right| \cdot 0.3275911\\
t_1 := \frac{1}{1 + x\_m \cdot 0.3275911}\\
\mathbf{if}\;\left|x\_m\right| \leq 0.0001:\\
\;\;\;\;10^{-9} + x\_m \cdot \left(1.128386358070218 + x\_m \cdot \left(x\_m \cdot -0.37545125292247583 - 0.00011824294398844343\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1 + e^{x\_m \cdot \left(-x\_m\right)} \cdot \left(t\_1 \cdot \left(t\_1 \cdot \left(t\_1 \cdot \left(\frac{1}{1 + t\_0} \cdot \left(\frac{1.061405429}{-1 - t\_0} - -1.453152027\right) - 1.421413741\right) - -0.284496736\right) - 0.254829592\right)\right)\\
\end{array}
\end{array}
if (fabs.f64 x) < 1.00000000000000005e-4Initial program 57.9%
Simplified57.9%
Applied egg-rr57.2%
expm1-define57.1%
*-lft-identity57.1%
Simplified57.1%
expm1-undefine57.2%
log1p-expm1-u57.2%
log1p-undefine57.1%
rem-exp-log57.1%
expm1-log1p-u57.1%
Applied egg-rr57.1%
add-sqr-sqrt24.9%
fabs-sqr24.9%
add-sqr-sqrt57.1%
add-log-exp57.1%
*-un-lft-identity57.1%
log-prod57.1%
metadata-eval57.1%
add-log-exp57.1%
Applied egg-rr57.1%
+-lft-identity57.1%
Simplified57.1%
Taylor expanded in x around 0 97.2%
if 1.00000000000000005e-4 < (fabs.f64 x) Initial program 99.9%
Simplified99.9%
expm1-log1p-u99.9%
log1p-define99.9%
+-commutative99.9%
fma-undefine99.9%
expm1-undefine99.9%
add-exp-log99.9%
add-sqr-sqrt50.8%
fabs-sqr50.8%
add-sqr-sqrt99.4%
Applied egg-rr99.4%
fma-undefine99.4%
associate--l+99.4%
metadata-eval99.4%
+-rgt-identity99.4%
*-commutative99.4%
Simplified99.4%
expm1-log1p-u99.9%
log1p-define99.9%
+-commutative99.9%
fma-undefine99.9%
expm1-undefine99.9%
add-exp-log99.9%
add-sqr-sqrt50.8%
fabs-sqr50.8%
add-sqr-sqrt99.4%
Applied egg-rr99.2%
fma-undefine99.4%
associate--l+99.4%
metadata-eval99.4%
+-rgt-identity99.4%
*-commutative99.4%
Simplified99.2%
expm1-log1p-u99.9%
log1p-define99.9%
+-commutative99.9%
fma-undefine99.9%
expm1-undefine99.9%
add-exp-log99.9%
add-sqr-sqrt50.8%
fabs-sqr50.8%
add-sqr-sqrt99.4%
Applied egg-rr99.2%
fma-undefine99.4%
associate--l+99.4%
metadata-eval99.4%
+-rgt-identity99.4%
*-commutative99.4%
Simplified99.2%
Final simplification98.2%
x_m = (fabs.f64 x)
(FPCore (x_m)
:precision binary64
(if (<= (fabs x_m) 0.2)
(+
1e-9
(*
x_m
(+
1.128386358070218
(* x_m (- (* x_m -0.37545125292247583) 0.00011824294398844343)))))
1.0))x_m = fabs(x);
double code(double x_m) {
double tmp;
if (fabs(x_m) <= 0.2) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343))));
} else {
tmp = 1.0;
}
return tmp;
}
x_m = abs(x)
real(8) function code(x_m)
real(8), intent (in) :: x_m
real(8) :: tmp
if (abs(x_m) <= 0.2d0) then
tmp = 1d-9 + (x_m * (1.128386358070218d0 + (x_m * ((x_m * (-0.37545125292247583d0)) - 0.00011824294398844343d0))))
else
tmp = 1.0d0
end if
code = tmp
end function
x_m = Math.abs(x);
public static double code(double x_m) {
double tmp;
if (Math.abs(x_m) <= 0.2) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343))));
} else {
tmp = 1.0;
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): tmp = 0 if math.fabs(x_m) <= 0.2: tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343)))) else: tmp = 1.0 return tmp
x_m = abs(x) function code(x_m) tmp = 0.0 if (abs(x_m) <= 0.2) tmp = Float64(1e-9 + Float64(x_m * Float64(1.128386358070218 + Float64(x_m * Float64(Float64(x_m * -0.37545125292247583) - 0.00011824294398844343))))); else tmp = 1.0; end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) tmp = 0.0; if (abs(x_m) <= 0.2) tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * ((x_m * -0.37545125292247583) - 0.00011824294398844343)))); else tmp = 1.0; end tmp_2 = tmp; end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := If[LessEqual[N[Abs[x$95$m], $MachinePrecision], 0.2], N[(1e-9 + N[(x$95$m * N[(1.128386358070218 + N[(x$95$m * N[(N[(x$95$m * -0.37545125292247583), $MachinePrecision] - 0.00011824294398844343), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 1.0]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;\left|x\_m\right| \leq 0.2:\\
\;\;\;\;10^{-9} + x\_m \cdot \left(1.128386358070218 + x\_m \cdot \left(x\_m \cdot -0.37545125292247583 - 0.00011824294398844343\right)\right)\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if (fabs.f64 x) < 0.20000000000000001Initial program 58.5%
Simplified58.4%
Applied egg-rr57.0%
expm1-define57.0%
*-lft-identity57.0%
Simplified57.0%
expm1-undefine57.0%
log1p-expm1-u57.0%
log1p-undefine57.0%
rem-exp-log57.0%
expm1-log1p-u57.0%
Applied egg-rr57.0%
add-sqr-sqrt25.3%
fabs-sqr25.3%
add-sqr-sqrt57.0%
add-log-exp57.0%
*-un-lft-identity57.0%
log-prod57.0%
metadata-eval57.0%
add-log-exp57.0%
Applied egg-rr57.0%
+-lft-identity57.0%
Simplified57.0%
Taylor expanded in x around 0 95.9%
if 0.20000000000000001 < (fabs.f64 x) Initial program 100.0%
Simplified100.0%
Applied egg-rr100.0%
expm1-define100.0%
*-lft-identity100.0%
Simplified100.0%
expm1-undefine100.0%
log1p-expm1-u100.0%
log1p-undefine100.0%
rem-exp-log100.0%
expm1-log1p-u100.0%
Applied egg-rr100.0%
add-sqr-sqrt50.8%
fabs-sqr50.8%
add-sqr-sqrt100.0%
add-log-exp100.0%
*-un-lft-identity100.0%
log-prod100.0%
metadata-eval100.0%
add-log-exp100.0%
Applied egg-rr100.0%
+-lft-identity100.0%
Simplified100.0%
Taylor expanded in x around inf 100.0%
Final simplification98.0%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 (if (<= x_m 0.9) (+ 1e-9 (* x_m (+ 1.128386358070218 (* x_m -0.00011824294398844343)))) 1.0))
x_m = fabs(x);
double code(double x_m) {
double tmp;
if (x_m <= 0.9) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * -0.00011824294398844343)));
} else {
tmp = 1.0;
}
return tmp;
}
x_m = abs(x)
real(8) function code(x_m)
real(8), intent (in) :: x_m
real(8) :: tmp
if (x_m <= 0.9d0) then
tmp = 1d-9 + (x_m * (1.128386358070218d0 + (x_m * (-0.00011824294398844343d0))))
else
tmp = 1.0d0
end if
code = tmp
end function
x_m = Math.abs(x);
public static double code(double x_m) {
double tmp;
if (x_m <= 0.9) {
tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * -0.00011824294398844343)));
} else {
tmp = 1.0;
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): tmp = 0 if x_m <= 0.9: tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * -0.00011824294398844343))) else: tmp = 1.0 return tmp
x_m = abs(x) function code(x_m) tmp = 0.0 if (x_m <= 0.9) tmp = Float64(1e-9 + Float64(x_m * Float64(1.128386358070218 + Float64(x_m * -0.00011824294398844343)))); else tmp = 1.0; end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) tmp = 0.0; if (x_m <= 0.9) tmp = 1e-9 + (x_m * (1.128386358070218 + (x_m * -0.00011824294398844343))); else tmp = 1.0; end tmp_2 = tmp; end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := If[LessEqual[x$95$m, 0.9], N[(1e-9 + N[(x$95$m * N[(1.128386358070218 + N[(x$95$m * -0.00011824294398844343), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 1.0]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;x\_m \leq 0.9:\\
\;\;\;\;10^{-9} + x\_m \cdot \left(1.128386358070218 + x\_m \cdot -0.00011824294398844343\right)\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 0.900000000000000022Initial program 72.2%
Simplified72.1%
Applied egg-rr71.2%
expm1-define71.2%
*-lft-identity71.2%
Simplified71.2%
expm1-undefine71.2%
log1p-expm1-u71.2%
log1p-undefine71.2%
rem-exp-log71.2%
expm1-log1p-u71.2%
Applied egg-rr71.2%
add-sqr-sqrt16.9%
fabs-sqr16.9%
add-sqr-sqrt71.2%
add-log-exp71.2%
*-un-lft-identity71.2%
log-prod71.2%
metadata-eval71.2%
add-log-exp71.2%
Applied egg-rr71.2%
+-lft-identity71.2%
Simplified71.2%
Taylor expanded in x around 0 64.4%
*-commutative64.4%
Simplified64.4%
if 0.900000000000000022 < x Initial program 100.0%
Simplified100.0%
Applied egg-rr100.0%
expm1-define100.0%
*-lft-identity100.0%
Simplified100.0%
expm1-undefine100.0%
log1p-expm1-u100.0%
log1p-undefine100.0%
rem-exp-log100.0%
expm1-log1p-u100.0%
Applied egg-rr100.0%
add-sqr-sqrt100.0%
fabs-sqr100.0%
add-sqr-sqrt100.0%
add-log-exp100.0%
*-un-lft-identity100.0%
log-prod100.0%
metadata-eval100.0%
add-log-exp100.0%
Applied egg-rr100.0%
+-lft-identity100.0%
Simplified100.0%
Taylor expanded in x around inf 100.0%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 (if (<= x_m 0.9) (+ 1e-9 (* x_m 1.128386358070218)) 1.0))
x_m = fabs(x);
double code(double x_m) {
double tmp;
if (x_m <= 0.9) {
tmp = 1e-9 + (x_m * 1.128386358070218);
} else {
tmp = 1.0;
}
return tmp;
}
x_m = abs(x)
real(8) function code(x_m)
real(8), intent (in) :: x_m
real(8) :: tmp
if (x_m <= 0.9d0) then
tmp = 1d-9 + (x_m * 1.128386358070218d0)
else
tmp = 1.0d0
end if
code = tmp
end function
x_m = Math.abs(x);
public static double code(double x_m) {
double tmp;
if (x_m <= 0.9) {
tmp = 1e-9 + (x_m * 1.128386358070218);
} else {
tmp = 1.0;
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): tmp = 0 if x_m <= 0.9: tmp = 1e-9 + (x_m * 1.128386358070218) else: tmp = 1.0 return tmp
x_m = abs(x) function code(x_m) tmp = 0.0 if (x_m <= 0.9) tmp = Float64(1e-9 + Float64(x_m * 1.128386358070218)); else tmp = 1.0; end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) tmp = 0.0; if (x_m <= 0.9) tmp = 1e-9 + (x_m * 1.128386358070218); else tmp = 1.0; end tmp_2 = tmp; end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := If[LessEqual[x$95$m, 0.9], N[(1e-9 + N[(x$95$m * 1.128386358070218), $MachinePrecision]), $MachinePrecision], 1.0]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;x\_m \leq 0.9:\\
\;\;\;\;10^{-9} + x\_m \cdot 1.128386358070218\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 0.900000000000000022Initial program 72.2%
Simplified72.2%
Applied egg-rr38.6%
Taylor expanded in x around 0 64.3%
*-commutative64.3%
Simplified64.3%
if 0.900000000000000022 < x Initial program 100.0%
Simplified100.0%
Applied egg-rr100.0%
expm1-define100.0%
*-lft-identity100.0%
Simplified100.0%
expm1-undefine100.0%
log1p-expm1-u100.0%
log1p-undefine100.0%
rem-exp-log100.0%
expm1-log1p-u100.0%
Applied egg-rr100.0%
add-sqr-sqrt100.0%
fabs-sqr100.0%
add-sqr-sqrt100.0%
add-log-exp100.0%
*-un-lft-identity100.0%
log-prod100.0%
metadata-eval100.0%
add-log-exp100.0%
Applied egg-rr100.0%
+-lft-identity100.0%
Simplified100.0%
Taylor expanded in x around inf 100.0%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 (if (<= x_m 2.8e-5) 1e-9 1.0))
x_m = fabs(x);
double code(double x_m) {
double tmp;
if (x_m <= 2.8e-5) {
tmp = 1e-9;
} else {
tmp = 1.0;
}
return tmp;
}
x_m = abs(x)
real(8) function code(x_m)
real(8), intent (in) :: x_m
real(8) :: tmp
if (x_m <= 2.8d-5) then
tmp = 1d-9
else
tmp = 1.0d0
end if
code = tmp
end function
x_m = Math.abs(x);
public static double code(double x_m) {
double tmp;
if (x_m <= 2.8e-5) {
tmp = 1e-9;
} else {
tmp = 1.0;
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): tmp = 0 if x_m <= 2.8e-5: tmp = 1e-9 else: tmp = 1.0 return tmp
x_m = abs(x) function code(x_m) tmp = 0.0 if (x_m <= 2.8e-5) tmp = 1e-9; else tmp = 1.0; end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) tmp = 0.0; if (x_m <= 2.8e-5) tmp = 1e-9; else tmp = 1.0; end tmp_2 = tmp; end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := If[LessEqual[x$95$m, 2.8e-5], 1e-9, 1.0]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;x\_m \leq 2.8 \cdot 10^{-5}:\\
\;\;\;\;10^{-9}\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < 2.79999999999999996e-5Initial program 72.0%
Simplified72.0%
Applied egg-rr38.7%
Taylor expanded in x around 0 66.9%
if 2.79999999999999996e-5 < x Initial program 100.0%
Simplified99.9%
Applied egg-rr99.9%
expm1-define99.9%
*-lft-identity99.9%
Simplified99.9%
expm1-undefine99.9%
log1p-expm1-u99.9%
log1p-undefine99.9%
rem-exp-log99.9%
expm1-log1p-u99.9%
Applied egg-rr99.9%
add-sqr-sqrt99.9%
fabs-sqr99.9%
add-sqr-sqrt99.9%
add-log-exp99.9%
*-un-lft-identity99.9%
log-prod99.9%
metadata-eval99.9%
add-log-exp99.9%
Applied egg-rr99.9%
+-lft-identity99.9%
Simplified99.9%
Taylor expanded in x around inf 98.7%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 (if (<= x_m 2.4e-5) 1e-9 0.745170408))
x_m = fabs(x);
double code(double x_m) {
double tmp;
if (x_m <= 2.4e-5) {
tmp = 1e-9;
} else {
tmp = 0.745170408;
}
return tmp;
}
x_m = abs(x)
real(8) function code(x_m)
real(8), intent (in) :: x_m
real(8) :: tmp
if (x_m <= 2.4d-5) then
tmp = 1d-9
else
tmp = 0.745170408d0
end if
code = tmp
end function
x_m = Math.abs(x);
public static double code(double x_m) {
double tmp;
if (x_m <= 2.4e-5) {
tmp = 1e-9;
} else {
tmp = 0.745170408;
}
return tmp;
}
x_m = math.fabs(x) def code(x_m): tmp = 0 if x_m <= 2.4e-5: tmp = 1e-9 else: tmp = 0.745170408 return tmp
x_m = abs(x) function code(x_m) tmp = 0.0 if (x_m <= 2.4e-5) tmp = 1e-9; else tmp = 0.745170408; end return tmp end
x_m = abs(x); function tmp_2 = code(x_m) tmp = 0.0; if (x_m <= 2.4e-5) tmp = 1e-9; else tmp = 0.745170408; end tmp_2 = tmp; end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := If[LessEqual[x$95$m, 2.4e-5], 1e-9, 0.745170408]
\begin{array}{l}
x_m = \left|x\right|
\\
\begin{array}{l}
\mathbf{if}\;x\_m \leq 2.4 \cdot 10^{-5}:\\
\;\;\;\;10^{-9}\\
\mathbf{else}:\\
\;\;\;\;0.745170408\\
\end{array}
\end{array}
if x < 2.4000000000000001e-5Initial program 72.0%
Simplified72.0%
Applied egg-rr38.7%
Taylor expanded in x around 0 66.9%
if 2.4000000000000001e-5 < x Initial program 100.0%
Simplified99.9%
Applied egg-rr99.9%
expm1-define99.9%
*-lft-identity99.9%
Simplified99.9%
Taylor expanded in x around inf 98.7%
expm1-log1p-u100.0%
log1p-define100.0%
+-commutative100.0%
fma-undefine100.0%
expm1-undefine100.0%
add-exp-log100.0%
add-sqr-sqrt100.0%
fabs-sqr100.0%
add-sqr-sqrt100.0%
Applied egg-rr98.7%
fma-undefine100.0%
associate--l+100.0%
metadata-eval100.0%
+-rgt-identity100.0%
*-commutative100.0%
Simplified98.7%
Taylor expanded in x around 0 20.2%
x_m = (fabs.f64 x) (FPCore (x_m) :precision binary64 1e-9)
x_m = fabs(x);
double code(double x_m) {
return 1e-9;
}
x_m = abs(x)
real(8) function code(x_m)
real(8), intent (in) :: x_m
code = 1d-9
end function
x_m = Math.abs(x);
public static double code(double x_m) {
return 1e-9;
}
x_m = math.fabs(x) def code(x_m): return 1e-9
x_m = abs(x) function code(x_m) return 1e-9 end
x_m = abs(x); function tmp = code(x_m) tmp = 1e-9; end
x_m = N[Abs[x], $MachinePrecision] code[x$95$m_] := 1e-9
\begin{array}{l}
x_m = \left|x\right|
\\
10^{-9}
\end{array}
Initial program 79.2%
Simplified79.2%
Applied egg-rr29.6%
Taylor expanded in x around 0 52.5%
herbie shell --seed 2024160
(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)))))))