
(FPCore (x)
:precision binary64
(let* ((t_0 (* (* x x) (* x x)))
(t_1 (* t_0 (* x x)))
(t_2 (* t_1 (* x x)))
(t_3 (* t_2 (* x x))))
(*
(/
(+
(+
(+
(+ (+ 1.0 (* 0.1049934947 (* x x))) (* 0.0424060604 t_0))
(* 0.0072644182 t_1))
(* 0.0005064034 t_2))
(* 0.0001789971 t_3))
(+
(+
(+
(+
(+ (+ 1.0 (* 0.7715471019 (* x x))) (* 0.2909738639 t_0))
(* 0.0694555761 t_1))
(* 0.0140005442 t_2))
(* 0.0008327945 t_3))
(* (* 2.0 0.0001789971) (* t_3 (* x x)))))
x)))
double code(double x) {
double t_0 = (x * x) * (x * x);
double t_1 = t_0 * (x * x);
double t_2 = t_1 * (x * x);
double t_3 = t_2 * (x * x);
return ((((((1.0 + (0.1049934947 * (x * x))) + (0.0424060604 * t_0)) + (0.0072644182 * t_1)) + (0.0005064034 * t_2)) + (0.0001789971 * t_3)) / ((((((1.0 + (0.7715471019 * (x * x))) + (0.2909738639 * t_0)) + (0.0694555761 * t_1)) + (0.0140005442 * t_2)) + (0.0008327945 * t_3)) + ((2.0 * 0.0001789971) * (t_3 * (x * x))))) * x;
}
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: t_0
real(8) :: t_1
real(8) :: t_2
real(8) :: t_3
t_0 = (x * x) * (x * x)
t_1 = t_0 * (x * x)
t_2 = t_1 * (x * x)
t_3 = t_2 * (x * x)
code = ((((((1.0d0 + (0.1049934947d0 * (x * x))) + (0.0424060604d0 * t_0)) + (0.0072644182d0 * t_1)) + (0.0005064034d0 * t_2)) + (0.0001789971d0 * t_3)) / ((((((1.0d0 + (0.7715471019d0 * (x * x))) + (0.2909738639d0 * t_0)) + (0.0694555761d0 * t_1)) + (0.0140005442d0 * t_2)) + (0.0008327945d0 * t_3)) + ((2.0d0 * 0.0001789971d0) * (t_3 * (x * x))))) * x
end function
public static double code(double x) {
double t_0 = (x * x) * (x * x);
double t_1 = t_0 * (x * x);
double t_2 = t_1 * (x * x);
double t_3 = t_2 * (x * x);
return ((((((1.0 + (0.1049934947 * (x * x))) + (0.0424060604 * t_0)) + (0.0072644182 * t_1)) + (0.0005064034 * t_2)) + (0.0001789971 * t_3)) / ((((((1.0 + (0.7715471019 * (x * x))) + (0.2909738639 * t_0)) + (0.0694555761 * t_1)) + (0.0140005442 * t_2)) + (0.0008327945 * t_3)) + ((2.0 * 0.0001789971) * (t_3 * (x * x))))) * x;
}
def code(x): t_0 = (x * x) * (x * x) t_1 = t_0 * (x * x) t_2 = t_1 * (x * x) t_3 = t_2 * (x * x) return ((((((1.0 + (0.1049934947 * (x * x))) + (0.0424060604 * t_0)) + (0.0072644182 * t_1)) + (0.0005064034 * t_2)) + (0.0001789971 * t_3)) / ((((((1.0 + (0.7715471019 * (x * x))) + (0.2909738639 * t_0)) + (0.0694555761 * t_1)) + (0.0140005442 * t_2)) + (0.0008327945 * t_3)) + ((2.0 * 0.0001789971) * (t_3 * (x * x))))) * x
function code(x) t_0 = Float64(Float64(x * x) * Float64(x * x)) t_1 = Float64(t_0 * Float64(x * x)) t_2 = Float64(t_1 * Float64(x * x)) t_3 = Float64(t_2 * Float64(x * x)) return Float64(Float64(Float64(Float64(Float64(Float64(Float64(1.0 + Float64(0.1049934947 * Float64(x * x))) + Float64(0.0424060604 * t_0)) + Float64(0.0072644182 * t_1)) + Float64(0.0005064034 * t_2)) + Float64(0.0001789971 * t_3)) / Float64(Float64(Float64(Float64(Float64(Float64(1.0 + Float64(0.7715471019 * Float64(x * x))) + Float64(0.2909738639 * t_0)) + Float64(0.0694555761 * t_1)) + Float64(0.0140005442 * t_2)) + Float64(0.0008327945 * t_3)) + Float64(Float64(2.0 * 0.0001789971) * Float64(t_3 * Float64(x * x))))) * x) end
function tmp = code(x) t_0 = (x * x) * (x * x); t_1 = t_0 * (x * x); t_2 = t_1 * (x * x); t_3 = t_2 * (x * x); tmp = ((((((1.0 + (0.1049934947 * (x * x))) + (0.0424060604 * t_0)) + (0.0072644182 * t_1)) + (0.0005064034 * t_2)) + (0.0001789971 * t_3)) / ((((((1.0 + (0.7715471019 * (x * x))) + (0.2909738639 * t_0)) + (0.0694555761 * t_1)) + (0.0140005442 * t_2)) + (0.0008327945 * t_3)) + ((2.0 * 0.0001789971) * (t_3 * (x * x))))) * x; end
code[x_] := Block[{t$95$0 = N[(N[(x * x), $MachinePrecision] * N[(x * x), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(t$95$0 * N[(x * x), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(t$95$1 * N[(x * x), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$3 = N[(t$95$2 * N[(x * x), $MachinePrecision]), $MachinePrecision]}, N[(N[(N[(N[(N[(N[(N[(1.0 + N[(0.1049934947 * N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(0.0424060604 * t$95$0), $MachinePrecision]), $MachinePrecision] + N[(0.0072644182 * t$95$1), $MachinePrecision]), $MachinePrecision] + N[(0.0005064034 * t$95$2), $MachinePrecision]), $MachinePrecision] + N[(0.0001789971 * t$95$3), $MachinePrecision]), $MachinePrecision] / N[(N[(N[(N[(N[(N[(1.0 + N[(0.7715471019 * N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(0.2909738639 * t$95$0), $MachinePrecision]), $MachinePrecision] + N[(0.0694555761 * t$95$1), $MachinePrecision]), $MachinePrecision] + N[(0.0140005442 * t$95$2), $MachinePrecision]), $MachinePrecision] + N[(0.0008327945 * t$95$3), $MachinePrecision]), $MachinePrecision] + N[(N[(2.0 * 0.0001789971), $MachinePrecision] * N[(t$95$3 * N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * x), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(x \cdot x\right) \cdot \left(x \cdot x\right)\\
t_1 := t\_0 \cdot \left(x \cdot x\right)\\
t_2 := t\_1 \cdot \left(x \cdot x\right)\\
t_3 := t\_2 \cdot \left(x \cdot x\right)\\
\frac{\left(\left(\left(\left(1 + 0.1049934947 \cdot \left(x \cdot x\right)\right) + 0.0424060604 \cdot t\_0\right) + 0.0072644182 \cdot t\_1\right) + 0.0005064034 \cdot t\_2\right) + 0.0001789971 \cdot t\_3}{\left(\left(\left(\left(\left(1 + 0.7715471019 \cdot \left(x \cdot x\right)\right) + 0.2909738639 \cdot t\_0\right) + 0.0694555761 \cdot t\_1\right) + 0.0140005442 \cdot t\_2\right) + 0.0008327945 \cdot t\_3\right) + \left(2 \cdot 0.0001789971\right) \cdot \left(t\_3 \cdot \left(x \cdot x\right)\right)} \cdot x
\end{array}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 6 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x)
:precision binary64
(let* ((t_0 (* (* x x) (* x x)))
(t_1 (* t_0 (* x x)))
(t_2 (* t_1 (* x x)))
(t_3 (* t_2 (* x x))))
(*
(/
(+
(+
(+
(+ (+ 1.0 (* 0.1049934947 (* x x))) (* 0.0424060604 t_0))
(* 0.0072644182 t_1))
(* 0.0005064034 t_2))
(* 0.0001789971 t_3))
(+
(+
(+
(+
(+ (+ 1.0 (* 0.7715471019 (* x x))) (* 0.2909738639 t_0))
(* 0.0694555761 t_1))
(* 0.0140005442 t_2))
(* 0.0008327945 t_3))
(* (* 2.0 0.0001789971) (* t_3 (* x x)))))
x)))
double code(double x) {
double t_0 = (x * x) * (x * x);
double t_1 = t_0 * (x * x);
double t_2 = t_1 * (x * x);
double t_3 = t_2 * (x * x);
return ((((((1.0 + (0.1049934947 * (x * x))) + (0.0424060604 * t_0)) + (0.0072644182 * t_1)) + (0.0005064034 * t_2)) + (0.0001789971 * t_3)) / ((((((1.0 + (0.7715471019 * (x * x))) + (0.2909738639 * t_0)) + (0.0694555761 * t_1)) + (0.0140005442 * t_2)) + (0.0008327945 * t_3)) + ((2.0 * 0.0001789971) * (t_3 * (x * x))))) * x;
}
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: t_0
real(8) :: t_1
real(8) :: t_2
real(8) :: t_3
t_0 = (x * x) * (x * x)
t_1 = t_0 * (x * x)
t_2 = t_1 * (x * x)
t_3 = t_2 * (x * x)
code = ((((((1.0d0 + (0.1049934947d0 * (x * x))) + (0.0424060604d0 * t_0)) + (0.0072644182d0 * t_1)) + (0.0005064034d0 * t_2)) + (0.0001789971d0 * t_3)) / ((((((1.0d0 + (0.7715471019d0 * (x * x))) + (0.2909738639d0 * t_0)) + (0.0694555761d0 * t_1)) + (0.0140005442d0 * t_2)) + (0.0008327945d0 * t_3)) + ((2.0d0 * 0.0001789971d0) * (t_3 * (x * x))))) * x
end function
public static double code(double x) {
double t_0 = (x * x) * (x * x);
double t_1 = t_0 * (x * x);
double t_2 = t_1 * (x * x);
double t_3 = t_2 * (x * x);
return ((((((1.0 + (0.1049934947 * (x * x))) + (0.0424060604 * t_0)) + (0.0072644182 * t_1)) + (0.0005064034 * t_2)) + (0.0001789971 * t_3)) / ((((((1.0 + (0.7715471019 * (x * x))) + (0.2909738639 * t_0)) + (0.0694555761 * t_1)) + (0.0140005442 * t_2)) + (0.0008327945 * t_3)) + ((2.0 * 0.0001789971) * (t_3 * (x * x))))) * x;
}
def code(x): t_0 = (x * x) * (x * x) t_1 = t_0 * (x * x) t_2 = t_1 * (x * x) t_3 = t_2 * (x * x) return ((((((1.0 + (0.1049934947 * (x * x))) + (0.0424060604 * t_0)) + (0.0072644182 * t_1)) + (0.0005064034 * t_2)) + (0.0001789971 * t_3)) / ((((((1.0 + (0.7715471019 * (x * x))) + (0.2909738639 * t_0)) + (0.0694555761 * t_1)) + (0.0140005442 * t_2)) + (0.0008327945 * t_3)) + ((2.0 * 0.0001789971) * (t_3 * (x * x))))) * x
function code(x) t_0 = Float64(Float64(x * x) * Float64(x * x)) t_1 = Float64(t_0 * Float64(x * x)) t_2 = Float64(t_1 * Float64(x * x)) t_3 = Float64(t_2 * Float64(x * x)) return Float64(Float64(Float64(Float64(Float64(Float64(Float64(1.0 + Float64(0.1049934947 * Float64(x * x))) + Float64(0.0424060604 * t_0)) + Float64(0.0072644182 * t_1)) + Float64(0.0005064034 * t_2)) + Float64(0.0001789971 * t_3)) / Float64(Float64(Float64(Float64(Float64(Float64(1.0 + Float64(0.7715471019 * Float64(x * x))) + Float64(0.2909738639 * t_0)) + Float64(0.0694555761 * t_1)) + Float64(0.0140005442 * t_2)) + Float64(0.0008327945 * t_3)) + Float64(Float64(2.0 * 0.0001789971) * Float64(t_3 * Float64(x * x))))) * x) end
function tmp = code(x) t_0 = (x * x) * (x * x); t_1 = t_0 * (x * x); t_2 = t_1 * (x * x); t_3 = t_2 * (x * x); tmp = ((((((1.0 + (0.1049934947 * (x * x))) + (0.0424060604 * t_0)) + (0.0072644182 * t_1)) + (0.0005064034 * t_2)) + (0.0001789971 * t_3)) / ((((((1.0 + (0.7715471019 * (x * x))) + (0.2909738639 * t_0)) + (0.0694555761 * t_1)) + (0.0140005442 * t_2)) + (0.0008327945 * t_3)) + ((2.0 * 0.0001789971) * (t_3 * (x * x))))) * x; end
code[x_] := Block[{t$95$0 = N[(N[(x * x), $MachinePrecision] * N[(x * x), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(t$95$0 * N[(x * x), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(t$95$1 * N[(x * x), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$3 = N[(t$95$2 * N[(x * x), $MachinePrecision]), $MachinePrecision]}, N[(N[(N[(N[(N[(N[(N[(1.0 + N[(0.1049934947 * N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(0.0424060604 * t$95$0), $MachinePrecision]), $MachinePrecision] + N[(0.0072644182 * t$95$1), $MachinePrecision]), $MachinePrecision] + N[(0.0005064034 * t$95$2), $MachinePrecision]), $MachinePrecision] + N[(0.0001789971 * t$95$3), $MachinePrecision]), $MachinePrecision] / N[(N[(N[(N[(N[(N[(1.0 + N[(0.7715471019 * N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(0.2909738639 * t$95$0), $MachinePrecision]), $MachinePrecision] + N[(0.0694555761 * t$95$1), $MachinePrecision]), $MachinePrecision] + N[(0.0140005442 * t$95$2), $MachinePrecision]), $MachinePrecision] + N[(0.0008327945 * t$95$3), $MachinePrecision]), $MachinePrecision] + N[(N[(2.0 * 0.0001789971), $MachinePrecision] * N[(t$95$3 * N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * x), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(x \cdot x\right) \cdot \left(x \cdot x\right)\\
t_1 := t\_0 \cdot \left(x \cdot x\right)\\
t_2 := t\_1 \cdot \left(x \cdot x\right)\\
t_3 := t\_2 \cdot \left(x \cdot x\right)\\
\frac{\left(\left(\left(\left(1 + 0.1049934947 \cdot \left(x \cdot x\right)\right) + 0.0424060604 \cdot t\_0\right) + 0.0072644182 \cdot t\_1\right) + 0.0005064034 \cdot t\_2\right) + 0.0001789971 \cdot t\_3}{\left(\left(\left(\left(\left(1 + 0.7715471019 \cdot \left(x \cdot x\right)\right) + 0.2909738639 \cdot t\_0\right) + 0.0694555761 \cdot t\_1\right) + 0.0140005442 \cdot t\_2\right) + 0.0008327945 \cdot t\_3\right) + \left(2 \cdot 0.0001789971\right) \cdot \left(t\_3 \cdot \left(x \cdot x\right)\right)} \cdot x
\end{array}
\end{array}
x\_m = (fabs.f64 x)
x\_s = (copysign.f64 #s(literal 1 binary64) x)
(FPCore (x_s x_m)
:precision binary64
(let* ((t_0 (* x_m (* x_m (* x_m x_m))))
(t_1 (* (* x_m x_m) t_0))
(t_2 (* t_1 t_0))
(t_3 (* t_1 (* x_m x_m))))
(*
x_s
(if (<= x_m 2000.0)
(/
(*
(+
(* 0.0001789971 t_2)
(+
(+
1.0
(+
(* 0.1049934947 (* x_m x_m))
(* (* 0.0424060604 (* x_m x_m)) (* x_m x_m))))
(+ (* 0.0072644182 t_1) (* 0.0005064034 t_3))))
x_m)
(+
(* 0.0003579942 (* t_3 (pow x_m 4.0)))
(+
(* t_2 0.0008327945)
(+
(* t_3 0.0140005442)
(+
(* t_1 0.0694555761)
(+ (+ 1.0 (* 0.7715471019 (* x_m x_m))) (* 0.2909738639 t_0)))))))
(/ (+ 0.5 (/ (/ 0.2514179000665374 x_m) x_m)) x_m)))))x\_m = fabs(x);
x\_s = copysign(1.0, x);
double code(double x_s, double x_m) {
double t_0 = x_m * (x_m * (x_m * x_m));
double t_1 = (x_m * x_m) * t_0;
double t_2 = t_1 * t_0;
double t_3 = t_1 * (x_m * x_m);
double tmp;
if (x_m <= 2000.0) {
tmp = (((0.0001789971 * t_2) + ((1.0 + ((0.1049934947 * (x_m * x_m)) + ((0.0424060604 * (x_m * x_m)) * (x_m * x_m)))) + ((0.0072644182 * t_1) + (0.0005064034 * t_3)))) * x_m) / ((0.0003579942 * (t_3 * pow(x_m, 4.0))) + ((t_2 * 0.0008327945) + ((t_3 * 0.0140005442) + ((t_1 * 0.0694555761) + ((1.0 + (0.7715471019 * (x_m * x_m))) + (0.2909738639 * t_0))))));
} else {
tmp = (0.5 + ((0.2514179000665374 / x_m) / x_m)) / x_m;
}
return x_s * tmp;
}
x\_m = abs(x)
x\_s = copysign(1.0d0, x)
real(8) function code(x_s, x_m)
real(8), intent (in) :: x_s
real(8), intent (in) :: x_m
real(8) :: t_0
real(8) :: t_1
real(8) :: t_2
real(8) :: t_3
real(8) :: tmp
t_0 = x_m * (x_m * (x_m * x_m))
t_1 = (x_m * x_m) * t_0
t_2 = t_1 * t_0
t_3 = t_1 * (x_m * x_m)
if (x_m <= 2000.0d0) then
tmp = (((0.0001789971d0 * t_2) + ((1.0d0 + ((0.1049934947d0 * (x_m * x_m)) + ((0.0424060604d0 * (x_m * x_m)) * (x_m * x_m)))) + ((0.0072644182d0 * t_1) + (0.0005064034d0 * t_3)))) * x_m) / ((0.0003579942d0 * (t_3 * (x_m ** 4.0d0))) + ((t_2 * 0.0008327945d0) + ((t_3 * 0.0140005442d0) + ((t_1 * 0.0694555761d0) + ((1.0d0 + (0.7715471019d0 * (x_m * x_m))) + (0.2909738639d0 * t_0))))))
else
tmp = (0.5d0 + ((0.2514179000665374d0 / x_m) / x_m)) / x_m
end if
code = x_s * tmp
end function
x\_m = Math.abs(x);
x\_s = Math.copySign(1.0, x);
public static double code(double x_s, double x_m) {
double t_0 = x_m * (x_m * (x_m * x_m));
double t_1 = (x_m * x_m) * t_0;
double t_2 = t_1 * t_0;
double t_3 = t_1 * (x_m * x_m);
double tmp;
if (x_m <= 2000.0) {
tmp = (((0.0001789971 * t_2) + ((1.0 + ((0.1049934947 * (x_m * x_m)) + ((0.0424060604 * (x_m * x_m)) * (x_m * x_m)))) + ((0.0072644182 * t_1) + (0.0005064034 * t_3)))) * x_m) / ((0.0003579942 * (t_3 * Math.pow(x_m, 4.0))) + ((t_2 * 0.0008327945) + ((t_3 * 0.0140005442) + ((t_1 * 0.0694555761) + ((1.0 + (0.7715471019 * (x_m * x_m))) + (0.2909738639 * t_0))))));
} else {
tmp = (0.5 + ((0.2514179000665374 / x_m) / x_m)) / x_m;
}
return x_s * tmp;
}
x\_m = math.fabs(x) x\_s = math.copysign(1.0, x) def code(x_s, x_m): t_0 = x_m * (x_m * (x_m * x_m)) t_1 = (x_m * x_m) * t_0 t_2 = t_1 * t_0 t_3 = t_1 * (x_m * x_m) tmp = 0 if x_m <= 2000.0: tmp = (((0.0001789971 * t_2) + ((1.0 + ((0.1049934947 * (x_m * x_m)) + ((0.0424060604 * (x_m * x_m)) * (x_m * x_m)))) + ((0.0072644182 * t_1) + (0.0005064034 * t_3)))) * x_m) / ((0.0003579942 * (t_3 * math.pow(x_m, 4.0))) + ((t_2 * 0.0008327945) + ((t_3 * 0.0140005442) + ((t_1 * 0.0694555761) + ((1.0 + (0.7715471019 * (x_m * x_m))) + (0.2909738639 * t_0)))))) else: tmp = (0.5 + ((0.2514179000665374 / x_m) / x_m)) / x_m return x_s * tmp
x\_m = abs(x) x\_s = copysign(1.0, x) function code(x_s, x_m) t_0 = Float64(x_m * Float64(x_m * Float64(x_m * x_m))) t_1 = Float64(Float64(x_m * x_m) * t_0) t_2 = Float64(t_1 * t_0) t_3 = Float64(t_1 * Float64(x_m * x_m)) tmp = 0.0 if (x_m <= 2000.0) tmp = Float64(Float64(Float64(Float64(0.0001789971 * t_2) + Float64(Float64(1.0 + Float64(Float64(0.1049934947 * Float64(x_m * x_m)) + Float64(Float64(0.0424060604 * Float64(x_m * x_m)) * Float64(x_m * x_m)))) + Float64(Float64(0.0072644182 * t_1) + Float64(0.0005064034 * t_3)))) * x_m) / Float64(Float64(0.0003579942 * Float64(t_3 * (x_m ^ 4.0))) + Float64(Float64(t_2 * 0.0008327945) + Float64(Float64(t_3 * 0.0140005442) + Float64(Float64(t_1 * 0.0694555761) + Float64(Float64(1.0 + Float64(0.7715471019 * Float64(x_m * x_m))) + Float64(0.2909738639 * t_0))))))); else tmp = Float64(Float64(0.5 + Float64(Float64(0.2514179000665374 / x_m) / x_m)) / x_m); end return Float64(x_s * tmp) end
x\_m = abs(x); x\_s = sign(x) * abs(1.0); function tmp_2 = code(x_s, x_m) t_0 = x_m * (x_m * (x_m * x_m)); t_1 = (x_m * x_m) * t_0; t_2 = t_1 * t_0; t_3 = t_1 * (x_m * x_m); tmp = 0.0; if (x_m <= 2000.0) tmp = (((0.0001789971 * t_2) + ((1.0 + ((0.1049934947 * (x_m * x_m)) + ((0.0424060604 * (x_m * x_m)) * (x_m * x_m)))) + ((0.0072644182 * t_1) + (0.0005064034 * t_3)))) * x_m) / ((0.0003579942 * (t_3 * (x_m ^ 4.0))) + ((t_2 * 0.0008327945) + ((t_3 * 0.0140005442) + ((t_1 * 0.0694555761) + ((1.0 + (0.7715471019 * (x_m * x_m))) + (0.2909738639 * t_0)))))); else tmp = (0.5 + ((0.2514179000665374 / x_m) / x_m)) / x_m; end tmp_2 = x_s * tmp; end
x\_m = N[Abs[x], $MachinePrecision]
x\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[x$95$s_, x$95$m_] := Block[{t$95$0 = N[(x$95$m * N[(x$95$m * N[(x$95$m * x$95$m), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(N[(x$95$m * x$95$m), $MachinePrecision] * t$95$0), $MachinePrecision]}, Block[{t$95$2 = N[(t$95$1 * t$95$0), $MachinePrecision]}, Block[{t$95$3 = N[(t$95$1 * N[(x$95$m * x$95$m), $MachinePrecision]), $MachinePrecision]}, N[(x$95$s * If[LessEqual[x$95$m, 2000.0], N[(N[(N[(N[(0.0001789971 * t$95$2), $MachinePrecision] + N[(N[(1.0 + N[(N[(0.1049934947 * N[(x$95$m * x$95$m), $MachinePrecision]), $MachinePrecision] + N[(N[(0.0424060604 * N[(x$95$m * x$95$m), $MachinePrecision]), $MachinePrecision] * N[(x$95$m * x$95$m), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(0.0072644182 * t$95$1), $MachinePrecision] + N[(0.0005064034 * t$95$3), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * x$95$m), $MachinePrecision] / N[(N[(0.0003579942 * N[(t$95$3 * N[Power[x$95$m, 4.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(t$95$2 * 0.0008327945), $MachinePrecision] + N[(N[(t$95$3 * 0.0140005442), $MachinePrecision] + N[(N[(t$95$1 * 0.0694555761), $MachinePrecision] + N[(N[(1.0 + N[(0.7715471019 * N[(x$95$m * x$95$m), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(0.2909738639 * t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(0.5 + N[(N[(0.2514179000665374 / x$95$m), $MachinePrecision] / x$95$m), $MachinePrecision]), $MachinePrecision] / x$95$m), $MachinePrecision]]), $MachinePrecision]]]]]
\begin{array}{l}
x\_m = \left|x\right|
\\
x\_s = \mathsf{copysign}\left(1, x\right)
\\
\begin{array}{l}
t_0 := x\_m \cdot \left(x\_m \cdot \left(x\_m \cdot x\_m\right)\right)\\
t_1 := \left(x\_m \cdot x\_m\right) \cdot t\_0\\
t_2 := t\_1 \cdot t\_0\\
t_3 := t\_1 \cdot \left(x\_m \cdot x\_m\right)\\
x\_s \cdot \begin{array}{l}
\mathbf{if}\;x\_m \leq 2000:\\
\;\;\;\;\frac{\left(0.0001789971 \cdot t\_2 + \left(\left(1 + \left(0.1049934947 \cdot \left(x\_m \cdot x\_m\right) + \left(0.0424060604 \cdot \left(x\_m \cdot x\_m\right)\right) \cdot \left(x\_m \cdot x\_m\right)\right)\right) + \left(0.0072644182 \cdot t\_1 + 0.0005064034 \cdot t\_3\right)\right)\right) \cdot x\_m}{0.0003579942 \cdot \left(t\_3 \cdot {x\_m}^{4}\right) + \left(t\_2 \cdot 0.0008327945 + \left(t\_3 \cdot 0.0140005442 + \left(t\_1 \cdot 0.0694555761 + \left(\left(1 + 0.7715471019 \cdot \left(x\_m \cdot x\_m\right)\right) + 0.2909738639 \cdot t\_0\right)\right)\right)\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{0.5 + \frac{\frac{0.2514179000665374}{x\_m}}{x\_m}}{x\_m}\\
\end{array}
\end{array}
\end{array}
if x < 2e3Initial program 73.6%
Simplified73.7%
add-cbrt-cube73.7%
pow373.7%
unpow-prod-down73.6%
metadata-eval73.6%
metadata-eval73.6%
sqr-pow73.6%
Applied egg-rr73.6%
Taylor expanded in x around 0 73.7%
if 2e3 < x Initial program 8.5%
Simplified8.5%
Taylor expanded in x around inf 100.0%
pow2100.0%
Applied egg-rr100.0%
un-div-inv100.0%
associate-/r*100.0%
Applied egg-rr100.0%
x\_m = (fabs.f64 x)
x\_s = (copysign.f64 #s(literal 1 binary64) x)
(FPCore (x_s x_m)
:precision binary64
(let* ((t_0 (* x_m (* x_m (* x_m x_m))))
(t_1 (* (* x_m x_m) t_0))
(t_2 (* t_1 t_0))
(t_3 (* t_1 (* x_m x_m))))
(*
x_s
(if (<= x_m 5000.0)
(/
(*
(+
(* 0.0001789971 t_2)
(+
(+
1.0
(+
(* 0.1049934947 (* x_m x_m))
(* (* 0.0424060604 (* x_m x_m)) (* x_m x_m))))
(+ (* 0.0072644182 t_1) (* 0.0005064034 t_3))))
x_m)
(+
(* 0.0003579942 (* t_3 t_0))
(+
(* t_2 0.0008327945)
(+
(* t_3 0.0140005442)
(+
(* t_1 0.0694555761)
(+ (+ 1.0 (* 0.7715471019 (* x_m x_m))) (* 0.2909738639 t_0)))))))
(/ (+ 0.5 (/ (/ 0.2514179000665374 x_m) x_m)) x_m)))))x\_m = fabs(x);
x\_s = copysign(1.0, x);
double code(double x_s, double x_m) {
double t_0 = x_m * (x_m * (x_m * x_m));
double t_1 = (x_m * x_m) * t_0;
double t_2 = t_1 * t_0;
double t_3 = t_1 * (x_m * x_m);
double tmp;
if (x_m <= 5000.0) {
tmp = (((0.0001789971 * t_2) + ((1.0 + ((0.1049934947 * (x_m * x_m)) + ((0.0424060604 * (x_m * x_m)) * (x_m * x_m)))) + ((0.0072644182 * t_1) + (0.0005064034 * t_3)))) * x_m) / ((0.0003579942 * (t_3 * t_0)) + ((t_2 * 0.0008327945) + ((t_3 * 0.0140005442) + ((t_1 * 0.0694555761) + ((1.0 + (0.7715471019 * (x_m * x_m))) + (0.2909738639 * t_0))))));
} else {
tmp = (0.5 + ((0.2514179000665374 / x_m) / x_m)) / x_m;
}
return x_s * tmp;
}
x\_m = abs(x)
x\_s = copysign(1.0d0, x)
real(8) function code(x_s, x_m)
real(8), intent (in) :: x_s
real(8), intent (in) :: x_m
real(8) :: t_0
real(8) :: t_1
real(8) :: t_2
real(8) :: t_3
real(8) :: tmp
t_0 = x_m * (x_m * (x_m * x_m))
t_1 = (x_m * x_m) * t_0
t_2 = t_1 * t_0
t_3 = t_1 * (x_m * x_m)
if (x_m <= 5000.0d0) then
tmp = (((0.0001789971d0 * t_2) + ((1.0d0 + ((0.1049934947d0 * (x_m * x_m)) + ((0.0424060604d0 * (x_m * x_m)) * (x_m * x_m)))) + ((0.0072644182d0 * t_1) + (0.0005064034d0 * t_3)))) * x_m) / ((0.0003579942d0 * (t_3 * t_0)) + ((t_2 * 0.0008327945d0) + ((t_3 * 0.0140005442d0) + ((t_1 * 0.0694555761d0) + ((1.0d0 + (0.7715471019d0 * (x_m * x_m))) + (0.2909738639d0 * t_0))))))
else
tmp = (0.5d0 + ((0.2514179000665374d0 / x_m) / x_m)) / x_m
end if
code = x_s * tmp
end function
x\_m = Math.abs(x);
x\_s = Math.copySign(1.0, x);
public static double code(double x_s, double x_m) {
double t_0 = x_m * (x_m * (x_m * x_m));
double t_1 = (x_m * x_m) * t_0;
double t_2 = t_1 * t_0;
double t_3 = t_1 * (x_m * x_m);
double tmp;
if (x_m <= 5000.0) {
tmp = (((0.0001789971 * t_2) + ((1.0 + ((0.1049934947 * (x_m * x_m)) + ((0.0424060604 * (x_m * x_m)) * (x_m * x_m)))) + ((0.0072644182 * t_1) + (0.0005064034 * t_3)))) * x_m) / ((0.0003579942 * (t_3 * t_0)) + ((t_2 * 0.0008327945) + ((t_3 * 0.0140005442) + ((t_1 * 0.0694555761) + ((1.0 + (0.7715471019 * (x_m * x_m))) + (0.2909738639 * t_0))))));
} else {
tmp = (0.5 + ((0.2514179000665374 / x_m) / x_m)) / x_m;
}
return x_s * tmp;
}
x\_m = math.fabs(x) x\_s = math.copysign(1.0, x) def code(x_s, x_m): t_0 = x_m * (x_m * (x_m * x_m)) t_1 = (x_m * x_m) * t_0 t_2 = t_1 * t_0 t_3 = t_1 * (x_m * x_m) tmp = 0 if x_m <= 5000.0: tmp = (((0.0001789971 * t_2) + ((1.0 + ((0.1049934947 * (x_m * x_m)) + ((0.0424060604 * (x_m * x_m)) * (x_m * x_m)))) + ((0.0072644182 * t_1) + (0.0005064034 * t_3)))) * x_m) / ((0.0003579942 * (t_3 * t_0)) + ((t_2 * 0.0008327945) + ((t_3 * 0.0140005442) + ((t_1 * 0.0694555761) + ((1.0 + (0.7715471019 * (x_m * x_m))) + (0.2909738639 * t_0)))))) else: tmp = (0.5 + ((0.2514179000665374 / x_m) / x_m)) / x_m return x_s * tmp
x\_m = abs(x) x\_s = copysign(1.0, x) function code(x_s, x_m) t_0 = Float64(x_m * Float64(x_m * Float64(x_m * x_m))) t_1 = Float64(Float64(x_m * x_m) * t_0) t_2 = Float64(t_1 * t_0) t_3 = Float64(t_1 * Float64(x_m * x_m)) tmp = 0.0 if (x_m <= 5000.0) tmp = Float64(Float64(Float64(Float64(0.0001789971 * t_2) + Float64(Float64(1.0 + Float64(Float64(0.1049934947 * Float64(x_m * x_m)) + Float64(Float64(0.0424060604 * Float64(x_m * x_m)) * Float64(x_m * x_m)))) + Float64(Float64(0.0072644182 * t_1) + Float64(0.0005064034 * t_3)))) * x_m) / Float64(Float64(0.0003579942 * Float64(t_3 * t_0)) + Float64(Float64(t_2 * 0.0008327945) + Float64(Float64(t_3 * 0.0140005442) + Float64(Float64(t_1 * 0.0694555761) + Float64(Float64(1.0 + Float64(0.7715471019 * Float64(x_m * x_m))) + Float64(0.2909738639 * t_0))))))); else tmp = Float64(Float64(0.5 + Float64(Float64(0.2514179000665374 / x_m) / x_m)) / x_m); end return Float64(x_s * tmp) end
x\_m = abs(x); x\_s = sign(x) * abs(1.0); function tmp_2 = code(x_s, x_m) t_0 = x_m * (x_m * (x_m * x_m)); t_1 = (x_m * x_m) * t_0; t_2 = t_1 * t_0; t_3 = t_1 * (x_m * x_m); tmp = 0.0; if (x_m <= 5000.0) tmp = (((0.0001789971 * t_2) + ((1.0 + ((0.1049934947 * (x_m * x_m)) + ((0.0424060604 * (x_m * x_m)) * (x_m * x_m)))) + ((0.0072644182 * t_1) + (0.0005064034 * t_3)))) * x_m) / ((0.0003579942 * (t_3 * t_0)) + ((t_2 * 0.0008327945) + ((t_3 * 0.0140005442) + ((t_1 * 0.0694555761) + ((1.0 + (0.7715471019 * (x_m * x_m))) + (0.2909738639 * t_0)))))); else tmp = (0.5 + ((0.2514179000665374 / x_m) / x_m)) / x_m; end tmp_2 = x_s * tmp; end
x\_m = N[Abs[x], $MachinePrecision]
x\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[x$95$s_, x$95$m_] := Block[{t$95$0 = N[(x$95$m * N[(x$95$m * N[(x$95$m * x$95$m), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(N[(x$95$m * x$95$m), $MachinePrecision] * t$95$0), $MachinePrecision]}, Block[{t$95$2 = N[(t$95$1 * t$95$0), $MachinePrecision]}, Block[{t$95$3 = N[(t$95$1 * N[(x$95$m * x$95$m), $MachinePrecision]), $MachinePrecision]}, N[(x$95$s * If[LessEqual[x$95$m, 5000.0], N[(N[(N[(N[(0.0001789971 * t$95$2), $MachinePrecision] + N[(N[(1.0 + N[(N[(0.1049934947 * N[(x$95$m * x$95$m), $MachinePrecision]), $MachinePrecision] + N[(N[(0.0424060604 * N[(x$95$m * x$95$m), $MachinePrecision]), $MachinePrecision] * N[(x$95$m * x$95$m), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(0.0072644182 * t$95$1), $MachinePrecision] + N[(0.0005064034 * t$95$3), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * x$95$m), $MachinePrecision] / N[(N[(0.0003579942 * N[(t$95$3 * t$95$0), $MachinePrecision]), $MachinePrecision] + N[(N[(t$95$2 * 0.0008327945), $MachinePrecision] + N[(N[(t$95$3 * 0.0140005442), $MachinePrecision] + N[(N[(t$95$1 * 0.0694555761), $MachinePrecision] + N[(N[(1.0 + N[(0.7715471019 * N[(x$95$m * x$95$m), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(0.2909738639 * t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(0.5 + N[(N[(0.2514179000665374 / x$95$m), $MachinePrecision] / x$95$m), $MachinePrecision]), $MachinePrecision] / x$95$m), $MachinePrecision]]), $MachinePrecision]]]]]
\begin{array}{l}
x\_m = \left|x\right|
\\
x\_s = \mathsf{copysign}\left(1, x\right)
\\
\begin{array}{l}
t_0 := x\_m \cdot \left(x\_m \cdot \left(x\_m \cdot x\_m\right)\right)\\
t_1 := \left(x\_m \cdot x\_m\right) \cdot t\_0\\
t_2 := t\_1 \cdot t\_0\\
t_3 := t\_1 \cdot \left(x\_m \cdot x\_m\right)\\
x\_s \cdot \begin{array}{l}
\mathbf{if}\;x\_m \leq 5000:\\
\;\;\;\;\frac{\left(0.0001789971 \cdot t\_2 + \left(\left(1 + \left(0.1049934947 \cdot \left(x\_m \cdot x\_m\right) + \left(0.0424060604 \cdot \left(x\_m \cdot x\_m\right)\right) \cdot \left(x\_m \cdot x\_m\right)\right)\right) + \left(0.0072644182 \cdot t\_1 + 0.0005064034 \cdot t\_3\right)\right)\right) \cdot x\_m}{0.0003579942 \cdot \left(t\_3 \cdot t\_0\right) + \left(t\_2 \cdot 0.0008327945 + \left(t\_3 \cdot 0.0140005442 + \left(t\_1 \cdot 0.0694555761 + \left(\left(1 + 0.7715471019 \cdot \left(x\_m \cdot x\_m\right)\right) + 0.2909738639 \cdot t\_0\right)\right)\right)\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{0.5 + \frac{\frac{0.2514179000665374}{x\_m}}{x\_m}}{x\_m}\\
\end{array}
\end{array}
\end{array}
if x < 5e3Initial program 73.6%
Simplified73.7%
if 5e3 < x Initial program 8.5%
Simplified8.5%
Taylor expanded in x around inf 100.0%
pow2100.0%
Applied egg-rr100.0%
un-div-inv100.0%
associate-/r*100.0%
Applied egg-rr100.0%
x\_m = (fabs.f64 x)
x\_s = (copysign.f64 #s(literal 1 binary64) x)
(FPCore (x_s x_m)
:precision binary64
(*
x_s
(if (<= x_m 0.95)
(* (+ 1.0 (* -0.6665536072 (* x_m x_m))) x_m)
(/ (+ 0.5 (/ (/ 0.2514179000665374 x_m) x_m)) x_m))))x\_m = fabs(x);
x\_s = copysign(1.0, x);
double code(double x_s, double x_m) {
double tmp;
if (x_m <= 0.95) {
tmp = (1.0 + (-0.6665536072 * (x_m * x_m))) * x_m;
} else {
tmp = (0.5 + ((0.2514179000665374 / x_m) / x_m)) / x_m;
}
return x_s * tmp;
}
x\_m = abs(x)
x\_s = copysign(1.0d0, x)
real(8) function code(x_s, x_m)
real(8), intent (in) :: x_s
real(8), intent (in) :: x_m
real(8) :: tmp
if (x_m <= 0.95d0) then
tmp = (1.0d0 + ((-0.6665536072d0) * (x_m * x_m))) * x_m
else
tmp = (0.5d0 + ((0.2514179000665374d0 / x_m) / x_m)) / x_m
end if
code = x_s * tmp
end function
x\_m = Math.abs(x);
x\_s = Math.copySign(1.0, x);
public static double code(double x_s, double x_m) {
double tmp;
if (x_m <= 0.95) {
tmp = (1.0 + (-0.6665536072 * (x_m * x_m))) * x_m;
} else {
tmp = (0.5 + ((0.2514179000665374 / x_m) / x_m)) / x_m;
}
return x_s * tmp;
}
x\_m = math.fabs(x) x\_s = math.copysign(1.0, x) def code(x_s, x_m): tmp = 0 if x_m <= 0.95: tmp = (1.0 + (-0.6665536072 * (x_m * x_m))) * x_m else: tmp = (0.5 + ((0.2514179000665374 / x_m) / x_m)) / x_m return x_s * tmp
x\_m = abs(x) x\_s = copysign(1.0, x) function code(x_s, x_m) tmp = 0.0 if (x_m <= 0.95) tmp = Float64(Float64(1.0 + Float64(-0.6665536072 * Float64(x_m * x_m))) * x_m); else tmp = Float64(Float64(0.5 + Float64(Float64(0.2514179000665374 / x_m) / x_m)) / x_m); end return Float64(x_s * tmp) end
x\_m = abs(x); x\_s = sign(x) * abs(1.0); function tmp_2 = code(x_s, x_m) tmp = 0.0; if (x_m <= 0.95) tmp = (1.0 + (-0.6665536072 * (x_m * x_m))) * x_m; else tmp = (0.5 + ((0.2514179000665374 / x_m) / x_m)) / x_m; end tmp_2 = x_s * tmp; end
x\_m = N[Abs[x], $MachinePrecision]
x\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[x$95$s_, x$95$m_] := N[(x$95$s * If[LessEqual[x$95$m, 0.95], N[(N[(1.0 + N[(-0.6665536072 * N[(x$95$m * x$95$m), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * x$95$m), $MachinePrecision], N[(N[(0.5 + N[(N[(0.2514179000665374 / x$95$m), $MachinePrecision] / x$95$m), $MachinePrecision]), $MachinePrecision] / x$95$m), $MachinePrecision]]), $MachinePrecision]
\begin{array}{l}
x\_m = \left|x\right|
\\
x\_s = \mathsf{copysign}\left(1, x\right)
\\
x\_s \cdot \begin{array}{l}
\mathbf{if}\;x\_m \leq 0.95:\\
\;\;\;\;\left(1 + -0.6665536072 \cdot \left(x\_m \cdot x\_m\right)\right) \cdot x\_m\\
\mathbf{else}:\\
\;\;\;\;\frac{0.5 + \frac{\frac{0.2514179000665374}{x\_m}}{x\_m}}{x\_m}\\
\end{array}
\end{array}
if x < 0.94999999999999996Initial program 73.5%
Taylor expanded in x around 0 68.5%
pow268.5%
Applied egg-rr68.5%
if 0.94999999999999996 < x Initial program 10.0%
Simplified10.0%
Taylor expanded in x around inf 99.8%
pow299.8%
Applied egg-rr99.8%
un-div-inv99.8%
associate-/r*99.8%
Applied egg-rr99.8%
x\_m = (fabs.f64 x)
x\_s = (copysign.f64 #s(literal 1 binary64) x)
(FPCore (x_s x_m)
:precision binary64
(*
x_s
(if (<= x_m 0.78)
(* (+ 1.0 (* -0.6665536072 (* x_m x_m))) x_m)
(/ 0.5 x_m))))x\_m = fabs(x);
x\_s = copysign(1.0, x);
double code(double x_s, double x_m) {
double tmp;
if (x_m <= 0.78) {
tmp = (1.0 + (-0.6665536072 * (x_m * x_m))) * x_m;
} else {
tmp = 0.5 / x_m;
}
return x_s * tmp;
}
x\_m = abs(x)
x\_s = copysign(1.0d0, x)
real(8) function code(x_s, x_m)
real(8), intent (in) :: x_s
real(8), intent (in) :: x_m
real(8) :: tmp
if (x_m <= 0.78d0) then
tmp = (1.0d0 + ((-0.6665536072d0) * (x_m * x_m))) * x_m
else
tmp = 0.5d0 / x_m
end if
code = x_s * tmp
end function
x\_m = Math.abs(x);
x\_s = Math.copySign(1.0, x);
public static double code(double x_s, double x_m) {
double tmp;
if (x_m <= 0.78) {
tmp = (1.0 + (-0.6665536072 * (x_m * x_m))) * x_m;
} else {
tmp = 0.5 / x_m;
}
return x_s * tmp;
}
x\_m = math.fabs(x) x\_s = math.copysign(1.0, x) def code(x_s, x_m): tmp = 0 if x_m <= 0.78: tmp = (1.0 + (-0.6665536072 * (x_m * x_m))) * x_m else: tmp = 0.5 / x_m return x_s * tmp
x\_m = abs(x) x\_s = copysign(1.0, x) function code(x_s, x_m) tmp = 0.0 if (x_m <= 0.78) tmp = Float64(Float64(1.0 + Float64(-0.6665536072 * Float64(x_m * x_m))) * x_m); else tmp = Float64(0.5 / x_m); end return Float64(x_s * tmp) end
x\_m = abs(x); x\_s = sign(x) * abs(1.0); function tmp_2 = code(x_s, x_m) tmp = 0.0; if (x_m <= 0.78) tmp = (1.0 + (-0.6665536072 * (x_m * x_m))) * x_m; else tmp = 0.5 / x_m; end tmp_2 = x_s * tmp; end
x\_m = N[Abs[x], $MachinePrecision]
x\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[x$95$s_, x$95$m_] := N[(x$95$s * If[LessEqual[x$95$m, 0.78], N[(N[(1.0 + N[(-0.6665536072 * N[(x$95$m * x$95$m), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * x$95$m), $MachinePrecision], N[(0.5 / x$95$m), $MachinePrecision]]), $MachinePrecision]
\begin{array}{l}
x\_m = \left|x\right|
\\
x\_s = \mathsf{copysign}\left(1, x\right)
\\
x\_s \cdot \begin{array}{l}
\mathbf{if}\;x\_m \leq 0.78:\\
\;\;\;\;\left(1 + -0.6665536072 \cdot \left(x\_m \cdot x\_m\right)\right) \cdot x\_m\\
\mathbf{else}:\\
\;\;\;\;\frac{0.5}{x\_m}\\
\end{array}
\end{array}
if x < 0.78000000000000003Initial program 73.5%
Taylor expanded in x around 0 68.5%
pow268.5%
Applied egg-rr68.5%
if 0.78000000000000003 < x Initial program 10.0%
Simplified10.0%
Taylor expanded in x around inf 98.9%
x\_m = (fabs.f64 x) x\_s = (copysign.f64 #s(literal 1 binary64) x) (FPCore (x_s x_m) :precision binary64 (* x_s (if (<= x_m 0.7) x_m (/ 0.5 x_m))))
x\_m = fabs(x);
x\_s = copysign(1.0, x);
double code(double x_s, double x_m) {
double tmp;
if (x_m <= 0.7) {
tmp = x_m;
} else {
tmp = 0.5 / x_m;
}
return x_s * tmp;
}
x\_m = abs(x)
x\_s = copysign(1.0d0, x)
real(8) function code(x_s, x_m)
real(8), intent (in) :: x_s
real(8), intent (in) :: x_m
real(8) :: tmp
if (x_m <= 0.7d0) then
tmp = x_m
else
tmp = 0.5d0 / x_m
end if
code = x_s * tmp
end function
x\_m = Math.abs(x);
x\_s = Math.copySign(1.0, x);
public static double code(double x_s, double x_m) {
double tmp;
if (x_m <= 0.7) {
tmp = x_m;
} else {
tmp = 0.5 / x_m;
}
return x_s * tmp;
}
x\_m = math.fabs(x) x\_s = math.copysign(1.0, x) def code(x_s, x_m): tmp = 0 if x_m <= 0.7: tmp = x_m else: tmp = 0.5 / x_m return x_s * tmp
x\_m = abs(x) x\_s = copysign(1.0, x) function code(x_s, x_m) tmp = 0.0 if (x_m <= 0.7) tmp = x_m; else tmp = Float64(0.5 / x_m); end return Float64(x_s * tmp) end
x\_m = abs(x); x\_s = sign(x) * abs(1.0); function tmp_2 = code(x_s, x_m) tmp = 0.0; if (x_m <= 0.7) tmp = x_m; else tmp = 0.5 / x_m; end tmp_2 = x_s * tmp; end
x\_m = N[Abs[x], $MachinePrecision]
x\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[x$95$s_, x$95$m_] := N[(x$95$s * If[LessEqual[x$95$m, 0.7], x$95$m, N[(0.5 / x$95$m), $MachinePrecision]]), $MachinePrecision]
\begin{array}{l}
x\_m = \left|x\right|
\\
x\_s = \mathsf{copysign}\left(1, x\right)
\\
x\_s \cdot \begin{array}{l}
\mathbf{if}\;x\_m \leq 0.7:\\
\;\;\;\;x\_m\\
\mathbf{else}:\\
\;\;\;\;\frac{0.5}{x\_m}\\
\end{array}
\end{array}
if x < 0.69999999999999996Initial program 73.5%
Simplified73.5%
Taylor expanded in x around 0 68.6%
if 0.69999999999999996 < x Initial program 10.0%
Simplified10.0%
Taylor expanded in x around inf 98.9%
x\_m = (fabs.f64 x) x\_s = (copysign.f64 #s(literal 1 binary64) x) (FPCore (x_s x_m) :precision binary64 (* x_s x_m))
x\_m = fabs(x);
x\_s = copysign(1.0, x);
double code(double x_s, double x_m) {
return x_s * x_m;
}
x\_m = abs(x)
x\_s = copysign(1.0d0, x)
real(8) function code(x_s, x_m)
real(8), intent (in) :: x_s
real(8), intent (in) :: x_m
code = x_s * x_m
end function
x\_m = Math.abs(x);
x\_s = Math.copySign(1.0, x);
public static double code(double x_s, double x_m) {
return x_s * x_m;
}
x\_m = math.fabs(x) x\_s = math.copysign(1.0, x) def code(x_s, x_m): return x_s * x_m
x\_m = abs(x) x\_s = copysign(1.0, x) function code(x_s, x_m) return Float64(x_s * x_m) end
x\_m = abs(x); x\_s = sign(x) * abs(1.0); function tmp = code(x_s, x_m) tmp = x_s * x_m; end
x\_m = N[Abs[x], $MachinePrecision]
x\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[x]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[x$95$s_, x$95$m_] := N[(x$95$s * x$95$m), $MachinePrecision]
\begin{array}{l}
x\_m = \left|x\right|
\\
x\_s = \mathsf{copysign}\left(1, x\right)
\\
x\_s \cdot x\_m
\end{array}
Initial program 58.9%
Simplified58.9%
Taylor expanded in x around 0 53.7%
herbie shell --seed 2024116 -o generate:simplify
(FPCore (x)
:name "Jmat.Real.dawson"
:precision binary64
(* (/ (+ (+ (+ (+ (+ 1.0 (* 0.1049934947 (* x x))) (* 0.0424060604 (* (* x x) (* x x)))) (* 0.0072644182 (* (* (* x x) (* x x)) (* x x)))) (* 0.0005064034 (* (* (* (* x x) (* x x)) (* x x)) (* x x)))) (* 0.0001789971 (* (* (* (* (* x x) (* x x)) (* x x)) (* x x)) (* x x)))) (+ (+ (+ (+ (+ (+ 1.0 (* 0.7715471019 (* x x))) (* 0.2909738639 (* (* x x) (* x x)))) (* 0.0694555761 (* (* (* x x) (* x x)) (* x x)))) (* 0.0140005442 (* (* (* (* x x) (* x x)) (* x x)) (* x x)))) (* 0.0008327945 (* (* (* (* (* x x) (* x x)) (* x x)) (* x x)) (* x x)))) (* (* 2.0 0.0001789971) (* (* (* (* (* (* x x) (* x x)) (* x x)) (* x x)) (* x x)) (* x x))))) x))