
(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 5 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}
(FPCore (x)
:precision binary64
(if (<= x -0.79)
(/ 0.5 x)
(if (<= x 0.95)
(* x (+ 1.0 (* (* x x) -0.6665536072)))
(+ (/ 0.2514179000665374 (pow x 3.0)) (/ 0.5 x)))))
double code(double x) {
double tmp;
if (x <= -0.79) {
tmp = 0.5 / x;
} else if (x <= 0.95) {
tmp = x * (1.0 + ((x * x) * -0.6665536072));
} else {
tmp = (0.2514179000665374 / pow(x, 3.0)) + (0.5 / x);
}
return tmp;
}
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: tmp
if (x <= (-0.79d0)) then
tmp = 0.5d0 / x
else if (x <= 0.95d0) then
tmp = x * (1.0d0 + ((x * x) * (-0.6665536072d0)))
else
tmp = (0.2514179000665374d0 / (x ** 3.0d0)) + (0.5d0 / x)
end if
code = tmp
end function
public static double code(double x) {
double tmp;
if (x <= -0.79) {
tmp = 0.5 / x;
} else if (x <= 0.95) {
tmp = x * (1.0 + ((x * x) * -0.6665536072));
} else {
tmp = (0.2514179000665374 / Math.pow(x, 3.0)) + (0.5 / x);
}
return tmp;
}
def code(x): tmp = 0 if x <= -0.79: tmp = 0.5 / x elif x <= 0.95: tmp = x * (1.0 + ((x * x) * -0.6665536072)) else: tmp = (0.2514179000665374 / math.pow(x, 3.0)) + (0.5 / x) return tmp
function code(x) tmp = 0.0 if (x <= -0.79) tmp = Float64(0.5 / x); elseif (x <= 0.95) tmp = Float64(x * Float64(1.0 + Float64(Float64(x * x) * -0.6665536072))); else tmp = Float64(Float64(0.2514179000665374 / (x ^ 3.0)) + Float64(0.5 / x)); end return tmp end
function tmp_2 = code(x) tmp = 0.0; if (x <= -0.79) tmp = 0.5 / x; elseif (x <= 0.95) tmp = x * (1.0 + ((x * x) * -0.6665536072)); else tmp = (0.2514179000665374 / (x ^ 3.0)) + (0.5 / x); end tmp_2 = tmp; end
code[x_] := If[LessEqual[x, -0.79], N[(0.5 / x), $MachinePrecision], If[LessEqual[x, 0.95], N[(x * N[(1.0 + N[(N[(x * x), $MachinePrecision] * -0.6665536072), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(0.2514179000665374 / N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision] + N[(0.5 / x), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq -0.79:\\
\;\;\;\;\frac{0.5}{x}\\
\mathbf{elif}\;x \leq 0.95:\\
\;\;\;\;x \cdot \left(1 + \left(x \cdot x\right) \cdot -0.6665536072\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{0.2514179000665374}{{x}^{3}} + \frac{0.5}{x}\\
\end{array}
\end{array}
if x < -0.79000000000000004Initial program 6.4%
*-commutative6.4%
Simplified6.4%
Taylor expanded in x around inf 100.0%
if -0.79000000000000004 < x < 0.94999999999999996Initial program 100.0%
*-commutative100.0%
Simplified100.0%
Taylor expanded in x around 0 100.0%
unpow2100.0%
Simplified100.0%
if 0.94999999999999996 < x Initial program 8.9%
*-commutative8.9%
Simplified9.0%
Taylor expanded in x around inf 100.0%
associate-*r/100.0%
metadata-eval100.0%
associate-*r/100.0%
metadata-eval100.0%
Simplified100.0%
Final simplification100.0%
(FPCore (x)
:precision binary64
(let* ((t_0 (+ 1.0 (* (* x x) 0.7715471019)))
(t_1 (* (* x x) (* x x)))
(t_2 (* (* x x) t_1))
(t_3 (* x (* x (* x x))))
(t_4 (* (* x x) t_2))
(t_5 (* (* x x) t_3))
(t_6 (* t_3 t_3))
(t_7 (* (* x x) t_6))
(t_8 (+ 1.0 (* 0.1049934947 (* x x))))
(t_9 (* (* x x) t_4)))
(if (<=
(*
x
(/
(+
(+
(+ (+ t_8 (* 0.0424060604 t_1)) (* 0.0072644182 t_2))
(* 0.0005064034 t_4))
(* 0.0001789971 t_9))
(+
(+
(+
(+ (+ t_0 (* t_1 0.2909738639)) (* t_2 0.0694555761))
(* t_4 0.0140005442))
(* t_9 0.0008327945))
(* 0.0003579942 (* (* x x) t_9)))))
1e-7)
(*
x
(/
(+
(+ (+ t_8 (* 0.0424060604 t_3)) (* 0.0072644182 t_5))
(+ (* 0.0005064034 t_6) (* 0.0001789971 t_7)))
(+
(+
(+ t_0 (* 0.2909738639 t_3))
(+ (* 0.0694555761 t_5) (* 0.0140005442 t_6)))
(+ (* 0.0008327945 t_7) (* 0.0003579942 (* t_3 t_6))))))
(+ (/ 0.2514179000665374 (pow x 3.0)) (/ 0.5 x)))))
double code(double x) {
double t_0 = 1.0 + ((x * x) * 0.7715471019);
double t_1 = (x * x) * (x * x);
double t_2 = (x * x) * t_1;
double t_3 = x * (x * (x * x));
double t_4 = (x * x) * t_2;
double t_5 = (x * x) * t_3;
double t_6 = t_3 * t_3;
double t_7 = (x * x) * t_6;
double t_8 = 1.0 + (0.1049934947 * (x * x));
double t_9 = (x * x) * t_4;
double tmp;
if ((x * (((((t_8 + (0.0424060604 * t_1)) + (0.0072644182 * t_2)) + (0.0005064034 * t_4)) + (0.0001789971 * t_9)) / (((((t_0 + (t_1 * 0.2909738639)) + (t_2 * 0.0694555761)) + (t_4 * 0.0140005442)) + (t_9 * 0.0008327945)) + (0.0003579942 * ((x * x) * t_9))))) <= 1e-7) {
tmp = x * ((((t_8 + (0.0424060604 * t_3)) + (0.0072644182 * t_5)) + ((0.0005064034 * t_6) + (0.0001789971 * t_7))) / (((t_0 + (0.2909738639 * t_3)) + ((0.0694555761 * t_5) + (0.0140005442 * t_6))) + ((0.0008327945 * t_7) + (0.0003579942 * (t_3 * t_6)))));
} else {
tmp = (0.2514179000665374 / pow(x, 3.0)) + (0.5 / x);
}
return tmp;
}
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
real(8) :: t_4
real(8) :: t_5
real(8) :: t_6
real(8) :: t_7
real(8) :: t_8
real(8) :: t_9
real(8) :: tmp
t_0 = 1.0d0 + ((x * x) * 0.7715471019d0)
t_1 = (x * x) * (x * x)
t_2 = (x * x) * t_1
t_3 = x * (x * (x * x))
t_4 = (x * x) * t_2
t_5 = (x * x) * t_3
t_6 = t_3 * t_3
t_7 = (x * x) * t_6
t_8 = 1.0d0 + (0.1049934947d0 * (x * x))
t_9 = (x * x) * t_4
if ((x * (((((t_8 + (0.0424060604d0 * t_1)) + (0.0072644182d0 * t_2)) + (0.0005064034d0 * t_4)) + (0.0001789971d0 * t_9)) / (((((t_0 + (t_1 * 0.2909738639d0)) + (t_2 * 0.0694555761d0)) + (t_4 * 0.0140005442d0)) + (t_9 * 0.0008327945d0)) + (0.0003579942d0 * ((x * x) * t_9))))) <= 1d-7) then
tmp = x * ((((t_8 + (0.0424060604d0 * t_3)) + (0.0072644182d0 * t_5)) + ((0.0005064034d0 * t_6) + (0.0001789971d0 * t_7))) / (((t_0 + (0.2909738639d0 * t_3)) + ((0.0694555761d0 * t_5) + (0.0140005442d0 * t_6))) + ((0.0008327945d0 * t_7) + (0.0003579942d0 * (t_3 * t_6)))))
else
tmp = (0.2514179000665374d0 / (x ** 3.0d0)) + (0.5d0 / x)
end if
code = tmp
end function
public static double code(double x) {
double t_0 = 1.0 + ((x * x) * 0.7715471019);
double t_1 = (x * x) * (x * x);
double t_2 = (x * x) * t_1;
double t_3 = x * (x * (x * x));
double t_4 = (x * x) * t_2;
double t_5 = (x * x) * t_3;
double t_6 = t_3 * t_3;
double t_7 = (x * x) * t_6;
double t_8 = 1.0 + (0.1049934947 * (x * x));
double t_9 = (x * x) * t_4;
double tmp;
if ((x * (((((t_8 + (0.0424060604 * t_1)) + (0.0072644182 * t_2)) + (0.0005064034 * t_4)) + (0.0001789971 * t_9)) / (((((t_0 + (t_1 * 0.2909738639)) + (t_2 * 0.0694555761)) + (t_4 * 0.0140005442)) + (t_9 * 0.0008327945)) + (0.0003579942 * ((x * x) * t_9))))) <= 1e-7) {
tmp = x * ((((t_8 + (0.0424060604 * t_3)) + (0.0072644182 * t_5)) + ((0.0005064034 * t_6) + (0.0001789971 * t_7))) / (((t_0 + (0.2909738639 * t_3)) + ((0.0694555761 * t_5) + (0.0140005442 * t_6))) + ((0.0008327945 * t_7) + (0.0003579942 * (t_3 * t_6)))));
} else {
tmp = (0.2514179000665374 / Math.pow(x, 3.0)) + (0.5 / x);
}
return tmp;
}
def code(x): t_0 = 1.0 + ((x * x) * 0.7715471019) t_1 = (x * x) * (x * x) t_2 = (x * x) * t_1 t_3 = x * (x * (x * x)) t_4 = (x * x) * t_2 t_5 = (x * x) * t_3 t_6 = t_3 * t_3 t_7 = (x * x) * t_6 t_8 = 1.0 + (0.1049934947 * (x * x)) t_9 = (x * x) * t_4 tmp = 0 if (x * (((((t_8 + (0.0424060604 * t_1)) + (0.0072644182 * t_2)) + (0.0005064034 * t_4)) + (0.0001789971 * t_9)) / (((((t_0 + (t_1 * 0.2909738639)) + (t_2 * 0.0694555761)) + (t_4 * 0.0140005442)) + (t_9 * 0.0008327945)) + (0.0003579942 * ((x * x) * t_9))))) <= 1e-7: tmp = x * ((((t_8 + (0.0424060604 * t_3)) + (0.0072644182 * t_5)) + ((0.0005064034 * t_6) + (0.0001789971 * t_7))) / (((t_0 + (0.2909738639 * t_3)) + ((0.0694555761 * t_5) + (0.0140005442 * t_6))) + ((0.0008327945 * t_7) + (0.0003579942 * (t_3 * t_6))))) else: tmp = (0.2514179000665374 / math.pow(x, 3.0)) + (0.5 / x) return tmp
function code(x) t_0 = Float64(1.0 + Float64(Float64(x * x) * 0.7715471019)) t_1 = Float64(Float64(x * x) * Float64(x * x)) t_2 = Float64(Float64(x * x) * t_1) t_3 = Float64(x * Float64(x * Float64(x * x))) t_4 = Float64(Float64(x * x) * t_2) t_5 = Float64(Float64(x * x) * t_3) t_6 = Float64(t_3 * t_3) t_7 = Float64(Float64(x * x) * t_6) t_8 = Float64(1.0 + Float64(0.1049934947 * Float64(x * x))) t_9 = Float64(Float64(x * x) * t_4) tmp = 0.0 if (Float64(x * Float64(Float64(Float64(Float64(Float64(t_8 + Float64(0.0424060604 * t_1)) + Float64(0.0072644182 * t_2)) + Float64(0.0005064034 * t_4)) + Float64(0.0001789971 * t_9)) / Float64(Float64(Float64(Float64(Float64(t_0 + Float64(t_1 * 0.2909738639)) + Float64(t_2 * 0.0694555761)) + Float64(t_4 * 0.0140005442)) + Float64(t_9 * 0.0008327945)) + Float64(0.0003579942 * Float64(Float64(x * x) * t_9))))) <= 1e-7) tmp = Float64(x * Float64(Float64(Float64(Float64(t_8 + Float64(0.0424060604 * t_3)) + Float64(0.0072644182 * t_5)) + Float64(Float64(0.0005064034 * t_6) + Float64(0.0001789971 * t_7))) / Float64(Float64(Float64(t_0 + Float64(0.2909738639 * t_3)) + Float64(Float64(0.0694555761 * t_5) + Float64(0.0140005442 * t_6))) + Float64(Float64(0.0008327945 * t_7) + Float64(0.0003579942 * Float64(t_3 * t_6)))))); else tmp = Float64(Float64(0.2514179000665374 / (x ^ 3.0)) + Float64(0.5 / x)); end return tmp end
function tmp_2 = code(x) t_0 = 1.0 + ((x * x) * 0.7715471019); t_1 = (x * x) * (x * x); t_2 = (x * x) * t_1; t_3 = x * (x * (x * x)); t_4 = (x * x) * t_2; t_5 = (x * x) * t_3; t_6 = t_3 * t_3; t_7 = (x * x) * t_6; t_8 = 1.0 + (0.1049934947 * (x * x)); t_9 = (x * x) * t_4; tmp = 0.0; if ((x * (((((t_8 + (0.0424060604 * t_1)) + (0.0072644182 * t_2)) + (0.0005064034 * t_4)) + (0.0001789971 * t_9)) / (((((t_0 + (t_1 * 0.2909738639)) + (t_2 * 0.0694555761)) + (t_4 * 0.0140005442)) + (t_9 * 0.0008327945)) + (0.0003579942 * ((x * x) * t_9))))) <= 1e-7) tmp = x * ((((t_8 + (0.0424060604 * t_3)) + (0.0072644182 * t_5)) + ((0.0005064034 * t_6) + (0.0001789971 * t_7))) / (((t_0 + (0.2909738639 * t_3)) + ((0.0694555761 * t_5) + (0.0140005442 * t_6))) + ((0.0008327945 * t_7) + (0.0003579942 * (t_3 * t_6))))); else tmp = (0.2514179000665374 / (x ^ 3.0)) + (0.5 / x); end tmp_2 = tmp; end
code[x_] := Block[{t$95$0 = N[(1.0 + N[(N[(x * x), $MachinePrecision] * 0.7715471019), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(N[(x * x), $MachinePrecision] * N[(x * x), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(N[(x * x), $MachinePrecision] * t$95$1), $MachinePrecision]}, Block[{t$95$3 = N[(x * N[(x * N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$4 = N[(N[(x * x), $MachinePrecision] * t$95$2), $MachinePrecision]}, Block[{t$95$5 = N[(N[(x * x), $MachinePrecision] * t$95$3), $MachinePrecision]}, Block[{t$95$6 = N[(t$95$3 * t$95$3), $MachinePrecision]}, Block[{t$95$7 = N[(N[(x * x), $MachinePrecision] * t$95$6), $MachinePrecision]}, Block[{t$95$8 = N[(1.0 + N[(0.1049934947 * N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$9 = N[(N[(x * x), $MachinePrecision] * t$95$4), $MachinePrecision]}, If[LessEqual[N[(x * N[(N[(N[(N[(N[(t$95$8 + N[(0.0424060604 * t$95$1), $MachinePrecision]), $MachinePrecision] + N[(0.0072644182 * t$95$2), $MachinePrecision]), $MachinePrecision] + N[(0.0005064034 * t$95$4), $MachinePrecision]), $MachinePrecision] + N[(0.0001789971 * t$95$9), $MachinePrecision]), $MachinePrecision] / N[(N[(N[(N[(N[(t$95$0 + N[(t$95$1 * 0.2909738639), $MachinePrecision]), $MachinePrecision] + N[(t$95$2 * 0.0694555761), $MachinePrecision]), $MachinePrecision] + N[(t$95$4 * 0.0140005442), $MachinePrecision]), $MachinePrecision] + N[(t$95$9 * 0.0008327945), $MachinePrecision]), $MachinePrecision] + N[(0.0003579942 * N[(N[(x * x), $MachinePrecision] * t$95$9), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 1e-7], N[(x * N[(N[(N[(N[(t$95$8 + N[(0.0424060604 * t$95$3), $MachinePrecision]), $MachinePrecision] + N[(0.0072644182 * t$95$5), $MachinePrecision]), $MachinePrecision] + N[(N[(0.0005064034 * t$95$6), $MachinePrecision] + N[(0.0001789971 * t$95$7), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(N[(N[(t$95$0 + N[(0.2909738639 * t$95$3), $MachinePrecision]), $MachinePrecision] + N[(N[(0.0694555761 * t$95$5), $MachinePrecision] + N[(0.0140005442 * t$95$6), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(0.0008327945 * t$95$7), $MachinePrecision] + N[(0.0003579942 * N[(t$95$3 * t$95$6), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(0.2514179000665374 / N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision] + N[(0.5 / x), $MachinePrecision]), $MachinePrecision]]]]]]]]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := 1 + \left(x \cdot x\right) \cdot 0.7715471019\\
t_1 := \left(x \cdot x\right) \cdot \left(x \cdot x\right)\\
t_2 := \left(x \cdot x\right) \cdot t_1\\
t_3 := x \cdot \left(x \cdot \left(x \cdot x\right)\right)\\
t_4 := \left(x \cdot x\right) \cdot t_2\\
t_5 := \left(x \cdot x\right) \cdot t_3\\
t_6 := t_3 \cdot t_3\\
t_7 := \left(x \cdot x\right) \cdot t_6\\
t_8 := 1 + 0.1049934947 \cdot \left(x \cdot x\right)\\
t_9 := \left(x \cdot x\right) \cdot t_4\\
\mathbf{if}\;x \cdot \frac{\left(\left(\left(t_8 + 0.0424060604 \cdot t_1\right) + 0.0072644182 \cdot t_2\right) + 0.0005064034 \cdot t_4\right) + 0.0001789971 \cdot t_9}{\left(\left(\left(\left(t_0 + t_1 \cdot 0.2909738639\right) + t_2 \cdot 0.0694555761\right) + t_4 \cdot 0.0140005442\right) + t_9 \cdot 0.0008327945\right) + 0.0003579942 \cdot \left(\left(x \cdot x\right) \cdot t_9\right)} \leq 10^{-7}:\\
\;\;\;\;x \cdot \frac{\left(\left(t_8 + 0.0424060604 \cdot t_3\right) + 0.0072644182 \cdot t_5\right) + \left(0.0005064034 \cdot t_6 + 0.0001789971 \cdot t_7\right)}{\left(\left(t_0 + 0.2909738639 \cdot t_3\right) + \left(0.0694555761 \cdot t_5 + 0.0140005442 \cdot t_6\right)\right) + \left(0.0008327945 \cdot t_7 + 0.0003579942 \cdot \left(t_3 \cdot t_6\right)\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{0.2514179000665374}{{x}^{3}} + \frac{0.5}{x}\\
\end{array}
\end{array}
if (*.f64 (/.f64 (+.f64 (+.f64 (+.f64 (+.f64 (+.f64 1 (*.f64 1049934947/10000000000 (*.f64 x x))) (*.f64 106015151/2500000000 (*.f64 (*.f64 x x) (*.f64 x x)))) (*.f64 36322091/5000000000 (*.f64 (*.f64 (*.f64 x x) (*.f64 x x)) (*.f64 x x)))) (*.f64 2532017/5000000000 (*.f64 (*.f64 (*.f64 (*.f64 x x) (*.f64 x x)) (*.f64 x x)) (*.f64 x x)))) (*.f64 1789971/10000000000 (*.f64 (*.f64 (*.f64 (*.f64 (*.f64 x x) (*.f64 x x)) (*.f64 x x)) (*.f64 x x)) (*.f64 x x)))) (+.f64 (+.f64 (+.f64 (+.f64 (+.f64 (+.f64 1 (*.f64 7715471019/10000000000 (*.f64 x x))) (*.f64 2909738639/10000000000 (*.f64 (*.f64 x x) (*.f64 x x)))) (*.f64 694555761/10000000000 (*.f64 (*.f64 (*.f64 x x) (*.f64 x x)) (*.f64 x x)))) (*.f64 70002721/5000000000 (*.f64 (*.f64 (*.f64 (*.f64 x x) (*.f64 x x)) (*.f64 x x)) (*.f64 x x)))) (*.f64 1665589/2000000000 (*.f64 (*.f64 (*.f64 (*.f64 (*.f64 x x) (*.f64 x x)) (*.f64 x x)) (*.f64 x x)) (*.f64 x x)))) (*.f64 (*.f64 2 1789971/10000000000) (*.f64 (*.f64 (*.f64 (*.f64 (*.f64 (*.f64 x x) (*.f64 x x)) (*.f64 x x)) (*.f64 x x)) (*.f64 x x)) (*.f64 x x))))) x) < 9.9999999999999995e-8Initial program 99.1%
*-commutative99.1%
Simplified99.2%
if 9.9999999999999995e-8 < (*.f64 (/.f64 (+.f64 (+.f64 (+.f64 (+.f64 (+.f64 1 (*.f64 1049934947/10000000000 (*.f64 x x))) (*.f64 106015151/2500000000 (*.f64 (*.f64 x x) (*.f64 x x)))) (*.f64 36322091/5000000000 (*.f64 (*.f64 (*.f64 x x) (*.f64 x x)) (*.f64 x x)))) (*.f64 2532017/5000000000 (*.f64 (*.f64 (*.f64 (*.f64 x x) (*.f64 x x)) (*.f64 x x)) (*.f64 x x)))) (*.f64 1789971/10000000000 (*.f64 (*.f64 (*.f64 (*.f64 (*.f64 x x) (*.f64 x x)) (*.f64 x x)) (*.f64 x x)) (*.f64 x x)))) (+.f64 (+.f64 (+.f64 (+.f64 (+.f64 (+.f64 1 (*.f64 7715471019/10000000000 (*.f64 x x))) (*.f64 2909738639/10000000000 (*.f64 (*.f64 x x) (*.f64 x x)))) (*.f64 694555761/10000000000 (*.f64 (*.f64 (*.f64 x x) (*.f64 x x)) (*.f64 x x)))) (*.f64 70002721/5000000000 (*.f64 (*.f64 (*.f64 (*.f64 x x) (*.f64 x x)) (*.f64 x x)) (*.f64 x x)))) (*.f64 1665589/2000000000 (*.f64 (*.f64 (*.f64 (*.f64 (*.f64 x x) (*.f64 x x)) (*.f64 x x)) (*.f64 x x)) (*.f64 x x)))) (*.f64 (*.f64 2 1789971/10000000000) (*.f64 (*.f64 (*.f64 (*.f64 (*.f64 (*.f64 x x) (*.f64 x x)) (*.f64 x x)) (*.f64 x x)) (*.f64 x x)) (*.f64 x x))))) x) Initial program 2.3%
*-commutative2.3%
Simplified2.3%
Taylor expanded in x around inf 100.0%
associate-*r/100.0%
metadata-eval100.0%
associate-*r/100.0%
metadata-eval100.0%
Simplified100.0%
Final simplification99.6%
(FPCore (x) :precision binary64 (if (or (<= x -0.79) (not (<= x 0.78))) (/ 0.5 x) (* x (+ 1.0 (* (* x x) -0.6665536072)))))
double code(double x) {
double tmp;
if ((x <= -0.79) || !(x <= 0.78)) {
tmp = 0.5 / x;
} else {
tmp = x * (1.0 + ((x * x) * -0.6665536072));
}
return tmp;
}
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: tmp
if ((x <= (-0.79d0)) .or. (.not. (x <= 0.78d0))) then
tmp = 0.5d0 / x
else
tmp = x * (1.0d0 + ((x * x) * (-0.6665536072d0)))
end if
code = tmp
end function
public static double code(double x) {
double tmp;
if ((x <= -0.79) || !(x <= 0.78)) {
tmp = 0.5 / x;
} else {
tmp = x * (1.0 + ((x * x) * -0.6665536072));
}
return tmp;
}
def code(x): tmp = 0 if (x <= -0.79) or not (x <= 0.78): tmp = 0.5 / x else: tmp = x * (1.0 + ((x * x) * -0.6665536072)) return tmp
function code(x) tmp = 0.0 if ((x <= -0.79) || !(x <= 0.78)) tmp = Float64(0.5 / x); else tmp = Float64(x * Float64(1.0 + Float64(Float64(x * x) * -0.6665536072))); end return tmp end
function tmp_2 = code(x) tmp = 0.0; if ((x <= -0.79) || ~((x <= 0.78))) tmp = 0.5 / x; else tmp = x * (1.0 + ((x * x) * -0.6665536072)); end tmp_2 = tmp; end
code[x_] := If[Or[LessEqual[x, -0.79], N[Not[LessEqual[x, 0.78]], $MachinePrecision]], N[(0.5 / x), $MachinePrecision], N[(x * N[(1.0 + N[(N[(x * x), $MachinePrecision] * -0.6665536072), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq -0.79 \lor \neg \left(x \leq 0.78\right):\\
\;\;\;\;\frac{0.5}{x}\\
\mathbf{else}:\\
\;\;\;\;x \cdot \left(1 + \left(x \cdot x\right) \cdot -0.6665536072\right)\\
\end{array}
\end{array}
if x < -0.79000000000000004 or 0.78000000000000003 < x Initial program 7.8%
*-commutative7.8%
Simplified7.8%
Taylor expanded in x around inf 99.3%
if -0.79000000000000004 < x < 0.78000000000000003Initial program 100.0%
*-commutative100.0%
Simplified100.0%
Taylor expanded in x around 0 100.0%
unpow2100.0%
Simplified100.0%
Final simplification99.6%
(FPCore (x) :precision binary64 (if (<= x -0.7) (/ 0.5 x) (if (<= x 0.7) x (/ 0.5 x))))
double code(double x) {
double tmp;
if (x <= -0.7) {
tmp = 0.5 / x;
} else if (x <= 0.7) {
tmp = x;
} else {
tmp = 0.5 / x;
}
return tmp;
}
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: tmp
if (x <= (-0.7d0)) then
tmp = 0.5d0 / x
else if (x <= 0.7d0) then
tmp = x
else
tmp = 0.5d0 / x
end if
code = tmp
end function
public static double code(double x) {
double tmp;
if (x <= -0.7) {
tmp = 0.5 / x;
} else if (x <= 0.7) {
tmp = x;
} else {
tmp = 0.5 / x;
}
return tmp;
}
def code(x): tmp = 0 if x <= -0.7: tmp = 0.5 / x elif x <= 0.7: tmp = x else: tmp = 0.5 / x return tmp
function code(x) tmp = 0.0 if (x <= -0.7) tmp = Float64(0.5 / x); elseif (x <= 0.7) tmp = x; else tmp = Float64(0.5 / x); end return tmp end
function tmp_2 = code(x) tmp = 0.0; if (x <= -0.7) tmp = 0.5 / x; elseif (x <= 0.7) tmp = x; else tmp = 0.5 / x; end tmp_2 = tmp; end
code[x_] := If[LessEqual[x, -0.7], N[(0.5 / x), $MachinePrecision], If[LessEqual[x, 0.7], x, N[(0.5 / x), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq -0.7:\\
\;\;\;\;\frac{0.5}{x}\\
\mathbf{elif}\;x \leq 0.7:\\
\;\;\;\;x\\
\mathbf{else}:\\
\;\;\;\;\frac{0.5}{x}\\
\end{array}
\end{array}
if x < -0.69999999999999996 or 0.69999999999999996 < x Initial program 7.8%
*-commutative7.8%
Simplified7.8%
Taylor expanded in x around inf 99.3%
if -0.69999999999999996 < x < 0.69999999999999996Initial program 100.0%
*-commutative100.0%
Simplified100.0%
Taylor expanded in x around 0 99.9%
Final simplification99.6%
(FPCore (x) :precision binary64 x)
double code(double x) {
return x;
}
real(8) function code(x)
real(8), intent (in) :: x
code = x
end function
public static double code(double x) {
return x;
}
def code(x): return x
function code(x) return x end
function tmp = code(x) tmp = x; end
code[x_] := x
\begin{array}{l}
\\
x
\end{array}
Initial program 49.6%
*-commutative49.6%
Simplified49.6%
Taylor expanded in x around 0 47.3%
Final simplification47.3%
herbie shell --seed 2023174
(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))