
(FPCore (x c s) :precision binary64 (/ (cos (* 2.0 x)) (* (pow c 2.0) (* (* x (pow s 2.0)) x))))
double code(double x, double c, double s) {
return cos((2.0 * x)) / (pow(c, 2.0) * ((x * pow(s, 2.0)) * x));
}
real(8) function code(x, c, s)
real(8), intent (in) :: x
real(8), intent (in) :: c
real(8), intent (in) :: s
code = cos((2.0d0 * x)) / ((c ** 2.0d0) * ((x * (s ** 2.0d0)) * x))
end function
public static double code(double x, double c, double s) {
return Math.cos((2.0 * x)) / (Math.pow(c, 2.0) * ((x * Math.pow(s, 2.0)) * x));
}
def code(x, c, s): return math.cos((2.0 * x)) / (math.pow(c, 2.0) * ((x * math.pow(s, 2.0)) * x))
function code(x, c, s) return Float64(cos(Float64(2.0 * x)) / Float64((c ^ 2.0) * Float64(Float64(x * (s ^ 2.0)) * x))) end
function tmp = code(x, c, s) tmp = cos((2.0 * x)) / ((c ^ 2.0) * ((x * (s ^ 2.0)) * x)); end
code[x_, c_, s_] := N[(N[Cos[N[(2.0 * x), $MachinePrecision]], $MachinePrecision] / N[(N[Power[c, 2.0], $MachinePrecision] * N[(N[(x * N[Power[s, 2.0], $MachinePrecision]), $MachinePrecision] * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\cos \left(2 \cdot x\right)}{{c}^{2} \cdot \left(\left(x \cdot {s}^{2}\right) \cdot x\right)}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 10 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x c s) :precision binary64 (/ (cos (* 2.0 x)) (* (pow c 2.0) (* (* x (pow s 2.0)) x))))
double code(double x, double c, double s) {
return cos((2.0 * x)) / (pow(c, 2.0) * ((x * pow(s, 2.0)) * x));
}
real(8) function code(x, c, s)
real(8), intent (in) :: x
real(8), intent (in) :: c
real(8), intent (in) :: s
code = cos((2.0d0 * x)) / ((c ** 2.0d0) * ((x * (s ** 2.0d0)) * x))
end function
public static double code(double x, double c, double s) {
return Math.cos((2.0 * x)) / (Math.pow(c, 2.0) * ((x * Math.pow(s, 2.0)) * x));
}
def code(x, c, s): return math.cos((2.0 * x)) / (math.pow(c, 2.0) * ((x * math.pow(s, 2.0)) * x))
function code(x, c, s) return Float64(cos(Float64(2.0 * x)) / Float64((c ^ 2.0) * Float64(Float64(x * (s ^ 2.0)) * x))) end
function tmp = code(x, c, s) tmp = cos((2.0 * x)) / ((c ^ 2.0) * ((x * (s ^ 2.0)) * x)); end
code[x_, c_, s_] := N[(N[Cos[N[(2.0 * x), $MachinePrecision]], $MachinePrecision] / N[(N[Power[c, 2.0], $MachinePrecision] * N[(N[(x * N[Power[s, 2.0], $MachinePrecision]), $MachinePrecision] * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\cos \left(2 \cdot x\right)}{{c}^{2} \cdot \left(\left(x \cdot {s}^{2}\right) \cdot x\right)}
\end{array}
s_m = (fabs.f64 s)
c_m = (fabs.f64 c)
x_m = (fabs.f64 x)
NOTE: x_m, c_m, and s_m should be sorted in increasing order before calling this function.
(FPCore (x_m c_m s_m)
:precision binary64
(let* ((t_0 (* s_m (* x_m c_m))))
(if (<= x_m 8.2e-38)
(/
(/
(/
(fma
(* x_m x_m)
(fma
(* x_m x_m)
(fma x_m (* x_m -0.08888888888888889) 0.6666666666666666)
-2.0)
1.0)
(* c_m (* x_m s_m)))
(* x_m s_m))
c_m)
(/ (cos (+ x_m x_m)) (* t_0 t_0)))))s_m = fabs(s);
c_m = fabs(c);
x_m = fabs(x);
assert(x_m < c_m && c_m < s_m);
double code(double x_m, double c_m, double s_m) {
double t_0 = s_m * (x_m * c_m);
double tmp;
if (x_m <= 8.2e-38) {
tmp = ((fma((x_m * x_m), fma((x_m * x_m), fma(x_m, (x_m * -0.08888888888888889), 0.6666666666666666), -2.0), 1.0) / (c_m * (x_m * s_m))) / (x_m * s_m)) / c_m;
} else {
tmp = cos((x_m + x_m)) / (t_0 * t_0);
}
return tmp;
}
s_m = abs(s) c_m = abs(c) x_m = abs(x) x_m, c_m, s_m = sort([x_m, c_m, s_m]) function code(x_m, c_m, s_m) t_0 = Float64(s_m * Float64(x_m * c_m)) tmp = 0.0 if (x_m <= 8.2e-38) tmp = Float64(Float64(Float64(fma(Float64(x_m * x_m), fma(Float64(x_m * x_m), fma(x_m, Float64(x_m * -0.08888888888888889), 0.6666666666666666), -2.0), 1.0) / Float64(c_m * Float64(x_m * s_m))) / Float64(x_m * s_m)) / c_m); else tmp = Float64(cos(Float64(x_m + x_m)) / Float64(t_0 * t_0)); end return tmp end
s_m = N[Abs[s], $MachinePrecision]
c_m = N[Abs[c], $MachinePrecision]
x_m = N[Abs[x], $MachinePrecision]
NOTE: x_m, c_m, and s_m should be sorted in increasing order before calling this function.
code[x$95$m_, c$95$m_, s$95$m_] := Block[{t$95$0 = N[(s$95$m * N[(x$95$m * c$95$m), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[x$95$m, 8.2e-38], N[(N[(N[(N[(N[(x$95$m * x$95$m), $MachinePrecision] * N[(N[(x$95$m * x$95$m), $MachinePrecision] * N[(x$95$m * N[(x$95$m * -0.08888888888888889), $MachinePrecision] + 0.6666666666666666), $MachinePrecision] + -2.0), $MachinePrecision] + 1.0), $MachinePrecision] / N[(c$95$m * N[(x$95$m * s$95$m), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(x$95$m * s$95$m), $MachinePrecision]), $MachinePrecision] / c$95$m), $MachinePrecision], N[(N[Cos[N[(x$95$m + x$95$m), $MachinePrecision]], $MachinePrecision] / N[(t$95$0 * t$95$0), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
s_m = \left|s\right|
\\
c_m = \left|c\right|
\\
x_m = \left|x\right|
\\
[x_m, c_m, s_m] = \mathsf{sort}([x_m, c_m, s_m])\\
\\
\begin{array}{l}
t_0 := s\_m \cdot \left(x\_m \cdot c\_m\right)\\
\mathbf{if}\;x\_m \leq 8.2 \cdot 10^{-38}:\\
\;\;\;\;\frac{\frac{\frac{\mathsf{fma}\left(x\_m \cdot x\_m, \mathsf{fma}\left(x\_m \cdot x\_m, \mathsf{fma}\left(x\_m, x\_m \cdot -0.08888888888888889, 0.6666666666666666\right), -2\right), 1\right)}{c\_m \cdot \left(x\_m \cdot s\_m\right)}}{x\_m \cdot s\_m}}{c\_m}\\
\mathbf{else}:\\
\;\;\;\;\frac{\cos \left(x\_m + x\_m\right)}{t\_0 \cdot t\_0}\\
\end{array}
\end{array}
if x < 8.1999999999999996e-38Initial program 61.1%
lift-*.f64N/A
count-2N/A
lower-+.f6461.1
lift-pow.f64N/A
unpow2N/A
lower-*.f6461.1
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
associate-*l*N/A
lift-pow.f64N/A
unpow2N/A
associate-*l*N/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f6468.4
Applied rewrites68.4%
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
lift-*.f64N/A
associate-*r*N/A
lift-*.f64N/A
lift-*.f64N/A
swap-sqrN/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
swap-sqrN/A
lift-*.f64N/A
lift-*.f64N/A
lower-*.f6494.6
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
lift-*.f64N/A
lift-*.f6494.7
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
lift-*.f64N/A
lift-*.f6499.5
Applied rewrites99.5%
Taylor expanded in x around 0
+-commutativeN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.5%
lift-/.f64N/A
lift-*.f64N/A
associate-/r*N/A
lift-*.f64N/A
*-commutativeN/A
associate-/r*N/A
lower-/.f64N/A
Applied rewrites99.7%
if 8.1999999999999996e-38 < x Initial program 66.9%
lift-*.f64N/A
count-2N/A
lower-+.f6466.9
lift-pow.f64N/A
unpow2N/A
lower-*.f6466.9
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
associate-*l*N/A
lift-pow.f64N/A
unpow2N/A
associate-*l*N/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f6463.9
Applied rewrites63.9%
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
lift-*.f64N/A
associate-*r*N/A
lift-*.f64N/A
lift-*.f64N/A
swap-sqrN/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
swap-sqrN/A
lift-*.f64N/A
lift-*.f64N/A
lower-*.f6496.9
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
lift-*.f64N/A
lift-*.f6493.6
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
lift-*.f64N/A
lift-*.f6496.2
Applied rewrites96.2%
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
associate-*l*N/A
lower-*.f64N/A
lower-*.f6496.3
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
associate-*l*N/A
lower-*.f64N/A
lower-*.f6499.5
Applied rewrites99.5%
Final simplification99.5%
s_m = (fabs.f64 s)
c_m = (fabs.f64 c)
x_m = (fabs.f64 x)
NOTE: x_m, c_m, and s_m should be sorted in increasing order before calling this function.
(FPCore (x_m c_m s_m)
:precision binary64
(let* ((t_0 (* c_m (* x_m s_m))))
(if (<=
(/ (cos (* x_m 2.0)) (* (pow c_m 2.0) (* x_m (* x_m (pow s_m 2.0)))))
-5e-230)
(/ -2.0 (* c_m (* c_m (* s_m s_m))))
(/ (/ 1.0 t_0) t_0))))s_m = fabs(s);
c_m = fabs(c);
x_m = fabs(x);
assert(x_m < c_m && c_m < s_m);
double code(double x_m, double c_m, double s_m) {
double t_0 = c_m * (x_m * s_m);
double tmp;
if ((cos((x_m * 2.0)) / (pow(c_m, 2.0) * (x_m * (x_m * pow(s_m, 2.0))))) <= -5e-230) {
tmp = -2.0 / (c_m * (c_m * (s_m * s_m)));
} else {
tmp = (1.0 / t_0) / t_0;
}
return tmp;
}
s_m = abs(s)
c_m = abs(c)
x_m = abs(x)
NOTE: x_m, c_m, and s_m should be sorted in increasing order before calling this function.
real(8) function code(x_m, c_m, s_m)
real(8), intent (in) :: x_m
real(8), intent (in) :: c_m
real(8), intent (in) :: s_m
real(8) :: t_0
real(8) :: tmp
t_0 = c_m * (x_m * s_m)
if ((cos((x_m * 2.0d0)) / ((c_m ** 2.0d0) * (x_m * (x_m * (s_m ** 2.0d0))))) <= (-5d-230)) then
tmp = (-2.0d0) / (c_m * (c_m * (s_m * s_m)))
else
tmp = (1.0d0 / t_0) / t_0
end if
code = tmp
end function
s_m = Math.abs(s);
c_m = Math.abs(c);
x_m = Math.abs(x);
assert x_m < c_m && c_m < s_m;
public static double code(double x_m, double c_m, double s_m) {
double t_0 = c_m * (x_m * s_m);
double tmp;
if ((Math.cos((x_m * 2.0)) / (Math.pow(c_m, 2.0) * (x_m * (x_m * Math.pow(s_m, 2.0))))) <= -5e-230) {
tmp = -2.0 / (c_m * (c_m * (s_m * s_m)));
} else {
tmp = (1.0 / t_0) / t_0;
}
return tmp;
}
s_m = math.fabs(s) c_m = math.fabs(c) x_m = math.fabs(x) [x_m, c_m, s_m] = sort([x_m, c_m, s_m]) def code(x_m, c_m, s_m): t_0 = c_m * (x_m * s_m) tmp = 0 if (math.cos((x_m * 2.0)) / (math.pow(c_m, 2.0) * (x_m * (x_m * math.pow(s_m, 2.0))))) <= -5e-230: tmp = -2.0 / (c_m * (c_m * (s_m * s_m))) else: tmp = (1.0 / t_0) / t_0 return tmp
s_m = abs(s) c_m = abs(c) x_m = abs(x) x_m, c_m, s_m = sort([x_m, c_m, s_m]) function code(x_m, c_m, s_m) t_0 = Float64(c_m * Float64(x_m * s_m)) tmp = 0.0 if (Float64(cos(Float64(x_m * 2.0)) / Float64((c_m ^ 2.0) * Float64(x_m * Float64(x_m * (s_m ^ 2.0))))) <= -5e-230) tmp = Float64(-2.0 / Float64(c_m * Float64(c_m * Float64(s_m * s_m)))); else tmp = Float64(Float64(1.0 / t_0) / t_0); end return tmp end
s_m = abs(s);
c_m = abs(c);
x_m = abs(x);
x_m, c_m, s_m = num2cell(sort([x_m, c_m, s_m])){:}
function tmp_2 = code(x_m, c_m, s_m)
t_0 = c_m * (x_m * s_m);
tmp = 0.0;
if ((cos((x_m * 2.0)) / ((c_m ^ 2.0) * (x_m * (x_m * (s_m ^ 2.0))))) <= -5e-230)
tmp = -2.0 / (c_m * (c_m * (s_m * s_m)));
else
tmp = (1.0 / t_0) / t_0;
end
tmp_2 = tmp;
end
s_m = N[Abs[s], $MachinePrecision]
c_m = N[Abs[c], $MachinePrecision]
x_m = N[Abs[x], $MachinePrecision]
NOTE: x_m, c_m, and s_m should be sorted in increasing order before calling this function.
code[x$95$m_, c$95$m_, s$95$m_] := Block[{t$95$0 = N[(c$95$m * N[(x$95$m * s$95$m), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(N[Cos[N[(x$95$m * 2.0), $MachinePrecision]], $MachinePrecision] / N[(N[Power[c$95$m, 2.0], $MachinePrecision] * N[(x$95$m * N[(x$95$m * N[Power[s$95$m, 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], -5e-230], N[(-2.0 / N[(c$95$m * N[(c$95$m * N[(s$95$m * s$95$m), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(1.0 / t$95$0), $MachinePrecision] / t$95$0), $MachinePrecision]]]
\begin{array}{l}
s_m = \left|s\right|
\\
c_m = \left|c\right|
\\
x_m = \left|x\right|
\\
[x_m, c_m, s_m] = \mathsf{sort}([x_m, c_m, s_m])\\
\\
\begin{array}{l}
t_0 := c\_m \cdot \left(x\_m \cdot s\_m\right)\\
\mathbf{if}\;\frac{\cos \left(x\_m \cdot 2\right)}{{c\_m}^{2} \cdot \left(x\_m \cdot \left(x\_m \cdot {s\_m}^{2}\right)\right)} \leq -5 \cdot 10^{-230}:\\
\;\;\;\;\frac{-2}{c\_m \cdot \left(c\_m \cdot \left(s\_m \cdot s\_m\right)\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{\frac{1}{t\_0}}{t\_0}\\
\end{array}
\end{array}
if (/.f64 (cos.f64 (*.f64 #s(literal 2 binary64) x)) (*.f64 (pow.f64 c #s(literal 2 binary64)) (*.f64 (*.f64 x (pow.f64 s #s(literal 2 binary64))) x))) < -5.00000000000000035e-230Initial program 79.6%
Taylor expanded in x around 0
lower-/.f64N/A
Applied rewrites37.2%
Taylor expanded in x around inf
Applied rewrites54.3%
Taylor expanded in x around inf
Applied rewrites54.4%
if -5.00000000000000035e-230 < (/.f64 (cos.f64 (*.f64 #s(literal 2 binary64) x)) (*.f64 (pow.f64 c #s(literal 2 binary64)) (*.f64 (*.f64 x (pow.f64 s #s(literal 2 binary64))) x))) Initial program 65.7%
Taylor expanded in x around 0
lower-/.f64N/A
associate-*r*N/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
lower-*.f64N/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6476.5
Applied rewrites76.5%
Applied rewrites85.3%
Final simplification83.3%
herbie shell --seed 2024219
(FPCore (x c s)
:name "mixedcos"
:precision binary64
(/ (cos (* 2.0 x)) (* (pow c 2.0) (* (* x (pow s 2.0)) x))))