
(FPCore (x y z)
:precision binary64
(fmax
(-
(sqrt
(+ (+ (pow (* x 30.0) 2.0) (pow (* y 30.0) 2.0)) (pow (* z 30.0) 2.0)))
25.0)
(-
(fabs
(+
(+
(* (sin (* x 30.0)) (cos (* y 30.0)))
(* (sin (* y 30.0)) (cos (* z 30.0))))
(* (sin (* z 30.0)) (cos (* x 30.0)))))
0.2)))
double code(double x, double y, double z) {
return fmax((sqrt(((pow((x * 30.0), 2.0) + pow((y * 30.0), 2.0)) + pow((z * 30.0), 2.0))) - 25.0), (fabs((((sin((x * 30.0)) * cos((y * 30.0))) + (sin((y * 30.0)) * cos((z * 30.0)))) + (sin((z * 30.0)) * cos((x * 30.0))))) - 0.2));
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
real(8) function code(x, y, z)
use fmin_fmax_functions
real(8), intent (in) :: x
real(8), intent (in) :: y
real(8), intent (in) :: z
code = fmax((sqrt(((((x * 30.0d0) ** 2.0d0) + ((y * 30.0d0) ** 2.0d0)) + ((z * 30.0d0) ** 2.0d0))) - 25.0d0), (abs((((sin((x * 30.0d0)) * cos((y * 30.0d0))) + (sin((y * 30.0d0)) * cos((z * 30.0d0)))) + (sin((z * 30.0d0)) * cos((x * 30.0d0))))) - 0.2d0))
end function
public static double code(double x, double y, double z) {
return fmax((Math.sqrt(((Math.pow((x * 30.0), 2.0) + Math.pow((y * 30.0), 2.0)) + Math.pow((z * 30.0), 2.0))) - 25.0), (Math.abs((((Math.sin((x * 30.0)) * Math.cos((y * 30.0))) + (Math.sin((y * 30.0)) * Math.cos((z * 30.0)))) + (Math.sin((z * 30.0)) * Math.cos((x * 30.0))))) - 0.2));
}
def code(x, y, z): return fmax((math.sqrt(((math.pow((x * 30.0), 2.0) + math.pow((y * 30.0), 2.0)) + math.pow((z * 30.0), 2.0))) - 25.0), (math.fabs((((math.sin((x * 30.0)) * math.cos((y * 30.0))) + (math.sin((y * 30.0)) * math.cos((z * 30.0)))) + (math.sin((z * 30.0)) * math.cos((x * 30.0))))) - 0.2))
function code(x, y, z) return fmax(Float64(sqrt(Float64(Float64((Float64(x * 30.0) ^ 2.0) + (Float64(y * 30.0) ^ 2.0)) + (Float64(z * 30.0) ^ 2.0))) - 25.0), Float64(abs(Float64(Float64(Float64(sin(Float64(x * 30.0)) * cos(Float64(y * 30.0))) + Float64(sin(Float64(y * 30.0)) * cos(Float64(z * 30.0)))) + Float64(sin(Float64(z * 30.0)) * cos(Float64(x * 30.0))))) - 0.2)) end
function tmp = code(x, y, z) tmp = max((sqrt(((((x * 30.0) ^ 2.0) + ((y * 30.0) ^ 2.0)) + ((z * 30.0) ^ 2.0))) - 25.0), (abs((((sin((x * 30.0)) * cos((y * 30.0))) + (sin((y * 30.0)) * cos((z * 30.0)))) + (sin((z * 30.0)) * cos((x * 30.0))))) - 0.2)); end
code[x_, y_, z_] := N[Max[N[(N[Sqrt[N[(N[(N[Power[N[(x * 30.0), $MachinePrecision], 2.0], $MachinePrecision] + N[Power[N[(y * 30.0), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision] + N[Power[N[(z * 30.0), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - 25.0), $MachinePrecision], N[(N[Abs[N[(N[(N[(N[Sin[N[(x * 30.0), $MachinePrecision]], $MachinePrecision] * N[Cos[N[(y * 30.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] + N[(N[Sin[N[(y * 30.0), $MachinePrecision]], $MachinePrecision] * N[Cos[N[(z * 30.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[Sin[N[(z * 30.0), $MachinePrecision]], $MachinePrecision] * N[Cos[N[(x * 30.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - 0.2), $MachinePrecision]], $MachinePrecision]
\begin{array}{l}
\\
\mathsf{max}\left(\sqrt{\left({\left(x \cdot 30\right)}^{2} + {\left(y \cdot 30\right)}^{2}\right) + {\left(z \cdot 30\right)}^{2}} - 25, \left|\left(\sin \left(x \cdot 30\right) \cdot \cos \left(y \cdot 30\right) + \sin \left(y \cdot 30\right) \cdot \cos \left(z \cdot 30\right)\right) + \sin \left(z \cdot 30\right) \cdot \cos \left(x \cdot 30\right)\right| - 0.2\right)
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 10 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x y z)
:precision binary64
(fmax
(-
(sqrt
(+ (+ (pow (* x 30.0) 2.0) (pow (* y 30.0) 2.0)) (pow (* z 30.0) 2.0)))
25.0)
(-
(fabs
(+
(+
(* (sin (* x 30.0)) (cos (* y 30.0)))
(* (sin (* y 30.0)) (cos (* z 30.0))))
(* (sin (* z 30.0)) (cos (* x 30.0)))))
0.2)))
double code(double x, double y, double z) {
return fmax((sqrt(((pow((x * 30.0), 2.0) + pow((y * 30.0), 2.0)) + pow((z * 30.0), 2.0))) - 25.0), (fabs((((sin((x * 30.0)) * cos((y * 30.0))) + (sin((y * 30.0)) * cos((z * 30.0)))) + (sin((z * 30.0)) * cos((x * 30.0))))) - 0.2));
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
real(8) function code(x, y, z)
use fmin_fmax_functions
real(8), intent (in) :: x
real(8), intent (in) :: y
real(8), intent (in) :: z
code = fmax((sqrt(((((x * 30.0d0) ** 2.0d0) + ((y * 30.0d0) ** 2.0d0)) + ((z * 30.0d0) ** 2.0d0))) - 25.0d0), (abs((((sin((x * 30.0d0)) * cos((y * 30.0d0))) + (sin((y * 30.0d0)) * cos((z * 30.0d0)))) + (sin((z * 30.0d0)) * cos((x * 30.0d0))))) - 0.2d0))
end function
public static double code(double x, double y, double z) {
return fmax((Math.sqrt(((Math.pow((x * 30.0), 2.0) + Math.pow((y * 30.0), 2.0)) + Math.pow((z * 30.0), 2.0))) - 25.0), (Math.abs((((Math.sin((x * 30.0)) * Math.cos((y * 30.0))) + (Math.sin((y * 30.0)) * Math.cos((z * 30.0)))) + (Math.sin((z * 30.0)) * Math.cos((x * 30.0))))) - 0.2));
}
def code(x, y, z): return fmax((math.sqrt(((math.pow((x * 30.0), 2.0) + math.pow((y * 30.0), 2.0)) + math.pow((z * 30.0), 2.0))) - 25.0), (math.fabs((((math.sin((x * 30.0)) * math.cos((y * 30.0))) + (math.sin((y * 30.0)) * math.cos((z * 30.0)))) + (math.sin((z * 30.0)) * math.cos((x * 30.0))))) - 0.2))
function code(x, y, z) return fmax(Float64(sqrt(Float64(Float64((Float64(x * 30.0) ^ 2.0) + (Float64(y * 30.0) ^ 2.0)) + (Float64(z * 30.0) ^ 2.0))) - 25.0), Float64(abs(Float64(Float64(Float64(sin(Float64(x * 30.0)) * cos(Float64(y * 30.0))) + Float64(sin(Float64(y * 30.0)) * cos(Float64(z * 30.0)))) + Float64(sin(Float64(z * 30.0)) * cos(Float64(x * 30.0))))) - 0.2)) end
function tmp = code(x, y, z) tmp = max((sqrt(((((x * 30.0) ^ 2.0) + ((y * 30.0) ^ 2.0)) + ((z * 30.0) ^ 2.0))) - 25.0), (abs((((sin((x * 30.0)) * cos((y * 30.0))) + (sin((y * 30.0)) * cos((z * 30.0)))) + (sin((z * 30.0)) * cos((x * 30.0))))) - 0.2)); end
code[x_, y_, z_] := N[Max[N[(N[Sqrt[N[(N[(N[Power[N[(x * 30.0), $MachinePrecision], 2.0], $MachinePrecision] + N[Power[N[(y * 30.0), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision] + N[Power[N[(z * 30.0), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - 25.0), $MachinePrecision], N[(N[Abs[N[(N[(N[(N[Sin[N[(x * 30.0), $MachinePrecision]], $MachinePrecision] * N[Cos[N[(y * 30.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] + N[(N[Sin[N[(y * 30.0), $MachinePrecision]], $MachinePrecision] * N[Cos[N[(z * 30.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[Sin[N[(z * 30.0), $MachinePrecision]], $MachinePrecision] * N[Cos[N[(x * 30.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - 0.2), $MachinePrecision]], $MachinePrecision]
\begin{array}{l}
\\
\mathsf{max}\left(\sqrt{\left({\left(x \cdot 30\right)}^{2} + {\left(y \cdot 30\right)}^{2}\right) + {\left(z \cdot 30\right)}^{2}} - 25, \left|\left(\sin \left(x \cdot 30\right) \cdot \cos \left(y \cdot 30\right) + \sin \left(y \cdot 30\right) \cdot \cos \left(z \cdot 30\right)\right) + \sin \left(z \cdot 30\right) \cdot \cos \left(x \cdot 30\right)\right| - 0.2\right)
\end{array}
(FPCore (x y z) :precision binary64 (fmax (- (hypot (* y 30.0) (* z 30.0)) 25.0) (- (fabs (fma 30.0 x (sin (* z 30.0)))) 0.2)))
double code(double x, double y, double z) {
return fmax((hypot((y * 30.0), (z * 30.0)) - 25.0), (fabs(fma(30.0, x, sin((z * 30.0)))) - 0.2));
}
function code(x, y, z) return fmax(Float64(hypot(Float64(y * 30.0), Float64(z * 30.0)) - 25.0), Float64(abs(fma(30.0, x, sin(Float64(z * 30.0)))) - 0.2)) end
code[x_, y_, z_] := N[Max[N[(N[Sqrt[N[(y * 30.0), $MachinePrecision] ^ 2 + N[(z * 30.0), $MachinePrecision] ^ 2], $MachinePrecision] - 25.0), $MachinePrecision], N[(N[Abs[N[(30.0 * x + N[Sin[N[(z * 30.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - 0.2), $MachinePrecision]], $MachinePrecision]
\begin{array}{l}
\\
\mathsf{max}\left(\mathsf{hypot}\left(y \cdot 30, z \cdot 30\right) - 25, \left|\mathsf{fma}\left(30, x, \sin \left(z \cdot 30\right)\right)\right| - 0.2\right)
\end{array}
Initial program 49.3%
Taylor expanded in z around 0
+-commutativeN/A
*-commutativeN/A
metadata-evalN/A
unpow-prod-downN/A
unpow2N/A
*-commutativeN/A
metadata-evalN/A
unpow-prod-downN/A
unpow2N/A
lower-hypot.f64N/A
lift-*.f64N/A
*-commutativeN/A
lower-*.f6480.2
Applied rewrites80.2%
Taylor expanded in y around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lift-sin.f64N/A
lift-*.f64N/A
lower-cos.f64N/A
lift-*.f64N/A
lower-sin.f64N/A
lift-*.f6480.1
Applied rewrites80.1%
Taylor expanded in x around 0
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lift-sin.f64N/A
lift-*.f6479.6
Applied rewrites79.6%
Taylor expanded in x around 0
*-commutativeN/A
metadata-evalN/A
unpow-prod-downN/A
pow2N/A
*-commutativeN/A
metadata-evalN/A
unpow-prod-downN/A
*-commutativeN/A
*-commutativeN/A
unpow2N/A
*-commutativeN/A
*-commutativeN/A
lower-hypot.f64N/A
*-commutativeN/A
lift-*.f64N/A
*-commutativeN/A
lift-*.f6498.6
Applied rewrites98.6%
(FPCore (x y z)
:precision binary64
(let* ((t_0 (- (fabs (fma 30.0 x (sin (* z 30.0)))) 0.2)))
(if (<= z -1.2)
(fmax (- (* -30.0 z) 25.0) t_0)
(if (<= z 1.3e+159)
(fmax (- (hypot (* y 30.0) (* 30.0 x)) 25.0) t_0)
(fmax (* z 30.0) t_0)))))
double code(double x, double y, double z) {
double t_0 = fabs(fma(30.0, x, sin((z * 30.0)))) - 0.2;
double tmp;
if (z <= -1.2) {
tmp = fmax(((-30.0 * z) - 25.0), t_0);
} else if (z <= 1.3e+159) {
tmp = fmax((hypot((y * 30.0), (30.0 * x)) - 25.0), t_0);
} else {
tmp = fmax((z * 30.0), t_0);
}
return tmp;
}
function code(x, y, z) t_0 = Float64(abs(fma(30.0, x, sin(Float64(z * 30.0)))) - 0.2) tmp = 0.0 if (z <= -1.2) tmp = fmax(Float64(Float64(-30.0 * z) - 25.0), t_0); elseif (z <= 1.3e+159) tmp = fmax(Float64(hypot(Float64(y * 30.0), Float64(30.0 * x)) - 25.0), t_0); else tmp = fmax(Float64(z * 30.0), t_0); end return tmp end
code[x_, y_, z_] := Block[{t$95$0 = N[(N[Abs[N[(30.0 * x + N[Sin[N[(z * 30.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - 0.2), $MachinePrecision]}, If[LessEqual[z, -1.2], N[Max[N[(N[(-30.0 * z), $MachinePrecision] - 25.0), $MachinePrecision], t$95$0], $MachinePrecision], If[LessEqual[z, 1.3e+159], N[Max[N[(N[Sqrt[N[(y * 30.0), $MachinePrecision] ^ 2 + N[(30.0 * x), $MachinePrecision] ^ 2], $MachinePrecision] - 25.0), $MachinePrecision], t$95$0], $MachinePrecision], N[Max[N[(z * 30.0), $MachinePrecision], t$95$0], $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left|\mathsf{fma}\left(30, x, \sin \left(z \cdot 30\right)\right)\right| - 0.2\\
\mathbf{if}\;z \leq -1.2:\\
\;\;\;\;\mathsf{max}\left(-30 \cdot z - 25, t\_0\right)\\
\mathbf{elif}\;z \leq 1.3 \cdot 10^{+159}:\\
\;\;\;\;\mathsf{max}\left(\mathsf{hypot}\left(y \cdot 30, 30 \cdot x\right) - 25, t\_0\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{max}\left(z \cdot 30, t\_0\right)\\
\end{array}
\end{array}
if z < -1.19999999999999996Initial program 36.8%
Taylor expanded in z around 0
+-commutativeN/A
*-commutativeN/A
metadata-evalN/A
unpow-prod-downN/A
unpow2N/A
*-commutativeN/A
metadata-evalN/A
unpow-prod-downN/A
unpow2N/A
lower-hypot.f64N/A
lift-*.f64N/A
*-commutativeN/A
lower-*.f6443.8
Applied rewrites43.8%
Taylor expanded in y around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lift-sin.f64N/A
lift-*.f64N/A
lower-cos.f64N/A
lift-*.f64N/A
lower-sin.f64N/A
lift-*.f6443.8
Applied rewrites43.8%
Taylor expanded in x around 0
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lift-sin.f64N/A
lift-*.f6443.8
Applied rewrites43.8%
Taylor expanded in z around -inf
lower-*.f6490.7
Applied rewrites90.7%
if -1.19999999999999996 < z < 1.3e159Initial program 58.6%
Taylor expanded in z around 0
+-commutativeN/A
*-commutativeN/A
metadata-evalN/A
unpow-prod-downN/A
unpow2N/A
*-commutativeN/A
metadata-evalN/A
unpow-prod-downN/A
unpow2N/A
lower-hypot.f64N/A
lift-*.f64N/A
*-commutativeN/A
lower-*.f6495.5
Applied rewrites95.5%
Taylor expanded in y around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lift-sin.f64N/A
lift-*.f64N/A
lower-cos.f64N/A
lift-*.f64N/A
lower-sin.f64N/A
lift-*.f6495.4
Applied rewrites95.4%
Taylor expanded in x around 0
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lift-sin.f64N/A
lift-*.f6494.7
Applied rewrites94.7%
if 1.3e159 < z Initial program 8.4%
Taylor expanded in z around 0
+-commutativeN/A
*-commutativeN/A
metadata-evalN/A
unpow-prod-downN/A
unpow2N/A
*-commutativeN/A
metadata-evalN/A
unpow-prod-downN/A
unpow2N/A
lower-hypot.f64N/A
lift-*.f64N/A
*-commutativeN/A
lower-*.f6440.2
Applied rewrites40.2%
Taylor expanded in y around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lift-sin.f64N/A
lift-*.f64N/A
lower-cos.f64N/A
lift-*.f64N/A
lower-sin.f64N/A
lift-*.f6440.2
Applied rewrites40.2%
Taylor expanded in x around 0
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lift-sin.f64N/A
lift-*.f6440.2
Applied rewrites40.2%
Taylor expanded in z around inf
*-commutativeN/A
lift-*.f6483.0
Applied rewrites83.0%
(FPCore (x y z)
:precision binary64
(let* ((t_0 (- (fabs (fma 30.0 x (sin (* z 30.0)))) 0.2)))
(if (<= z -0.058)
(fmax (- (* -30.0 z) 25.0) t_0)
(if (<= z 1.3e+159)
(fmax
(- (hypot (* y 30.0) (* 30.0 x)) 25.0)
(- (fabs (sin (* 30.0 x))) 0.2))
(fmax (* z 30.0) t_0)))))
double code(double x, double y, double z) {
double t_0 = fabs(fma(30.0, x, sin((z * 30.0)))) - 0.2;
double tmp;
if (z <= -0.058) {
tmp = fmax(((-30.0 * z) - 25.0), t_0);
} else if (z <= 1.3e+159) {
tmp = fmax((hypot((y * 30.0), (30.0 * x)) - 25.0), (fabs(sin((30.0 * x))) - 0.2));
} else {
tmp = fmax((z * 30.0), t_0);
}
return tmp;
}
function code(x, y, z) t_0 = Float64(abs(fma(30.0, x, sin(Float64(z * 30.0)))) - 0.2) tmp = 0.0 if (z <= -0.058) tmp = fmax(Float64(Float64(-30.0 * z) - 25.0), t_0); elseif (z <= 1.3e+159) tmp = fmax(Float64(hypot(Float64(y * 30.0), Float64(30.0 * x)) - 25.0), Float64(abs(sin(Float64(30.0 * x))) - 0.2)); else tmp = fmax(Float64(z * 30.0), t_0); end return tmp end
code[x_, y_, z_] := Block[{t$95$0 = N[(N[Abs[N[(30.0 * x + N[Sin[N[(z * 30.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - 0.2), $MachinePrecision]}, If[LessEqual[z, -0.058], N[Max[N[(N[(-30.0 * z), $MachinePrecision] - 25.0), $MachinePrecision], t$95$0], $MachinePrecision], If[LessEqual[z, 1.3e+159], N[Max[N[(N[Sqrt[N[(y * 30.0), $MachinePrecision] ^ 2 + N[(30.0 * x), $MachinePrecision] ^ 2], $MachinePrecision] - 25.0), $MachinePrecision], N[(N[Abs[N[Sin[N[(30.0 * x), $MachinePrecision]], $MachinePrecision]], $MachinePrecision] - 0.2), $MachinePrecision]], $MachinePrecision], N[Max[N[(z * 30.0), $MachinePrecision], t$95$0], $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left|\mathsf{fma}\left(30, x, \sin \left(z \cdot 30\right)\right)\right| - 0.2\\
\mathbf{if}\;z \leq -0.058:\\
\;\;\;\;\mathsf{max}\left(-30 \cdot z - 25, t\_0\right)\\
\mathbf{elif}\;z \leq 1.3 \cdot 10^{+159}:\\
\;\;\;\;\mathsf{max}\left(\mathsf{hypot}\left(y \cdot 30, 30 \cdot x\right) - 25, \left|\sin \left(30 \cdot x\right)\right| - 0.2\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{max}\left(z \cdot 30, t\_0\right)\\
\end{array}
\end{array}
if z < -0.0580000000000000029Initial program 36.8%
Taylor expanded in z around 0
+-commutativeN/A
*-commutativeN/A
metadata-evalN/A
unpow-prod-downN/A
unpow2N/A
*-commutativeN/A
metadata-evalN/A
unpow-prod-downN/A
unpow2N/A
lower-hypot.f64N/A
lift-*.f64N/A
*-commutativeN/A
lower-*.f6443.8
Applied rewrites43.8%
Taylor expanded in y around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lift-sin.f64N/A
lift-*.f64N/A
lower-cos.f64N/A
lift-*.f64N/A
lower-sin.f64N/A
lift-*.f6443.8
Applied rewrites43.8%
Taylor expanded in x around 0
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lift-sin.f64N/A
lift-*.f6443.8
Applied rewrites43.8%
Taylor expanded in z around -inf
lower-*.f6490.7
Applied rewrites90.7%
if -0.0580000000000000029 < z < 1.3e159Initial program 58.6%
Taylor expanded in z around 0
+-commutativeN/A
*-commutativeN/A
metadata-evalN/A
unpow-prod-downN/A
unpow2N/A
*-commutativeN/A
metadata-evalN/A
unpow-prod-downN/A
unpow2N/A
lower-hypot.f64N/A
lift-*.f64N/A
*-commutativeN/A
lower-*.f6495.5
Applied rewrites95.5%
Taylor expanded in y around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lift-sin.f64N/A
lift-*.f64N/A
lower-cos.f64N/A
lift-*.f64N/A
lower-sin.f64N/A
lift-*.f6495.4
Applied rewrites95.4%
Taylor expanded in z around 0
lift-sin.f64N/A
lift-*.f6494.5
Applied rewrites94.5%
if 1.3e159 < z Initial program 8.4%
Taylor expanded in z around 0
+-commutativeN/A
*-commutativeN/A
metadata-evalN/A
unpow-prod-downN/A
unpow2N/A
*-commutativeN/A
metadata-evalN/A
unpow-prod-downN/A
unpow2N/A
lower-hypot.f64N/A
lift-*.f64N/A
*-commutativeN/A
lower-*.f6440.2
Applied rewrites40.2%
Taylor expanded in y around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lift-sin.f64N/A
lift-*.f64N/A
lower-cos.f64N/A
lift-*.f64N/A
lower-sin.f64N/A
lift-*.f6440.2
Applied rewrites40.2%
Taylor expanded in x around 0
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lift-sin.f64N/A
lift-*.f6440.2
Applied rewrites40.2%
Taylor expanded in z around inf
*-commutativeN/A
lift-*.f6483.0
Applied rewrites83.0%
(FPCore (x y z)
:precision binary64
(let* ((t_0 (- (fabs (fma 30.0 x (sin (* z 30.0)))) 0.2)))
(if (<= z -0.058)
(fmax (- (* -30.0 z) 25.0) t_0)
(if (<= z 1.3e+159)
(fmax (- (hypot (* y 30.0) (* 30.0 x)) 25.0) (- (fabs (* 30.0 x)) 0.2))
(fmax (* z 30.0) t_0)))))
double code(double x, double y, double z) {
double t_0 = fabs(fma(30.0, x, sin((z * 30.0)))) - 0.2;
double tmp;
if (z <= -0.058) {
tmp = fmax(((-30.0 * z) - 25.0), t_0);
} else if (z <= 1.3e+159) {
tmp = fmax((hypot((y * 30.0), (30.0 * x)) - 25.0), (fabs((30.0 * x)) - 0.2));
} else {
tmp = fmax((z * 30.0), t_0);
}
return tmp;
}
function code(x, y, z) t_0 = Float64(abs(fma(30.0, x, sin(Float64(z * 30.0)))) - 0.2) tmp = 0.0 if (z <= -0.058) tmp = fmax(Float64(Float64(-30.0 * z) - 25.0), t_0); elseif (z <= 1.3e+159) tmp = fmax(Float64(hypot(Float64(y * 30.0), Float64(30.0 * x)) - 25.0), Float64(abs(Float64(30.0 * x)) - 0.2)); else tmp = fmax(Float64(z * 30.0), t_0); end return tmp end
code[x_, y_, z_] := Block[{t$95$0 = N[(N[Abs[N[(30.0 * x + N[Sin[N[(z * 30.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - 0.2), $MachinePrecision]}, If[LessEqual[z, -0.058], N[Max[N[(N[(-30.0 * z), $MachinePrecision] - 25.0), $MachinePrecision], t$95$0], $MachinePrecision], If[LessEqual[z, 1.3e+159], N[Max[N[(N[Sqrt[N[(y * 30.0), $MachinePrecision] ^ 2 + N[(30.0 * x), $MachinePrecision] ^ 2], $MachinePrecision] - 25.0), $MachinePrecision], N[(N[Abs[N[(30.0 * x), $MachinePrecision]], $MachinePrecision] - 0.2), $MachinePrecision]], $MachinePrecision], N[Max[N[(z * 30.0), $MachinePrecision], t$95$0], $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left|\mathsf{fma}\left(30, x, \sin \left(z \cdot 30\right)\right)\right| - 0.2\\
\mathbf{if}\;z \leq -0.058:\\
\;\;\;\;\mathsf{max}\left(-30 \cdot z - 25, t\_0\right)\\
\mathbf{elif}\;z \leq 1.3 \cdot 10^{+159}:\\
\;\;\;\;\mathsf{max}\left(\mathsf{hypot}\left(y \cdot 30, 30 \cdot x\right) - 25, \left|30 \cdot x\right| - 0.2\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{max}\left(z \cdot 30, t\_0\right)\\
\end{array}
\end{array}
if z < -0.0580000000000000029Initial program 36.8%
Taylor expanded in z around 0
+-commutativeN/A
*-commutativeN/A
metadata-evalN/A
unpow-prod-downN/A
unpow2N/A
*-commutativeN/A
metadata-evalN/A
unpow-prod-downN/A
unpow2N/A
lower-hypot.f64N/A
lift-*.f64N/A
*-commutativeN/A
lower-*.f6443.8
Applied rewrites43.8%
Taylor expanded in y around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lift-sin.f64N/A
lift-*.f64N/A
lower-cos.f64N/A
lift-*.f64N/A
lower-sin.f64N/A
lift-*.f6443.8
Applied rewrites43.8%
Taylor expanded in x around 0
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lift-sin.f64N/A
lift-*.f6443.8
Applied rewrites43.8%
Taylor expanded in z around -inf
lower-*.f6490.7
Applied rewrites90.7%
if -0.0580000000000000029 < z < 1.3e159Initial program 58.6%
Taylor expanded in z around 0
+-commutativeN/A
*-commutativeN/A
metadata-evalN/A
unpow-prod-downN/A
unpow2N/A
*-commutativeN/A
metadata-evalN/A
unpow-prod-downN/A
unpow2N/A
lower-hypot.f64N/A
lift-*.f64N/A
*-commutativeN/A
lower-*.f6495.5
Applied rewrites95.5%
Taylor expanded in y around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lift-sin.f64N/A
lift-*.f64N/A
lower-cos.f64N/A
lift-*.f64N/A
lower-sin.f64N/A
lift-*.f6495.4
Applied rewrites95.4%
Taylor expanded in x around 0
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lift-sin.f64N/A
lift-*.f6494.7
Applied rewrites94.7%
Taylor expanded in x around inf
lift-*.f6493.8
Applied rewrites93.8%
if 1.3e159 < z Initial program 8.4%
Taylor expanded in z around 0
+-commutativeN/A
*-commutativeN/A
metadata-evalN/A
unpow-prod-downN/A
unpow2N/A
*-commutativeN/A
metadata-evalN/A
unpow-prod-downN/A
unpow2N/A
lower-hypot.f64N/A
lift-*.f64N/A
*-commutativeN/A
lower-*.f6440.2
Applied rewrites40.2%
Taylor expanded in y around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lift-sin.f64N/A
lift-*.f64N/A
lower-cos.f64N/A
lift-*.f64N/A
lower-sin.f64N/A
lift-*.f6440.2
Applied rewrites40.2%
Taylor expanded in x around 0
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lift-sin.f64N/A
lift-*.f6440.2
Applied rewrites40.2%
Taylor expanded in z around inf
*-commutativeN/A
lift-*.f6483.0
Applied rewrites83.0%
(FPCore (x y z)
:precision binary64
(let* ((t_0 (- (fabs (fma 30.0 x (sin (* z 30.0)))) 0.2)))
(if (<= y -480000000000.0)
(fmax (* -30.0 y) t_0)
(if (<= y 2e+71)
(fmax (- (* -30.0 z) 25.0) t_0)
(fmax (* y 30.0) (- (fabs (fma z 30.0 (sin (* y 30.0)))) 0.2))))))
double code(double x, double y, double z) {
double t_0 = fabs(fma(30.0, x, sin((z * 30.0)))) - 0.2;
double tmp;
if (y <= -480000000000.0) {
tmp = fmax((-30.0 * y), t_0);
} else if (y <= 2e+71) {
tmp = fmax(((-30.0 * z) - 25.0), t_0);
} else {
tmp = fmax((y * 30.0), (fabs(fma(z, 30.0, sin((y * 30.0)))) - 0.2));
}
return tmp;
}
function code(x, y, z) t_0 = Float64(abs(fma(30.0, x, sin(Float64(z * 30.0)))) - 0.2) tmp = 0.0 if (y <= -480000000000.0) tmp = fmax(Float64(-30.0 * y), t_0); elseif (y <= 2e+71) tmp = fmax(Float64(Float64(-30.0 * z) - 25.0), t_0); else tmp = fmax(Float64(y * 30.0), Float64(abs(fma(z, 30.0, sin(Float64(y * 30.0)))) - 0.2)); end return tmp end
code[x_, y_, z_] := Block[{t$95$0 = N[(N[Abs[N[(30.0 * x + N[Sin[N[(z * 30.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - 0.2), $MachinePrecision]}, If[LessEqual[y, -480000000000.0], N[Max[N[(-30.0 * y), $MachinePrecision], t$95$0], $MachinePrecision], If[LessEqual[y, 2e+71], N[Max[N[(N[(-30.0 * z), $MachinePrecision] - 25.0), $MachinePrecision], t$95$0], $MachinePrecision], N[Max[N[(y * 30.0), $MachinePrecision], N[(N[Abs[N[(z * 30.0 + N[Sin[N[(y * 30.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - 0.2), $MachinePrecision]], $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left|\mathsf{fma}\left(30, x, \sin \left(z \cdot 30\right)\right)\right| - 0.2\\
\mathbf{if}\;y \leq -480000000000:\\
\;\;\;\;\mathsf{max}\left(-30 \cdot y, t\_0\right)\\
\mathbf{elif}\;y \leq 2 \cdot 10^{+71}:\\
\;\;\;\;\mathsf{max}\left(-30 \cdot z - 25, t\_0\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{max}\left(y \cdot 30, \left|\mathsf{fma}\left(z, 30, \sin \left(y \cdot 30\right)\right)\right| - 0.2\right)\\
\end{array}
\end{array}
if y < -4.8e11Initial program 28.4%
Taylor expanded in z around 0
+-commutativeN/A
*-commutativeN/A
metadata-evalN/A
unpow-prod-downN/A
unpow2N/A
*-commutativeN/A
metadata-evalN/A
unpow-prod-downN/A
unpow2N/A
lower-hypot.f64N/A
lift-*.f64N/A
*-commutativeN/A
lower-*.f6482.0
Applied rewrites82.0%
Taylor expanded in y around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lift-sin.f64N/A
lift-*.f64N/A
lower-cos.f64N/A
lift-*.f64N/A
lower-sin.f64N/A
lift-*.f6482.0
Applied rewrites82.0%
Taylor expanded in x around 0
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lift-sin.f64N/A
lift-*.f6482.0
Applied rewrites82.0%
Taylor expanded in y around -inf
lower-*.f6480.6
Applied rewrites80.6%
if -4.8e11 < y < 2.0000000000000001e71Initial program 62.8%
Taylor expanded in z around 0
+-commutativeN/A
*-commutativeN/A
metadata-evalN/A
unpow-prod-downN/A
unpow2N/A
*-commutativeN/A
metadata-evalN/A
unpow-prod-downN/A
unpow2N/A
lower-hypot.f64N/A
lift-*.f64N/A
*-commutativeN/A
lower-*.f6476.4
Applied rewrites76.4%
Taylor expanded in y around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lift-sin.f64N/A
lift-*.f64N/A
lower-cos.f64N/A
lift-*.f64N/A
lower-sin.f64N/A
lift-*.f6476.3
Applied rewrites76.3%
Taylor expanded in x around 0
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lift-sin.f64N/A
lift-*.f6475.4
Applied rewrites75.4%
Taylor expanded in z around -inf
lower-*.f6482.9
Applied rewrites82.9%
if 2.0000000000000001e71 < y Initial program 35.9%
Taylor expanded in y around inf
*-commutativeN/A
lift-*.f6477.9
Applied rewrites77.9%
Taylor expanded in z around 0
+-commutativeN/A
lower-+.f64N/A
Applied rewrites83.9%
Taylor expanded in x around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lift-sin.f64N/A
lift-*.f6487.2
Applied rewrites87.2%
(FPCore (x y z)
:precision binary64
(if (<= x -1.05e+16)
(fmax (* -30.0 x) (- (fabs (fma y 30.0 (sin (* 30.0 x)))) 0.2))
(if (<= x 2.6e+40)
(fmax (* y 30.0) (- (fabs (+ (* z 30.0) (* y 30.0))) 0.2))
(fmax (* -30.0 z) (- (fabs (fma 30.0 x (sin (* z 30.0)))) 0.2)))))
double code(double x, double y, double z) {
double tmp;
if (x <= -1.05e+16) {
tmp = fmax((-30.0 * x), (fabs(fma(y, 30.0, sin((30.0 * x)))) - 0.2));
} else if (x <= 2.6e+40) {
tmp = fmax((y * 30.0), (fabs(((z * 30.0) + (y * 30.0))) - 0.2));
} else {
tmp = fmax((-30.0 * z), (fabs(fma(30.0, x, sin((z * 30.0)))) - 0.2));
}
return tmp;
}
function code(x, y, z) tmp = 0.0 if (x <= -1.05e+16) tmp = fmax(Float64(-30.0 * x), Float64(abs(fma(y, 30.0, sin(Float64(30.0 * x)))) - 0.2)); elseif (x <= 2.6e+40) tmp = fmax(Float64(y * 30.0), Float64(abs(Float64(Float64(z * 30.0) + Float64(y * 30.0))) - 0.2)); else tmp = fmax(Float64(-30.0 * z), Float64(abs(fma(30.0, x, sin(Float64(z * 30.0)))) - 0.2)); end return tmp end
code[x_, y_, z_] := If[LessEqual[x, -1.05e+16], N[Max[N[(-30.0 * x), $MachinePrecision], N[(N[Abs[N[(y * 30.0 + N[Sin[N[(30.0 * x), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - 0.2), $MachinePrecision]], $MachinePrecision], If[LessEqual[x, 2.6e+40], N[Max[N[(y * 30.0), $MachinePrecision], N[(N[Abs[N[(N[(z * 30.0), $MachinePrecision] + N[(y * 30.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - 0.2), $MachinePrecision]], $MachinePrecision], N[Max[N[(-30.0 * z), $MachinePrecision], N[(N[Abs[N[(30.0 * x + N[Sin[N[(z * 30.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - 0.2), $MachinePrecision]], $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq -1.05 \cdot 10^{+16}:\\
\;\;\;\;\mathsf{max}\left(-30 \cdot x, \left|\mathsf{fma}\left(y, 30, \sin \left(30 \cdot x\right)\right)\right| - 0.2\right)\\
\mathbf{elif}\;x \leq 2.6 \cdot 10^{+40}:\\
\;\;\;\;\mathsf{max}\left(y \cdot 30, \left|z \cdot 30 + y \cdot 30\right| - 0.2\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{max}\left(-30 \cdot z, \left|\mathsf{fma}\left(30, x, \sin \left(z \cdot 30\right)\right)\right| - 0.2\right)\\
\end{array}
\end{array}
if x < -1.05e16Initial program 29.4%
Taylor expanded in x around -inf
lower-*.f6469.2
Applied rewrites69.2%
Taylor expanded in z around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-sin.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-cos.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-sin.f64N/A
lift-*.f6469.2
Applied rewrites69.2%
Taylor expanded in y around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lift-sin.f64N/A
lift-*.f6487.4
Applied rewrites87.4%
if -1.05e16 < x < 2.6000000000000001e40Initial program 64.9%
Taylor expanded in y around inf
*-commutativeN/A
lift-*.f6425.4
Applied rewrites25.4%
Taylor expanded in z around 0
+-commutativeN/A
lower-+.f64N/A
Applied rewrites49.2%
Taylor expanded in x around 0
*-commutativeN/A
lift-*.f6450.7
Applied rewrites50.7%
Taylor expanded in y around 0
*-commutativeN/A
lift-*.f6469.0
Applied rewrites69.0%
if 2.6000000000000001e40 < x Initial program 29.8%
Taylor expanded in z around 0
+-commutativeN/A
*-commutativeN/A
metadata-evalN/A
unpow-prod-downN/A
unpow2N/A
*-commutativeN/A
metadata-evalN/A
unpow-prod-downN/A
unpow2N/A
lower-hypot.f64N/A
lift-*.f64N/A
*-commutativeN/A
lower-*.f6490.2
Applied rewrites90.2%
Taylor expanded in y around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lift-sin.f64N/A
lift-*.f64N/A
lower-cos.f64N/A
lift-*.f64N/A
lower-sin.f64N/A
lift-*.f6490.2
Applied rewrites90.2%
Taylor expanded in x around 0
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lift-sin.f64N/A
lift-*.f6490.2
Applied rewrites90.2%
Taylor expanded in z around -inf
lower-*.f6480.9
Applied rewrites80.9%
(FPCore (x y z)
:precision binary64
(if (<= x -1.05e+16)
(fmax (* -30.0 x) (- (fabs (fma y 30.0 (sin (* 30.0 x)))) 0.2))
(if (<= x 2.6e+40)
(fmax (* y 30.0) (- (fabs (+ (* z 30.0) (* y 30.0))) 0.2))
(fmax (* -30.0 y) (- (fabs (fma 30.0 x (sin (* z 30.0)))) 0.2)))))
double code(double x, double y, double z) {
double tmp;
if (x <= -1.05e+16) {
tmp = fmax((-30.0 * x), (fabs(fma(y, 30.0, sin((30.0 * x)))) - 0.2));
} else if (x <= 2.6e+40) {
tmp = fmax((y * 30.0), (fabs(((z * 30.0) + (y * 30.0))) - 0.2));
} else {
tmp = fmax((-30.0 * y), (fabs(fma(30.0, x, sin((z * 30.0)))) - 0.2));
}
return tmp;
}
function code(x, y, z) tmp = 0.0 if (x <= -1.05e+16) tmp = fmax(Float64(-30.0 * x), Float64(abs(fma(y, 30.0, sin(Float64(30.0 * x)))) - 0.2)); elseif (x <= 2.6e+40) tmp = fmax(Float64(y * 30.0), Float64(abs(Float64(Float64(z * 30.0) + Float64(y * 30.0))) - 0.2)); else tmp = fmax(Float64(-30.0 * y), Float64(abs(fma(30.0, x, sin(Float64(z * 30.0)))) - 0.2)); end return tmp end
code[x_, y_, z_] := If[LessEqual[x, -1.05e+16], N[Max[N[(-30.0 * x), $MachinePrecision], N[(N[Abs[N[(y * 30.0 + N[Sin[N[(30.0 * x), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - 0.2), $MachinePrecision]], $MachinePrecision], If[LessEqual[x, 2.6e+40], N[Max[N[(y * 30.0), $MachinePrecision], N[(N[Abs[N[(N[(z * 30.0), $MachinePrecision] + N[(y * 30.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - 0.2), $MachinePrecision]], $MachinePrecision], N[Max[N[(-30.0 * y), $MachinePrecision], N[(N[Abs[N[(30.0 * x + N[Sin[N[(z * 30.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - 0.2), $MachinePrecision]], $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq -1.05 \cdot 10^{+16}:\\
\;\;\;\;\mathsf{max}\left(-30 \cdot x, \left|\mathsf{fma}\left(y, 30, \sin \left(30 \cdot x\right)\right)\right| - 0.2\right)\\
\mathbf{elif}\;x \leq 2.6 \cdot 10^{+40}:\\
\;\;\;\;\mathsf{max}\left(y \cdot 30, \left|z \cdot 30 + y \cdot 30\right| - 0.2\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{max}\left(-30 \cdot y, \left|\mathsf{fma}\left(30, x, \sin \left(z \cdot 30\right)\right)\right| - 0.2\right)\\
\end{array}
\end{array}
if x < -1.05e16Initial program 29.4%
Taylor expanded in x around -inf
lower-*.f6469.2
Applied rewrites69.2%
Taylor expanded in z around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-sin.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-cos.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-sin.f64N/A
lift-*.f6469.2
Applied rewrites69.2%
Taylor expanded in y around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lift-sin.f64N/A
lift-*.f6487.4
Applied rewrites87.4%
if -1.05e16 < x < 2.6000000000000001e40Initial program 64.9%
Taylor expanded in y around inf
*-commutativeN/A
lift-*.f6425.4
Applied rewrites25.4%
Taylor expanded in z around 0
+-commutativeN/A
lower-+.f64N/A
Applied rewrites49.2%
Taylor expanded in x around 0
*-commutativeN/A
lift-*.f6450.7
Applied rewrites50.7%
Taylor expanded in y around 0
*-commutativeN/A
lift-*.f6469.0
Applied rewrites69.0%
if 2.6000000000000001e40 < x Initial program 29.8%
Taylor expanded in z around 0
+-commutativeN/A
*-commutativeN/A
metadata-evalN/A
unpow-prod-downN/A
unpow2N/A
*-commutativeN/A
metadata-evalN/A
unpow-prod-downN/A
unpow2N/A
lower-hypot.f64N/A
lift-*.f64N/A
*-commutativeN/A
lower-*.f6490.2
Applied rewrites90.2%
Taylor expanded in y around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lift-sin.f64N/A
lift-*.f64N/A
lower-cos.f64N/A
lift-*.f64N/A
lower-sin.f64N/A
lift-*.f6490.2
Applied rewrites90.2%
Taylor expanded in x around 0
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lift-sin.f64N/A
lift-*.f6490.2
Applied rewrites90.2%
Taylor expanded in y around -inf
lower-*.f6479.8
Applied rewrites79.8%
(FPCore (x y z)
:precision binary64
(if (<= x -1.05e+16)
(fmax (* -30.0 x) (- (fabs (fma y 30.0 (sin (* 30.0 x)))) 0.2))
(if (<= x 2.6e+40)
(fmax (* y 30.0) (- (fabs (+ (* z 30.0) (* y 30.0))) 0.2))
(fmax (* -30.0 x) (- (fabs (* 30.0 x)) 0.2)))))
double code(double x, double y, double z) {
double tmp;
if (x <= -1.05e+16) {
tmp = fmax((-30.0 * x), (fabs(fma(y, 30.0, sin((30.0 * x)))) - 0.2));
} else if (x <= 2.6e+40) {
tmp = fmax((y * 30.0), (fabs(((z * 30.0) + (y * 30.0))) - 0.2));
} else {
tmp = fmax((-30.0 * x), (fabs((30.0 * x)) - 0.2));
}
return tmp;
}
function code(x, y, z) tmp = 0.0 if (x <= -1.05e+16) tmp = fmax(Float64(-30.0 * x), Float64(abs(fma(y, 30.0, sin(Float64(30.0 * x)))) - 0.2)); elseif (x <= 2.6e+40) tmp = fmax(Float64(y * 30.0), Float64(abs(Float64(Float64(z * 30.0) + Float64(y * 30.0))) - 0.2)); else tmp = fmax(Float64(-30.0 * x), Float64(abs(Float64(30.0 * x)) - 0.2)); end return tmp end
code[x_, y_, z_] := If[LessEqual[x, -1.05e+16], N[Max[N[(-30.0 * x), $MachinePrecision], N[(N[Abs[N[(y * 30.0 + N[Sin[N[(30.0 * x), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - 0.2), $MachinePrecision]], $MachinePrecision], If[LessEqual[x, 2.6e+40], N[Max[N[(y * 30.0), $MachinePrecision], N[(N[Abs[N[(N[(z * 30.0), $MachinePrecision] + N[(y * 30.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - 0.2), $MachinePrecision]], $MachinePrecision], N[Max[N[(-30.0 * x), $MachinePrecision], N[(N[Abs[N[(30.0 * x), $MachinePrecision]], $MachinePrecision] - 0.2), $MachinePrecision]], $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq -1.05 \cdot 10^{+16}:\\
\;\;\;\;\mathsf{max}\left(-30 \cdot x, \left|\mathsf{fma}\left(y, 30, \sin \left(30 \cdot x\right)\right)\right| - 0.2\right)\\
\mathbf{elif}\;x \leq 2.6 \cdot 10^{+40}:\\
\;\;\;\;\mathsf{max}\left(y \cdot 30, \left|z \cdot 30 + y \cdot 30\right| - 0.2\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{max}\left(-30 \cdot x, \left|30 \cdot x\right| - 0.2\right)\\
\end{array}
\end{array}
if x < -1.05e16Initial program 29.4%
Taylor expanded in x around -inf
lower-*.f6469.2
Applied rewrites69.2%
Taylor expanded in z around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-sin.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-cos.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-sin.f64N/A
lift-*.f6469.2
Applied rewrites69.2%
Taylor expanded in y around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lift-sin.f64N/A
lift-*.f6487.4
Applied rewrites87.4%
if -1.05e16 < x < 2.6000000000000001e40Initial program 64.9%
Taylor expanded in y around inf
*-commutativeN/A
lift-*.f6425.4
Applied rewrites25.4%
Taylor expanded in z around 0
+-commutativeN/A
lower-+.f64N/A
Applied rewrites49.2%
Taylor expanded in x around 0
*-commutativeN/A
lift-*.f6450.7
Applied rewrites50.7%
Taylor expanded in y around 0
*-commutativeN/A
lift-*.f6469.0
Applied rewrites69.0%
if 2.6000000000000001e40 < x Initial program 29.8%
Taylor expanded in x around -inf
lower-*.f643.8
Applied rewrites3.8%
Taylor expanded in z around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-sin.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-cos.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-sin.f64N/A
lift-*.f643.6
Applied rewrites3.6%
Taylor expanded in y around 0
lift-sin.f64N/A
lift-*.f643.7
Applied rewrites3.7%
Taylor expanded in x around 0
lift-*.f6475.7
Applied rewrites75.7%
(FPCore (x y z) :precision binary64 (if (or (<= x -1e+128) (not (<= x 2.6e+40))) (fmax (* -30.0 x) (- (fabs (* 30.0 x)) 0.2)) (fmax (* y 30.0) (- (fabs (+ (* z 30.0) (* y 30.0))) 0.2))))
double code(double x, double y, double z) {
double tmp;
if ((x <= -1e+128) || !(x <= 2.6e+40)) {
tmp = fmax((-30.0 * x), (fabs((30.0 * x)) - 0.2));
} else {
tmp = fmax((y * 30.0), (fabs(((z * 30.0) + (y * 30.0))) - 0.2));
}
return tmp;
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
real(8) function code(x, y, z)
use fmin_fmax_functions
real(8), intent (in) :: x
real(8), intent (in) :: y
real(8), intent (in) :: z
real(8) :: tmp
if ((x <= (-1d+128)) .or. (.not. (x <= 2.6d+40))) then
tmp = fmax(((-30.0d0) * x), (abs((30.0d0 * x)) - 0.2d0))
else
tmp = fmax((y * 30.0d0), (abs(((z * 30.0d0) + (y * 30.0d0))) - 0.2d0))
end if
code = tmp
end function
public static double code(double x, double y, double z) {
double tmp;
if ((x <= -1e+128) || !(x <= 2.6e+40)) {
tmp = fmax((-30.0 * x), (Math.abs((30.0 * x)) - 0.2));
} else {
tmp = fmax((y * 30.0), (Math.abs(((z * 30.0) + (y * 30.0))) - 0.2));
}
return tmp;
}
def code(x, y, z): tmp = 0 if (x <= -1e+128) or not (x <= 2.6e+40): tmp = fmax((-30.0 * x), (math.fabs((30.0 * x)) - 0.2)) else: tmp = fmax((y * 30.0), (math.fabs(((z * 30.0) + (y * 30.0))) - 0.2)) return tmp
function code(x, y, z) tmp = 0.0 if ((x <= -1e+128) || !(x <= 2.6e+40)) tmp = fmax(Float64(-30.0 * x), Float64(abs(Float64(30.0 * x)) - 0.2)); else tmp = fmax(Float64(y * 30.0), Float64(abs(Float64(Float64(z * 30.0) + Float64(y * 30.0))) - 0.2)); end return tmp end
function tmp_2 = code(x, y, z) tmp = 0.0; if ((x <= -1e+128) || ~((x <= 2.6e+40))) tmp = max((-30.0 * x), (abs((30.0 * x)) - 0.2)); else tmp = max((y * 30.0), (abs(((z * 30.0) + (y * 30.0))) - 0.2)); end tmp_2 = tmp; end
code[x_, y_, z_] := If[Or[LessEqual[x, -1e+128], N[Not[LessEqual[x, 2.6e+40]], $MachinePrecision]], N[Max[N[(-30.0 * x), $MachinePrecision], N[(N[Abs[N[(30.0 * x), $MachinePrecision]], $MachinePrecision] - 0.2), $MachinePrecision]], $MachinePrecision], N[Max[N[(y * 30.0), $MachinePrecision], N[(N[Abs[N[(N[(z * 30.0), $MachinePrecision] + N[(y * 30.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - 0.2), $MachinePrecision]], $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq -1 \cdot 10^{+128} \lor \neg \left(x \leq 2.6 \cdot 10^{+40}\right):\\
\;\;\;\;\mathsf{max}\left(-30 \cdot x, \left|30 \cdot x\right| - 0.2\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{max}\left(y \cdot 30, \left|z \cdot 30 + y \cdot 30\right| - 0.2\right)\\
\end{array}
\end{array}
if x < -1.0000000000000001e128 or 2.6000000000000001e40 < x Initial program 24.4%
Taylor expanded in x around -inf
lower-*.f6439.3
Applied rewrites39.3%
Taylor expanded in z around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-sin.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-cos.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-sin.f64N/A
lift-*.f6439.3
Applied rewrites39.3%
Taylor expanded in y around 0
lift-sin.f64N/A
lift-*.f6439.3
Applied rewrites39.3%
Taylor expanded in x around 0
lift-*.f6477.3
Applied rewrites77.3%
if -1.0000000000000001e128 < x < 2.6000000000000001e40Initial program 63.5%
Taylor expanded in y around inf
*-commutativeN/A
lift-*.f6425.7
Applied rewrites25.7%
Taylor expanded in z around 0
+-commutativeN/A
lower-+.f64N/A
Applied rewrites46.9%
Taylor expanded in x around 0
*-commutativeN/A
lift-*.f6449.6
Applied rewrites49.6%
Taylor expanded in y around 0
*-commutativeN/A
lift-*.f6467.2
Applied rewrites67.2%
Final simplification70.9%
(FPCore (x y z) :precision binary64 (fmax (* -30.0 x) (- (fabs (* 30.0 x)) 0.2)))
double code(double x, double y, double z) {
return fmax((-30.0 * x), (fabs((30.0 * x)) - 0.2));
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
real(8) function code(x, y, z)
use fmin_fmax_functions
real(8), intent (in) :: x
real(8), intent (in) :: y
real(8), intent (in) :: z
code = fmax(((-30.0d0) * x), (abs((30.0d0 * x)) - 0.2d0))
end function
public static double code(double x, double y, double z) {
return fmax((-30.0 * x), (Math.abs((30.0 * x)) - 0.2));
}
def code(x, y, z): return fmax((-30.0 * x), (math.fabs((30.0 * x)) - 0.2))
function code(x, y, z) return fmax(Float64(-30.0 * x), Float64(abs(Float64(30.0 * x)) - 0.2)) end
function tmp = code(x, y, z) tmp = max((-30.0 * x), (abs((30.0 * x)) - 0.2)); end
code[x_, y_, z_] := N[Max[N[(-30.0 * x), $MachinePrecision], N[(N[Abs[N[(30.0 * x), $MachinePrecision]], $MachinePrecision] - 0.2), $MachinePrecision]], $MachinePrecision]
\begin{array}{l}
\\
\mathsf{max}\left(-30 \cdot x, \left|30 \cdot x\right| - 0.2\right)
\end{array}
Initial program 49.3%
Taylor expanded in x around -inf
lower-*.f6420.7
Applied rewrites20.7%
Taylor expanded in z around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-sin.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-cos.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-sin.f64N/A
lift-*.f6420.4
Applied rewrites20.4%
Taylor expanded in y around 0
lift-sin.f64N/A
lift-*.f6419.8
Applied rewrites19.8%
Taylor expanded in x around 0
lift-*.f6433.8
Applied rewrites33.8%
herbie shell --seed 2025043
(FPCore (x y z)
:name "Gyroid sphere"
:precision binary64
(fmax (- (sqrt (+ (+ (pow (* x 30.0) 2.0) (pow (* y 30.0) 2.0)) (pow (* z 30.0) 2.0))) 25.0) (- (fabs (+ (+ (* (sin (* x 30.0)) (cos (* y 30.0))) (* (sin (* y 30.0)) (cos (* z 30.0)))) (* (sin (* z 30.0)) (cos (* x 30.0))))) 0.2)))