
(FPCore (x y z t a b) :precision binary64 (* (* x (cos (/ (* (* (+ (* y 2.0) 1.0) z) t) 16.0))) (cos (/ (* (* (+ (* a 2.0) 1.0) b) t) 16.0))))
double code(double x, double y, double z, double t, double a, double b) {
return (x * cos((((((y * 2.0) + 1.0) * z) * t) / 16.0))) * cos((((((a * 2.0) + 1.0) * b) * t) / 16.0));
}
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, t, a, b)
use fmin_fmax_functions
real(8), intent (in) :: x
real(8), intent (in) :: y
real(8), intent (in) :: z
real(8), intent (in) :: t
real(8), intent (in) :: a
real(8), intent (in) :: b
code = (x * cos((((((y * 2.0d0) + 1.0d0) * z) * t) / 16.0d0))) * cos((((((a * 2.0d0) + 1.0d0) * b) * t) / 16.0d0))
end function
public static double code(double x, double y, double z, double t, double a, double b) {
return (x * Math.cos((((((y * 2.0) + 1.0) * z) * t) / 16.0))) * Math.cos((((((a * 2.0) + 1.0) * b) * t) / 16.0));
}
def code(x, y, z, t, a, b): return (x * math.cos((((((y * 2.0) + 1.0) * z) * t) / 16.0))) * math.cos((((((a * 2.0) + 1.0) * b) * t) / 16.0))
function code(x, y, z, t, a, b) return Float64(Float64(x * cos(Float64(Float64(Float64(Float64(Float64(y * 2.0) + 1.0) * z) * t) / 16.0))) * cos(Float64(Float64(Float64(Float64(Float64(a * 2.0) + 1.0) * b) * t) / 16.0))) end
function tmp = code(x, y, z, t, a, b) tmp = (x * cos((((((y * 2.0) + 1.0) * z) * t) / 16.0))) * cos((((((a * 2.0) + 1.0) * b) * t) / 16.0)); end
code[x_, y_, z_, t_, a_, b_] := N[(N[(x * N[Cos[N[(N[(N[(N[(N[(y * 2.0), $MachinePrecision] + 1.0), $MachinePrecision] * z), $MachinePrecision] * t), $MachinePrecision] / 16.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * N[Cos[N[(N[(N[(N[(N[(a * 2.0), $MachinePrecision] + 1.0), $MachinePrecision] * b), $MachinePrecision] * t), $MachinePrecision] / 16.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(x \cdot \cos \left(\frac{\left(\left(y \cdot 2 + 1\right) \cdot z\right) \cdot t}{16}\right)\right) \cdot \cos \left(\frac{\left(\left(a \cdot 2 + 1\right) \cdot b\right) \cdot t}{16}\right)
\end{array}
Herbie found 5 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x y z t a b) :precision binary64 (* (* x (cos (/ (* (* (+ (* y 2.0) 1.0) z) t) 16.0))) (cos (/ (* (* (+ (* a 2.0) 1.0) b) t) 16.0))))
double code(double x, double y, double z, double t, double a, double b) {
return (x * cos((((((y * 2.0) + 1.0) * z) * t) / 16.0))) * cos((((((a * 2.0) + 1.0) * b) * t) / 16.0));
}
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, t, a, b)
use fmin_fmax_functions
real(8), intent (in) :: x
real(8), intent (in) :: y
real(8), intent (in) :: z
real(8), intent (in) :: t
real(8), intent (in) :: a
real(8), intent (in) :: b
code = (x * cos((((((y * 2.0d0) + 1.0d0) * z) * t) / 16.0d0))) * cos((((((a * 2.0d0) + 1.0d0) * b) * t) / 16.0d0))
end function
public static double code(double x, double y, double z, double t, double a, double b) {
return (x * Math.cos((((((y * 2.0) + 1.0) * z) * t) / 16.0))) * Math.cos((((((a * 2.0) + 1.0) * b) * t) / 16.0));
}
def code(x, y, z, t, a, b): return (x * math.cos((((((y * 2.0) + 1.0) * z) * t) / 16.0))) * math.cos((((((a * 2.0) + 1.0) * b) * t) / 16.0))
function code(x, y, z, t, a, b) return Float64(Float64(x * cos(Float64(Float64(Float64(Float64(Float64(y * 2.0) + 1.0) * z) * t) / 16.0))) * cos(Float64(Float64(Float64(Float64(Float64(a * 2.0) + 1.0) * b) * t) / 16.0))) end
function tmp = code(x, y, z, t, a, b) tmp = (x * cos((((((y * 2.0) + 1.0) * z) * t) / 16.0))) * cos((((((a * 2.0) + 1.0) * b) * t) / 16.0)); end
code[x_, y_, z_, t_, a_, b_] := N[(N[(x * N[Cos[N[(N[(N[(N[(N[(y * 2.0), $MachinePrecision] + 1.0), $MachinePrecision] * z), $MachinePrecision] * t), $MachinePrecision] / 16.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * N[Cos[N[(N[(N[(N[(N[(a * 2.0), $MachinePrecision] + 1.0), $MachinePrecision] * b), $MachinePrecision] * t), $MachinePrecision] / 16.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(x \cdot \cos \left(\frac{\left(\left(y \cdot 2 + 1\right) \cdot z\right) \cdot t}{16}\right)\right) \cdot \cos \left(\frac{\left(\left(a \cdot 2 + 1\right) \cdot b\right) \cdot t}{16}\right)
\end{array}
t_m = (fabs.f64 t)
b_m = (fabs.f64 b)
(FPCore (x y z t_m a b_m)
:precision binary64
(if (<=
(*
(* x (cos (/ (* (* (+ (* y 2.0) 1.0) z) t_m) 16.0)))
(cos (/ (* (* (+ (* a 2.0) 1.0) b_m) t_m) 16.0)))
1e+164)
(*
(* x (cos (/ (* (+ t_m t_m) (* z y)) 16.0)))
(sin (fma (* (fma a 2.0 1.0) b_m) (/ t_m 16.0) (/ PI 2.0))))
(* (sin (* 0.5 PI)) x)))t_m = fabs(t);
b_m = fabs(b);
double code(double x, double y, double z, double t_m, double a, double b_m) {
double tmp;
if (((x * cos((((((y * 2.0) + 1.0) * z) * t_m) / 16.0))) * cos((((((a * 2.0) + 1.0) * b_m) * t_m) / 16.0))) <= 1e+164) {
tmp = (x * cos((((t_m + t_m) * (z * y)) / 16.0))) * sin(fma((fma(a, 2.0, 1.0) * b_m), (t_m / 16.0), (((double) M_PI) / 2.0)));
} else {
tmp = sin((0.5 * ((double) M_PI))) * x;
}
return tmp;
}
t_m = abs(t) b_m = abs(b) function code(x, y, z, t_m, a, b_m) tmp = 0.0 if (Float64(Float64(x * cos(Float64(Float64(Float64(Float64(Float64(y * 2.0) + 1.0) * z) * t_m) / 16.0))) * cos(Float64(Float64(Float64(Float64(Float64(a * 2.0) + 1.0) * b_m) * t_m) / 16.0))) <= 1e+164) tmp = Float64(Float64(x * cos(Float64(Float64(Float64(t_m + t_m) * Float64(z * y)) / 16.0))) * sin(fma(Float64(fma(a, 2.0, 1.0) * b_m), Float64(t_m / 16.0), Float64(pi / 2.0)))); else tmp = Float64(sin(Float64(0.5 * pi)) * x); end return tmp end
t_m = N[Abs[t], $MachinePrecision] b_m = N[Abs[b], $MachinePrecision] code[x_, y_, z_, t$95$m_, a_, b$95$m_] := If[LessEqual[N[(N[(x * N[Cos[N[(N[(N[(N[(N[(y * 2.0), $MachinePrecision] + 1.0), $MachinePrecision] * z), $MachinePrecision] * t$95$m), $MachinePrecision] / 16.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * N[Cos[N[(N[(N[(N[(N[(a * 2.0), $MachinePrecision] + 1.0), $MachinePrecision] * b$95$m), $MachinePrecision] * t$95$m), $MachinePrecision] / 16.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision], 1e+164], N[(N[(x * N[Cos[N[(N[(N[(t$95$m + t$95$m), $MachinePrecision] * N[(z * y), $MachinePrecision]), $MachinePrecision] / 16.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * N[Sin[N[(N[(N[(a * 2.0 + 1.0), $MachinePrecision] * b$95$m), $MachinePrecision] * N[(t$95$m / 16.0), $MachinePrecision] + N[(Pi / 2.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision], N[(N[Sin[N[(0.5 * Pi), $MachinePrecision]], $MachinePrecision] * x), $MachinePrecision]]
\begin{array}{l}
t_m = \left|t\right|
\\
b_m = \left|b\right|
\\
\begin{array}{l}
\mathbf{if}\;\left(x \cdot \cos \left(\frac{\left(\left(y \cdot 2 + 1\right) \cdot z\right) \cdot t\_m}{16}\right)\right) \cdot \cos \left(\frac{\left(\left(a \cdot 2 + 1\right) \cdot b\_m\right) \cdot t\_m}{16}\right) \leq 10^{+164}:\\
\;\;\;\;\left(x \cdot \cos \left(\frac{\left(t\_m + t\_m\right) \cdot \left(z \cdot y\right)}{16}\right)\right) \cdot \sin \left(\mathsf{fma}\left(\mathsf{fma}\left(a, 2, 1\right) \cdot b\_m, \frac{t\_m}{16}, \frac{\pi}{2}\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\sin \left(0.5 \cdot \pi\right) \cdot x\\
\end{array}
\end{array}
if (*.f64 (*.f64 x (cos.f64 (/.f64 (*.f64 (*.f64 (+.f64 (*.f64 y #s(literal 2 binary64)) #s(literal 1 binary64)) z) t) #s(literal 16 binary64)))) (cos.f64 (/.f64 (*.f64 (*.f64 (+.f64 (*.f64 a #s(literal 2 binary64)) #s(literal 1 binary64)) b) t) #s(literal 16 binary64)))) < 1e164Initial program 26.8%
lift-cos.f64N/A
lift-/.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-+.f64N/A
sin-+PI/2-revN/A
lower-sin.f64N/A
associate-/l*N/A
lower-fma.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-+.f64N/A
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f64N/A
Applied rewrites27.0%
Taylor expanded in y around inf
associate-*r*N/A
lower-*.f64N/A
count-2-revN/A
lower-+.f64N/A
*-commutativeN/A
lower-*.f6426.8
Applied rewrites26.8%
if 1e164 < (*.f64 (*.f64 x (cos.f64 (/.f64 (*.f64 (*.f64 (+.f64 (*.f64 y #s(literal 2 binary64)) #s(literal 1 binary64)) z) t) #s(literal 16 binary64)))) (cos.f64 (/.f64 (*.f64 (*.f64 (+.f64 (*.f64 a #s(literal 2 binary64)) #s(literal 1 binary64)) b) t) #s(literal 16 binary64)))) Initial program 26.8%
lift-cos.f64N/A
lift-/.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-+.f64N/A
sin-+PI/2-revN/A
lower-sin.f64N/A
associate-/l*N/A
lower-fma.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-+.f64N/A
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f64N/A
Applied rewrites27.0%
Taylor expanded in t around 0
*-commutativeN/A
lower-*.f64N/A
lower-sin.f64N/A
lower-*.f64N/A
lift-PI.f6430.0
Applied rewrites30.0%
t_m = (fabs.f64 t)
b_m = (fabs.f64 b)
(FPCore (x y z t_m a b_m)
:precision binary64
(if (<=
(*
(* x (cos (/ (* (* (+ (* y 2.0) 1.0) z) t_m) 16.0)))
(cos (/ (* (* (+ (* a 2.0) 1.0) b_m) t_m) 16.0)))
1e+164)
(*
(* x (cos (* (* (* z y) t_m) 0.125)))
(sin (fma (fma a 2.0 1.0) (* b_m (/ t_m 16.0)) (/ PI 2.0))))
(* (sin (* 0.5 PI)) x)))t_m = fabs(t);
b_m = fabs(b);
double code(double x, double y, double z, double t_m, double a, double b_m) {
double tmp;
if (((x * cos((((((y * 2.0) + 1.0) * z) * t_m) / 16.0))) * cos((((((a * 2.0) + 1.0) * b_m) * t_m) / 16.0))) <= 1e+164) {
tmp = (x * cos((((z * y) * t_m) * 0.125))) * sin(fma(fma(a, 2.0, 1.0), (b_m * (t_m / 16.0)), (((double) M_PI) / 2.0)));
} else {
tmp = sin((0.5 * ((double) M_PI))) * x;
}
return tmp;
}
t_m = abs(t) b_m = abs(b) function code(x, y, z, t_m, a, b_m) tmp = 0.0 if (Float64(Float64(x * cos(Float64(Float64(Float64(Float64(Float64(y * 2.0) + 1.0) * z) * t_m) / 16.0))) * cos(Float64(Float64(Float64(Float64(Float64(a * 2.0) + 1.0) * b_m) * t_m) / 16.0))) <= 1e+164) tmp = Float64(Float64(x * cos(Float64(Float64(Float64(z * y) * t_m) * 0.125))) * sin(fma(fma(a, 2.0, 1.0), Float64(b_m * Float64(t_m / 16.0)), Float64(pi / 2.0)))); else tmp = Float64(sin(Float64(0.5 * pi)) * x); end return tmp end
t_m = N[Abs[t], $MachinePrecision] b_m = N[Abs[b], $MachinePrecision] code[x_, y_, z_, t$95$m_, a_, b$95$m_] := If[LessEqual[N[(N[(x * N[Cos[N[(N[(N[(N[(N[(y * 2.0), $MachinePrecision] + 1.0), $MachinePrecision] * z), $MachinePrecision] * t$95$m), $MachinePrecision] / 16.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * N[Cos[N[(N[(N[(N[(N[(a * 2.0), $MachinePrecision] + 1.0), $MachinePrecision] * b$95$m), $MachinePrecision] * t$95$m), $MachinePrecision] / 16.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision], 1e+164], N[(N[(x * N[Cos[N[(N[(N[(z * y), $MachinePrecision] * t$95$m), $MachinePrecision] * 0.125), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * N[Sin[N[(N[(a * 2.0 + 1.0), $MachinePrecision] * N[(b$95$m * N[(t$95$m / 16.0), $MachinePrecision]), $MachinePrecision] + N[(Pi / 2.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision], N[(N[Sin[N[(0.5 * Pi), $MachinePrecision]], $MachinePrecision] * x), $MachinePrecision]]
\begin{array}{l}
t_m = \left|t\right|
\\
b_m = \left|b\right|
\\
\begin{array}{l}
\mathbf{if}\;\left(x \cdot \cos \left(\frac{\left(\left(y \cdot 2 + 1\right) \cdot z\right) \cdot t\_m}{16}\right)\right) \cdot \cos \left(\frac{\left(\left(a \cdot 2 + 1\right) \cdot b\_m\right) \cdot t\_m}{16}\right) \leq 10^{+164}:\\
\;\;\;\;\left(x \cdot \cos \left(\left(\left(z \cdot y\right) \cdot t\_m\right) \cdot 0.125\right)\right) \cdot \sin \left(\mathsf{fma}\left(\mathsf{fma}\left(a, 2, 1\right), b\_m \cdot \frac{t\_m}{16}, \frac{\pi}{2}\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\sin \left(0.5 \cdot \pi\right) \cdot x\\
\end{array}
\end{array}
if (*.f64 (*.f64 x (cos.f64 (/.f64 (*.f64 (*.f64 (+.f64 (*.f64 y #s(literal 2 binary64)) #s(literal 1 binary64)) z) t) #s(literal 16 binary64)))) (cos.f64 (/.f64 (*.f64 (*.f64 (+.f64 (*.f64 a #s(literal 2 binary64)) #s(literal 1 binary64)) b) t) #s(literal 16 binary64)))) < 1e164Initial program 26.8%
Taylor expanded in y around inf
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6426.6
Applied rewrites26.6%
lift-cos.f64N/A
lift-/.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-+.f64N/A
associate-/l*N/A
sin-+PI/2N/A
lower-sin.f64N/A
lift-/.f64N/A
lift-PI.f64N/A
lift-/.f64N/A
associate-*l*N/A
*-commutativeN/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites27.2%
if 1e164 < (*.f64 (*.f64 x (cos.f64 (/.f64 (*.f64 (*.f64 (+.f64 (*.f64 y #s(literal 2 binary64)) #s(literal 1 binary64)) z) t) #s(literal 16 binary64)))) (cos.f64 (/.f64 (*.f64 (*.f64 (+.f64 (*.f64 a #s(literal 2 binary64)) #s(literal 1 binary64)) b) t) #s(literal 16 binary64)))) Initial program 26.8%
lift-cos.f64N/A
lift-/.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-+.f64N/A
sin-+PI/2-revN/A
lower-sin.f64N/A
associate-/l*N/A
lower-fma.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-+.f64N/A
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f64N/A
Applied rewrites27.0%
Taylor expanded in t around 0
*-commutativeN/A
lower-*.f64N/A
lower-sin.f64N/A
lower-*.f64N/A
lift-PI.f6430.0
Applied rewrites30.0%
t_m = (fabs.f64 t)
b_m = (fabs.f64 b)
(FPCore (x y z t_m a b_m)
:precision binary64
(if (<=
(*
(* x (cos (/ (* (* (+ (* y 2.0) 1.0) z) t_m) 16.0)))
(cos (/ (* (* (+ (* a 2.0) 1.0) b_m) t_m) 16.0)))
4e+269)
(*
(* x (cos (* (* (* z y) t_m) 0.125)))
(cos (/ (* (fma (+ a a) b_m b_m) t_m) 16.0)))
(* (sin (* 0.5 PI)) x)))t_m = fabs(t);
b_m = fabs(b);
double code(double x, double y, double z, double t_m, double a, double b_m) {
double tmp;
if (((x * cos((((((y * 2.0) + 1.0) * z) * t_m) / 16.0))) * cos((((((a * 2.0) + 1.0) * b_m) * t_m) / 16.0))) <= 4e+269) {
tmp = (x * cos((((z * y) * t_m) * 0.125))) * cos(((fma((a + a), b_m, b_m) * t_m) / 16.0));
} else {
tmp = sin((0.5 * ((double) M_PI))) * x;
}
return tmp;
}
t_m = abs(t) b_m = abs(b) function code(x, y, z, t_m, a, b_m) tmp = 0.0 if (Float64(Float64(x * cos(Float64(Float64(Float64(Float64(Float64(y * 2.0) + 1.0) * z) * t_m) / 16.0))) * cos(Float64(Float64(Float64(Float64(Float64(a * 2.0) + 1.0) * b_m) * t_m) / 16.0))) <= 4e+269) tmp = Float64(Float64(x * cos(Float64(Float64(Float64(z * y) * t_m) * 0.125))) * cos(Float64(Float64(fma(Float64(a + a), b_m, b_m) * t_m) / 16.0))); else tmp = Float64(sin(Float64(0.5 * pi)) * x); end return tmp end
t_m = N[Abs[t], $MachinePrecision] b_m = N[Abs[b], $MachinePrecision] code[x_, y_, z_, t$95$m_, a_, b$95$m_] := If[LessEqual[N[(N[(x * N[Cos[N[(N[(N[(N[(N[(y * 2.0), $MachinePrecision] + 1.0), $MachinePrecision] * z), $MachinePrecision] * t$95$m), $MachinePrecision] / 16.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * N[Cos[N[(N[(N[(N[(N[(a * 2.0), $MachinePrecision] + 1.0), $MachinePrecision] * b$95$m), $MachinePrecision] * t$95$m), $MachinePrecision] / 16.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision], 4e+269], N[(N[(x * N[Cos[N[(N[(N[(z * y), $MachinePrecision] * t$95$m), $MachinePrecision] * 0.125), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * N[Cos[N[(N[(N[(N[(a + a), $MachinePrecision] * b$95$m + b$95$m), $MachinePrecision] * t$95$m), $MachinePrecision] / 16.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision], N[(N[Sin[N[(0.5 * Pi), $MachinePrecision]], $MachinePrecision] * x), $MachinePrecision]]
\begin{array}{l}
t_m = \left|t\right|
\\
b_m = \left|b\right|
\\
\begin{array}{l}
\mathbf{if}\;\left(x \cdot \cos \left(\frac{\left(\left(y \cdot 2 + 1\right) \cdot z\right) \cdot t\_m}{16}\right)\right) \cdot \cos \left(\frac{\left(\left(a \cdot 2 + 1\right) \cdot b\_m\right) \cdot t\_m}{16}\right) \leq 4 \cdot 10^{+269}:\\
\;\;\;\;\left(x \cdot \cos \left(\left(\left(z \cdot y\right) \cdot t\_m\right) \cdot 0.125\right)\right) \cdot \cos \left(\frac{\mathsf{fma}\left(a + a, b\_m, b\_m\right) \cdot t\_m}{16}\right)\\
\mathbf{else}:\\
\;\;\;\;\sin \left(0.5 \cdot \pi\right) \cdot x\\
\end{array}
\end{array}
if (*.f64 (*.f64 x (cos.f64 (/.f64 (*.f64 (*.f64 (+.f64 (*.f64 y #s(literal 2 binary64)) #s(literal 1 binary64)) z) t) #s(literal 16 binary64)))) (cos.f64 (/.f64 (*.f64 (*.f64 (+.f64 (*.f64 a #s(literal 2 binary64)) #s(literal 1 binary64)) b) t) #s(literal 16 binary64)))) < 4.0000000000000002e269Initial program 26.8%
Taylor expanded in y around inf
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6426.6
Applied rewrites26.6%
Taylor expanded in a around 0
+-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
count-2-revN/A
lift-+.f6426.6
Applied rewrites26.6%
if 4.0000000000000002e269 < (*.f64 (*.f64 x (cos.f64 (/.f64 (*.f64 (*.f64 (+.f64 (*.f64 y #s(literal 2 binary64)) #s(literal 1 binary64)) z) t) #s(literal 16 binary64)))) (cos.f64 (/.f64 (*.f64 (*.f64 (+.f64 (*.f64 a #s(literal 2 binary64)) #s(literal 1 binary64)) b) t) #s(literal 16 binary64)))) Initial program 26.8%
lift-cos.f64N/A
lift-/.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-+.f64N/A
sin-+PI/2-revN/A
lower-sin.f64N/A
associate-/l*N/A
lower-fma.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-+.f64N/A
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f64N/A
Applied rewrites27.0%
Taylor expanded in t around 0
*-commutativeN/A
lower-*.f64N/A
lower-sin.f64N/A
lower-*.f64N/A
lift-PI.f6430.0
Applied rewrites30.0%
t_m = (fabs.f64 t) b_m = (fabs.f64 b) (FPCore (x y z t_m a b_m) :precision binary64 (* (sin (* 0.5 PI)) x))
t_m = fabs(t);
b_m = fabs(b);
double code(double x, double y, double z, double t_m, double a, double b_m) {
return sin((0.5 * ((double) M_PI))) * x;
}
t_m = Math.abs(t);
b_m = Math.abs(b);
public static double code(double x, double y, double z, double t_m, double a, double b_m) {
return Math.sin((0.5 * Math.PI)) * x;
}
t_m = math.fabs(t) b_m = math.fabs(b) def code(x, y, z, t_m, a, b_m): return math.sin((0.5 * math.pi)) * x
t_m = abs(t) b_m = abs(b) function code(x, y, z, t_m, a, b_m) return Float64(sin(Float64(0.5 * pi)) * x) end
t_m = abs(t); b_m = abs(b); function tmp = code(x, y, z, t_m, a, b_m) tmp = sin((0.5 * pi)) * x; end
t_m = N[Abs[t], $MachinePrecision] b_m = N[Abs[b], $MachinePrecision] code[x_, y_, z_, t$95$m_, a_, b$95$m_] := N[(N[Sin[N[(0.5 * Pi), $MachinePrecision]], $MachinePrecision] * x), $MachinePrecision]
\begin{array}{l}
t_m = \left|t\right|
\\
b_m = \left|b\right|
\\
\sin \left(0.5 \cdot \pi\right) \cdot x
\end{array}
Initial program 26.8%
lift-cos.f64N/A
lift-/.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-+.f64N/A
sin-+PI/2-revN/A
lower-sin.f64N/A
associate-/l*N/A
lower-fma.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-+.f64N/A
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f64N/A
Applied rewrites27.0%
Taylor expanded in t around 0
*-commutativeN/A
lower-*.f64N/A
lower-sin.f64N/A
lower-*.f64N/A
lift-PI.f6430.0
Applied rewrites30.0%
t_m = (fabs.f64 t) b_m = (fabs.f64 b) (FPCore (x y z t_m a b_m) :precision binary64 (* (fma (* b_m (* b_m (* t_m t_m))) -0.001953125 1.0) x))
t_m = fabs(t);
b_m = fabs(b);
double code(double x, double y, double z, double t_m, double a, double b_m) {
return fma((b_m * (b_m * (t_m * t_m))), -0.001953125, 1.0) * x;
}
t_m = abs(t) b_m = abs(b) function code(x, y, z, t_m, a, b_m) return Float64(fma(Float64(b_m * Float64(b_m * Float64(t_m * t_m))), -0.001953125, 1.0) * x) end
t_m = N[Abs[t], $MachinePrecision] b_m = N[Abs[b], $MachinePrecision] code[x_, y_, z_, t$95$m_, a_, b$95$m_] := N[(N[(N[(b$95$m * N[(b$95$m * N[(t$95$m * t$95$m), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * -0.001953125 + 1.0), $MachinePrecision] * x), $MachinePrecision]
\begin{array}{l}
t_m = \left|t\right|
\\
b_m = \left|b\right|
\\
\mathsf{fma}\left(b\_m \cdot \left(b\_m \cdot \left(t\_m \cdot t\_m\right)\right), -0.001953125, 1\right) \cdot x
\end{array}
Initial program 26.8%
Taylor expanded in z around 0
*-commutativeN/A
lower-*.f64N/A
lower-cos.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f6427.9
Applied rewrites27.9%
Taylor expanded in t around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites19.2%
Taylor expanded in a around 0
lower-*.f64N/A
pow2N/A
lift-*.f64N/A
pow2N/A
lift-*.f6423.6
Applied rewrites23.6%
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
pow2N/A
associate-*l*N/A
lower-*.f64N/A
lower-*.f64N/A
pow2N/A
lift-*.f6425.9
Applied rewrites25.9%
herbie shell --seed 2025131
(FPCore (x y z t a b)
:name "Codec.Picture.Jpg.FastDct:referenceDct from JuicyPixels-3.2.6.1"
:precision binary64
(* (* x (cos (/ (* (* (+ (* y 2.0) 1.0) z) t) 16.0))) (cos (/ (* (* (+ (* a 2.0) 1.0) b) t) 16.0))))