
(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}
Sampling outcomes in binary64 precision:
Herbie found 6 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}
(FPCore (x y z t a b)
:precision binary64
(let* ((t_1 (* (/ t 16.0) (* b (* a 2.0))))
(t_2 (* (/ t 16.0) b))
(t_3 (* x (cos (/ (* (* (+ (* y 2.0) 1.0) z) t) 16.0)))))
(if (<= (* t_3 (cos (/ (* (* (+ (* a 2.0) 1.0) b) t) 16.0))) 2e+259)
(* t_3 (- (* (cos t_1) (cos t_2)) (* (sin t_1) (sin t_2))))
(* (sin (* (PI) 0.5)) x))))\begin{array}{l}
\\
\begin{array}{l}
t_1 := \frac{t}{16} \cdot \left(b \cdot \left(a \cdot 2\right)\right)\\
t_2 := \frac{t}{16} \cdot b\\
t_3 := x \cdot \cos \left(\frac{\left(\left(y \cdot 2 + 1\right) \cdot z\right) \cdot t}{16}\right)\\
\mathbf{if}\;t\_3 \cdot \cos \left(\frac{\left(\left(a \cdot 2 + 1\right) \cdot b\right) \cdot t}{16}\right) \leq 2 \cdot 10^{+259}:\\
\;\;\;\;t\_3 \cdot \left(\cos t\_1 \cdot \cos t\_2 - \sin t\_1 \cdot \sin t\_2\right)\\
\mathbf{else}:\\
\;\;\;\;\sin \left(\mathsf{PI}\left(\right) \cdot 0.5\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)))) < 2e259Initial program 44.8%
lift-cos.f64N/A
cos-neg-revN/A
cos-neg-revN/A
remove-double-negN/A
lift-/.f64N/A
lift-*.f64N/A
*-commutativeN/A
associate-*l/N/A
lift-*.f64N/A
*-commutativeN/A
lift-+.f64N/A
distribute-lft-inN/A
distribute-lft-inN/A
*-rgt-identityN/A
*-commutativeN/A
cos-sumN/A
lower--.f64N/A
Applied rewrites45.9%
if 2e259 < (*.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 6.0%
lift-cos.f64N/A
sin-+PI/2-revN/A
lower-sin.f64N/A
lift-/.f64N/A
lift-*.f64N/A
*-commutativeN/A
associate-/l*N/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lift-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f64N/A
lower-/.f64N/A
lower-PI.f646.0
Applied rewrites6.0%
Taylor expanded in t around 0
*-commutativeN/A
lower-*.f64N/A
lower-sin.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-PI.f6416.3
Applied rewrites16.3%
Final simplification34.0%
(FPCore (x y z t a b)
:precision binary64
(let* ((t_1 (* (/ t 16.0) (* (* y 2.0) z))) (t_2 (* (/ t 16.0) z)))
(if (<=
(*
(* x (cos (/ (* (* (+ (* y 2.0) 1.0) z) t) 16.0)))
(cos (/ (* (* (+ (* a 2.0) 1.0) b) t) 16.0)))
1e+272)
(*
(* x (- (* (cos t_1) (cos t_2)) (* (sin t_1) (sin t_2))))
(sin (* 0.5 (PI))))
(* (sin (* (PI) 0.5)) x))))\begin{array}{l}
\\
\begin{array}{l}
t_1 := \frac{t}{16} \cdot \left(\left(y \cdot 2\right) \cdot z\right)\\
t_2 := \frac{t}{16} \cdot z\\
\mathbf{if}\;\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) \leq 10^{+272}:\\
\;\;\;\;\left(x \cdot \left(\cos t\_1 \cdot \cos t\_2 - \sin t\_1 \cdot \sin t\_2\right)\right) \cdot \sin \left(0.5 \cdot \mathsf{PI}\left(\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\sin \left(\mathsf{PI}\left(\right) \cdot 0.5\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)))) < 1.0000000000000001e272Initial program 45.3%
lift-cos.f64N/A
sin-+PI/2-revN/A
lower-sin.f64N/A
lift-/.f64N/A
lift-*.f64N/A
*-commutativeN/A
associate-/l*N/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lift-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f64N/A
lower-/.f64N/A
lower-PI.f6445.4
Applied rewrites45.4%
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
*-commutativeN/A
associate-*r*N/A
lift-*.f64N/A
*-commutativeN/A
lower-*.f6445.1
lift-+.f64N/A
lift-*.f64N/A
*-commutativeN/A
lower-fma.f6445.1
Applied rewrites45.1%
Taylor expanded in t around 0
lower-*.f64N/A
lower-PI.f6444.7
Applied rewrites44.7%
lift-cos.f64N/A
lift-/.f64N/A
lift-*.f64N/A
associate-/l*N/A
lift-*.f64N/A
associate-*l/N/A
lift-/.f64N/A
*-commutativeN/A
associate-*r*N/A
lift-*.f64N/A
lift-*.f64N/A
lift-fma.f64N/A
distribute-lft-inN/A
distribute-lft-inN/A
*-commutativeN/A
*-rgt-identityN/A
cos-sumN/A
Applied rewrites45.8%
if 1.0000000000000001e272 < (*.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 4.0%
lift-cos.f64N/A
sin-+PI/2-revN/A
lower-sin.f64N/A
lift-/.f64N/A
lift-*.f64N/A
*-commutativeN/A
associate-/l*N/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lift-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f64N/A
lower-/.f64N/A
lower-PI.f644.0
Applied rewrites4.0%
Taylor expanded in t around 0
*-commutativeN/A
lower-*.f64N/A
lower-sin.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-PI.f6414.6
Applied rewrites14.6%
Final simplification33.6%
(FPCore (x y z t a b)
:precision binary64
(if (<=
(*
(* x (cos (/ (* (* (+ (* y 2.0) 1.0) z) t) 16.0)))
(cos (/ (* (* (+ (* a 2.0) 1.0) b) t) 16.0)))
1e+272)
(*
(* x (sin (+ (/ (* t (* z (fma 2.0 y 1.0))) -16.0) (/ (PI) 2.0))))
(cos (* (* b t) 0.0625)))
(* (sin (* (PI) 0.5)) x)))\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\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) \leq 10^{+272}:\\
\;\;\;\;\left(x \cdot \sin \left(\frac{t \cdot \left(z \cdot \mathsf{fma}\left(2, y, 1\right)\right)}{-16} + \frac{\mathsf{PI}\left(\right)}{2}\right)\right) \cdot \cos \left(\left(b \cdot t\right) \cdot 0.0625\right)\\
\mathbf{else}:\\
\;\;\;\;\sin \left(\mathsf{PI}\left(\right) \cdot 0.5\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)))) < 1.0000000000000001e272Initial program 45.3%
Taylor expanded in a around 0
*-commutativeN/A
lower-*.f64N/A
lower-*.f6445.2
Applied rewrites45.2%
lift-cos.f64N/A
cos-neg-revN/A
sin-+PI/2-revN/A
lower-sin.f64N/A
lift-PI.f64N/A
lift-/.f64N/A
lower-+.f64N/A
Applied rewrites43.8%
if 1.0000000000000001e272 < (*.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 4.0%
lift-cos.f64N/A
sin-+PI/2-revN/A
lower-sin.f64N/A
lift-/.f64N/A
lift-*.f64N/A
*-commutativeN/A
associate-/l*N/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lift-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f64N/A
lower-/.f64N/A
lower-PI.f644.0
Applied rewrites4.0%
Taylor expanded in t around 0
*-commutativeN/A
lower-*.f64N/A
lower-sin.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-PI.f6414.6
Applied rewrites14.6%
Final simplification32.4%
(FPCore (x y z t a b)
:precision binary64
(if (<=
(*
(* x (cos (/ (* (* (+ (* y 2.0) 1.0) z) t) 16.0)))
(cos (/ (* (* (+ (* a 2.0) 1.0) b) t) 16.0)))
1e+272)
(*
(* x (cos (* -0.0625 (* b t))))
(sin (fma 0.5 (PI) (* -0.0625 (* t (* z (fma 2.0 y 1.0)))))))
(* (sin (* (PI) 0.5)) x)))\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\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) \leq 10^{+272}:\\
\;\;\;\;\left(x \cdot \cos \left(-0.0625 \cdot \left(b \cdot t\right)\right)\right) \cdot \sin \left(\mathsf{fma}\left(0.5, \mathsf{PI}\left(\right), -0.0625 \cdot \left(t \cdot \left(z \cdot \mathsf{fma}\left(2, y, 1\right)\right)\right)\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\sin \left(\mathsf{PI}\left(\right) \cdot 0.5\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)))) < 1.0000000000000001e272Initial program 45.3%
Taylor expanded in y around 0
*-commutativeN/A
lower-*.f64N/A
lower-*.f6443.3
Applied rewrites43.3%
lift-cos.f64N/A
cos-neg-revN/A
sin-+PI/2-revN/A
lower-sin.f64N/A
lift-PI.f64N/A
lift-/.f64N/A
lower-+.f64N/A
lower-neg.f6444.0
Applied rewrites44.0%
Taylor expanded in a around 0
associate-*r*N/A
cos-neg-revN/A
distribute-lft-neg-inN/A
metadata-evalN/A
lower-*.f64N/A
lower-*.f64N/A
lower-cos.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-sin.f64N/A
fp-cancel-sub-sign-invN/A
metadata-evalN/A
Applied rewrites43.8%
if 1.0000000000000001e272 < (*.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 4.0%
lift-cos.f64N/A
sin-+PI/2-revN/A
lower-sin.f64N/A
lift-/.f64N/A
lift-*.f64N/A
*-commutativeN/A
associate-/l*N/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lift-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f64N/A
lower-/.f64N/A
lower-PI.f644.0
Applied rewrites4.0%
Taylor expanded in t around 0
*-commutativeN/A
lower-*.f64N/A
lower-sin.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-PI.f6414.6
Applied rewrites14.6%
Final simplification32.4%
(FPCore (x y z t a b)
:precision binary64
(if (<=
(*
(* x (cos (/ (* (* (+ (* y 2.0) 1.0) z) t) 16.0)))
(cos (/ (* (* (+ (* a 2.0) 1.0) b) t) 16.0)))
5e+189)
(* x (sin (fma 0.5 (PI) (* -0.0625 (* t (* z (fma 2.0 y 1.0)))))))
(* (sin (* (PI) 0.5)) x)))\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\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) \leq 5 \cdot 10^{+189}:\\
\;\;\;\;x \cdot \sin \left(\mathsf{fma}\left(0.5, \mathsf{PI}\left(\right), -0.0625 \cdot \left(t \cdot \left(z \cdot \mathsf{fma}\left(2, y, 1\right)\right)\right)\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\sin \left(\mathsf{PI}\left(\right) \cdot 0.5\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)))) < 5.0000000000000004e189Initial program 44.3%
Taylor expanded in y around 0
*-commutativeN/A
lower-*.f64N/A
lower-*.f6442.2
Applied rewrites42.2%
lift-cos.f64N/A
cos-neg-revN/A
sin-+PI/2-revN/A
lower-sin.f64N/A
lift-PI.f64N/A
lift-/.f64N/A
lower-+.f64N/A
lower-neg.f6443.1
Applied rewrites43.1%
Taylor expanded in b around 0
lower-*.f64N/A
lower-sin.f64N/A
fp-cancel-sub-sign-invN/A
metadata-evalN/A
lower-fma.f64N/A
lower-PI.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f6443.8
Applied rewrites43.8%
if 5.0000000000000004e189 < (*.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 9.7%
lift-cos.f64N/A
sin-+PI/2-revN/A
lower-sin.f64N/A
lift-/.f64N/A
lift-*.f64N/A
*-commutativeN/A
associate-/l*N/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lift-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f64N/A
lower-/.f64N/A
lower-PI.f649.6
Applied rewrites9.6%
Taylor expanded in t around 0
*-commutativeN/A
lower-*.f64N/A
lower-sin.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-PI.f6419.2
Applied rewrites19.2%
Final simplification33.0%
(FPCore (x y z t a b) :precision binary64 (* (sin (* (PI) 0.5)) x))
\begin{array}{l}
\\
\sin \left(\mathsf{PI}\left(\right) \cdot 0.5\right) \cdot x
\end{array}
Initial program 29.2%
lift-cos.f64N/A
sin-+PI/2-revN/A
lower-sin.f64N/A
lift-/.f64N/A
lift-*.f64N/A
*-commutativeN/A
associate-/l*N/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lift-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f64N/A
lower-/.f64N/A
lower-PI.f6429.2
Applied rewrites29.2%
Taylor expanded in t around 0
*-commutativeN/A
lower-*.f64N/A
lower-sin.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-PI.f6431.4
Applied rewrites31.4%
Final simplification31.4%
(FPCore (x y z t a b) :precision binary64 (* x (cos (* (/ b 16.0) (/ t (+ (- 1.0 (* a 2.0)) (pow (* a 2.0) 2.0)))))))
double code(double x, double y, double z, double t, double a, double b) {
return x * cos(((b / 16.0) * (t / ((1.0 - (a * 2.0)) + pow((a * 2.0), 2.0)))));
}
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(((b / 16.0d0) * (t / ((1.0d0 - (a * 2.0d0)) + ((a * 2.0d0) ** 2.0d0)))))
end function
public static double code(double x, double y, double z, double t, double a, double b) {
return x * Math.cos(((b / 16.0) * (t / ((1.0 - (a * 2.0)) + Math.pow((a * 2.0), 2.0)))));
}
def code(x, y, z, t, a, b): return x * math.cos(((b / 16.0) * (t / ((1.0 - (a * 2.0)) + math.pow((a * 2.0), 2.0)))))
function code(x, y, z, t, a, b) return Float64(x * cos(Float64(Float64(b / 16.0) * Float64(t / Float64(Float64(1.0 - Float64(a * 2.0)) + (Float64(a * 2.0) ^ 2.0)))))) end
function tmp = code(x, y, z, t, a, b) tmp = x * cos(((b / 16.0) * (t / ((1.0 - (a * 2.0)) + ((a * 2.0) ^ 2.0))))); end
code[x_, y_, z_, t_, a_, b_] := N[(x * N[Cos[N[(N[(b / 16.0), $MachinePrecision] * N[(t / N[(N[(1.0 - N[(a * 2.0), $MachinePrecision]), $MachinePrecision] + N[Power[N[(a * 2.0), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
x \cdot \cos \left(\frac{b}{16} \cdot \frac{t}{\left(1 - a \cdot 2\right) + {\left(a \cdot 2\right)}^{2}}\right)
\end{array}
herbie shell --seed 2024359
(FPCore (x y z t a b)
:name "Codec.Picture.Jpg.FastDct:referenceDct from JuicyPixels-3.2.6.1"
:precision binary64
:alt
(! :herbie-platform default (* x (cos (* (/ b 16) (/ t (+ (- 1 (* a 2)) (pow (* a 2) 2)))))))
(* (* x (cos (/ (* (* (+ (* y 2.0) 1.0) z) t) 16.0))) (cos (/ (* (* (+ (* a 2.0) 1.0) b) t) 16.0))))