
(FPCore (x y z t a b) :precision binary64 (+ (- (* x 2.0) (* (* (* y 9.0) z) t)) (* (* a 27.0) b)))
double code(double x, double y, double z, double t, double a, double b) {
return ((x * 2.0) - (((y * 9.0) * z) * t)) + ((a * 27.0) * b);
}
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 * 2.0d0) - (((y * 9.0d0) * z) * t)) + ((a * 27.0d0) * b)
end function
public static double code(double x, double y, double z, double t, double a, double b) {
return ((x * 2.0) - (((y * 9.0) * z) * t)) + ((a * 27.0) * b);
}
def code(x, y, z, t, a, b): return ((x * 2.0) - (((y * 9.0) * z) * t)) + ((a * 27.0) * b)
function code(x, y, z, t, a, b) return Float64(Float64(Float64(x * 2.0) - Float64(Float64(Float64(y * 9.0) * z) * t)) + Float64(Float64(a * 27.0) * b)) end
function tmp = code(x, y, z, t, a, b) tmp = ((x * 2.0) - (((y * 9.0) * z) * t)) + ((a * 27.0) * b); end
code[x_, y_, z_, t_, a_, b_] := N[(N[(N[(x * 2.0), $MachinePrecision] - N[(N[(N[(y * 9.0), $MachinePrecision] * z), $MachinePrecision] * t), $MachinePrecision]), $MachinePrecision] + N[(N[(a * 27.0), $MachinePrecision] * b), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(x \cdot 2 - \left(\left(y \cdot 9\right) \cdot z\right) \cdot t\right) + \left(a \cdot 27\right) \cdot b
\end{array}
Herbie found 10 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x y z t a b) :precision binary64 (+ (- (* x 2.0) (* (* (* y 9.0) z) t)) (* (* a 27.0) b)))
double code(double x, double y, double z, double t, double a, double b) {
return ((x * 2.0) - (((y * 9.0) * z) * t)) + ((a * 27.0) * b);
}
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 * 2.0d0) - (((y * 9.0d0) * z) * t)) + ((a * 27.0d0) * b)
end function
public static double code(double x, double y, double z, double t, double a, double b) {
return ((x * 2.0) - (((y * 9.0) * z) * t)) + ((a * 27.0) * b);
}
def code(x, y, z, t, a, b): return ((x * 2.0) - (((y * 9.0) * z) * t)) + ((a * 27.0) * b)
function code(x, y, z, t, a, b) return Float64(Float64(Float64(x * 2.0) - Float64(Float64(Float64(y * 9.0) * z) * t)) + Float64(Float64(a * 27.0) * b)) end
function tmp = code(x, y, z, t, a, b) tmp = ((x * 2.0) - (((y * 9.0) * z) * t)) + ((a * 27.0) * b); end
code[x_, y_, z_, t_, a_, b_] := N[(N[(N[(x * 2.0), $MachinePrecision] - N[(N[(N[(y * 9.0), $MachinePrecision] * z), $MachinePrecision] * t), $MachinePrecision]), $MachinePrecision] + N[(N[(a * 27.0), $MachinePrecision] * b), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(x \cdot 2 - \left(\left(y \cdot 9\right) \cdot z\right) \cdot t\right) + \left(a \cdot 27\right) \cdot b
\end{array}
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function. (FPCore (x y z t a b) :precision binary64 (fma (* b 27.0) a (fma (* -9.0 t) (* z y) (+ x x))))
assert(x < y && y < z && z < t && t < a && a < b);
double code(double x, double y, double z, double t, double a, double b) {
return fma((b * 27.0), a, fma((-9.0 * t), (z * y), (x + x)));
}
x, y, z, t, a, b = sort([x, y, z, t, a, b]) function code(x, y, z, t, a, b) return fma(Float64(b * 27.0), a, fma(Float64(-9.0 * t), Float64(z * y), Float64(x + x))) end
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function. code[x_, y_, z_, t_, a_, b_] := N[(N[(b * 27.0), $MachinePrecision] * a + N[(N[(-9.0 * t), $MachinePrecision] * N[(z * y), $MachinePrecision] + N[(x + x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
[x, y, z, t, a, b] = \mathsf{sort}([x, y, z, t, a, b])\\
\\
\mathsf{fma}\left(b \cdot 27, a, \mathsf{fma}\left(-9 \cdot t, z \cdot y, x + x\right)\right)
\end{array}
Initial program 95.4%
lift-+.f64N/A
lift-*.f64N/A
lift--.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
+-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
Applied rewrites95.9%
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
(FPCore (x y z t a b)
:precision binary64
(let* ((t_1 (* (* (* y 9.0) z) t)))
(if (<= t_1 -5e+46)
(fma -9.0 (* (* z y) t) (* (* a 27.0) b))
(if (<= t_1 5e-74)
(fma (* a 27.0) b (+ x x))
(fma (* -9.0 t) (* z y) (+ x x))))))assert(x < y && y < z && z < t && t < a && a < b);
double code(double x, double y, double z, double t, double a, double b) {
double t_1 = ((y * 9.0) * z) * t;
double tmp;
if (t_1 <= -5e+46) {
tmp = fma(-9.0, ((z * y) * t), ((a * 27.0) * b));
} else if (t_1 <= 5e-74) {
tmp = fma((a * 27.0), b, (x + x));
} else {
tmp = fma((-9.0 * t), (z * y), (x + x));
}
return tmp;
}
x, y, z, t, a, b = sort([x, y, z, t, a, b]) function code(x, y, z, t, a, b) t_1 = Float64(Float64(Float64(y * 9.0) * z) * t) tmp = 0.0 if (t_1 <= -5e+46) tmp = fma(-9.0, Float64(Float64(z * y) * t), Float64(Float64(a * 27.0) * b)); elseif (t_1 <= 5e-74) tmp = fma(Float64(a * 27.0), b, Float64(x + x)); else tmp = fma(Float64(-9.0 * t), Float64(z * y), Float64(x + x)); end return tmp end
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
code[x_, y_, z_, t_, a_, b_] := Block[{t$95$1 = N[(N[(N[(y * 9.0), $MachinePrecision] * z), $MachinePrecision] * t), $MachinePrecision]}, If[LessEqual[t$95$1, -5e+46], N[(-9.0 * N[(N[(z * y), $MachinePrecision] * t), $MachinePrecision] + N[(N[(a * 27.0), $MachinePrecision] * b), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$1, 5e-74], N[(N[(a * 27.0), $MachinePrecision] * b + N[(x + x), $MachinePrecision]), $MachinePrecision], N[(N[(-9.0 * t), $MachinePrecision] * N[(z * y), $MachinePrecision] + N[(x + x), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
[x, y, z, t, a, b] = \mathsf{sort}([x, y, z, t, a, b])\\
\\
\begin{array}{l}
t_1 := \left(\left(y \cdot 9\right) \cdot z\right) \cdot t\\
\mathbf{if}\;t\_1 \leq -5 \cdot 10^{+46}:\\
\;\;\;\;\mathsf{fma}\left(-9, \left(z \cdot y\right) \cdot t, \left(a \cdot 27\right) \cdot b\right)\\
\mathbf{elif}\;t\_1 \leq 5 \cdot 10^{-74}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot 27, b, x + x\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(-9 \cdot t, z \cdot y, x + x\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < -5.0000000000000002e46Initial program 90.6%
Taylor expanded in x around 0
fp-cancel-sub-sign-invN/A
metadata-evalN/A
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6480.6
Applied rewrites80.6%
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6480.6
Applied rewrites80.6%
if -5.0000000000000002e46 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < 4.99999999999999998e-74Initial program 99.2%
Taylor expanded in y around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
count-2-revN/A
lower-+.f6492.7
Applied rewrites92.7%
lift-fma.f64N/A
lift-*.f64N/A
*-commutativeN/A
*-commutativeN/A
associate-*r*N/A
lift-+.f64N/A
count-2-revN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
count-2-revN/A
lift-+.f6492.6
Applied rewrites92.6%
if 4.99999999999999998e-74 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) Initial program 92.8%
Taylor expanded in a around 0
fp-cancel-sub-sign-invN/A
metadata-evalN/A
+-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
count-2-revN/A
lower-+.f6473.2
Applied rewrites73.2%
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
(FPCore (x y z t a b)
:precision binary64
(let* ((t_1 (* (* (* y 9.0) z) t)))
(if (<= t_1 -1e+52)
(fma (* (* -9.0 z) t) y (+ x x))
(if (<= t_1 5e-74)
(fma (* a 27.0) b (+ x x))
(fma (* -9.0 t) (* z y) (+ x x))))))assert(x < y && y < z && z < t && t < a && a < b);
double code(double x, double y, double z, double t, double a, double b) {
double t_1 = ((y * 9.0) * z) * t;
double tmp;
if (t_1 <= -1e+52) {
tmp = fma(((-9.0 * z) * t), y, (x + x));
} else if (t_1 <= 5e-74) {
tmp = fma((a * 27.0), b, (x + x));
} else {
tmp = fma((-9.0 * t), (z * y), (x + x));
}
return tmp;
}
x, y, z, t, a, b = sort([x, y, z, t, a, b]) function code(x, y, z, t, a, b) t_1 = Float64(Float64(Float64(y * 9.0) * z) * t) tmp = 0.0 if (t_1 <= -1e+52) tmp = fma(Float64(Float64(-9.0 * z) * t), y, Float64(x + x)); elseif (t_1 <= 5e-74) tmp = fma(Float64(a * 27.0), b, Float64(x + x)); else tmp = fma(Float64(-9.0 * t), Float64(z * y), Float64(x + x)); end return tmp end
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
code[x_, y_, z_, t_, a_, b_] := Block[{t$95$1 = N[(N[(N[(y * 9.0), $MachinePrecision] * z), $MachinePrecision] * t), $MachinePrecision]}, If[LessEqual[t$95$1, -1e+52], N[(N[(N[(-9.0 * z), $MachinePrecision] * t), $MachinePrecision] * y + N[(x + x), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$1, 5e-74], N[(N[(a * 27.0), $MachinePrecision] * b + N[(x + x), $MachinePrecision]), $MachinePrecision], N[(N[(-9.0 * t), $MachinePrecision] * N[(z * y), $MachinePrecision] + N[(x + x), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
[x, y, z, t, a, b] = \mathsf{sort}([x, y, z, t, a, b])\\
\\
\begin{array}{l}
t_1 := \left(\left(y \cdot 9\right) \cdot z\right) \cdot t\\
\mathbf{if}\;t\_1 \leq -1 \cdot 10^{+52}:\\
\;\;\;\;\mathsf{fma}\left(\left(-9 \cdot z\right) \cdot t, y, x + x\right)\\
\mathbf{elif}\;t\_1 \leq 5 \cdot 10^{-74}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot 27, b, x + x\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(-9 \cdot t, z \cdot y, x + x\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < -9.9999999999999999e51Initial program 90.4%
lift-+.f64N/A
lift-*.f64N/A
lift--.f64N/A
associate-+l-N/A
*-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
associate-*r*N/A
associate-*l*N/A
*-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
associate-*r*N/A
associate--r-N/A
Applied rewrites85.8%
Taylor expanded in x around inf
count-2-revN/A
lift-+.f6474.0
Applied rewrites74.0%
lift-fma.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
lift-*.f6474.1
*-commutative74.1
Applied rewrites74.1%
lift-*.f64N/A
lift-*.f64N/A
lift-fma.f64N/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6479.1
*-commutative79.1
Applied rewrites79.1%
if -9.9999999999999999e51 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < 4.99999999999999998e-74Initial program 99.2%
Taylor expanded in y around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
count-2-revN/A
lower-+.f6492.6
Applied rewrites92.6%
lift-fma.f64N/A
lift-*.f64N/A
*-commutativeN/A
*-commutativeN/A
associate-*r*N/A
lift-+.f64N/A
count-2-revN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
count-2-revN/A
lift-+.f6492.5
Applied rewrites92.5%
if 4.99999999999999998e-74 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) Initial program 92.8%
Taylor expanded in a around 0
fp-cancel-sub-sign-invN/A
metadata-evalN/A
+-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
count-2-revN/A
lower-+.f6473.2
Applied rewrites73.2%
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
(FPCore (x y z t a b)
:precision binary64
(let* ((t_1 (* (* (* y 9.0) z) t)))
(if (<= t_1 -1e+52)
(fma (* (* z t) -9.0) y (+ x x))
(if (<= t_1 5e-74)
(fma (* a 27.0) b (+ x x))
(fma (* -9.0 t) (* z y) (+ x x))))))assert(x < y && y < z && z < t && t < a && a < b);
double code(double x, double y, double z, double t, double a, double b) {
double t_1 = ((y * 9.0) * z) * t;
double tmp;
if (t_1 <= -1e+52) {
tmp = fma(((z * t) * -9.0), y, (x + x));
} else if (t_1 <= 5e-74) {
tmp = fma((a * 27.0), b, (x + x));
} else {
tmp = fma((-9.0 * t), (z * y), (x + x));
}
return tmp;
}
x, y, z, t, a, b = sort([x, y, z, t, a, b]) function code(x, y, z, t, a, b) t_1 = Float64(Float64(Float64(y * 9.0) * z) * t) tmp = 0.0 if (t_1 <= -1e+52) tmp = fma(Float64(Float64(z * t) * -9.0), y, Float64(x + x)); elseif (t_1 <= 5e-74) tmp = fma(Float64(a * 27.0), b, Float64(x + x)); else tmp = fma(Float64(-9.0 * t), Float64(z * y), Float64(x + x)); end return tmp end
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
code[x_, y_, z_, t_, a_, b_] := Block[{t$95$1 = N[(N[(N[(y * 9.0), $MachinePrecision] * z), $MachinePrecision] * t), $MachinePrecision]}, If[LessEqual[t$95$1, -1e+52], N[(N[(N[(z * t), $MachinePrecision] * -9.0), $MachinePrecision] * y + N[(x + x), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$1, 5e-74], N[(N[(a * 27.0), $MachinePrecision] * b + N[(x + x), $MachinePrecision]), $MachinePrecision], N[(N[(-9.0 * t), $MachinePrecision] * N[(z * y), $MachinePrecision] + N[(x + x), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
[x, y, z, t, a, b] = \mathsf{sort}([x, y, z, t, a, b])\\
\\
\begin{array}{l}
t_1 := \left(\left(y \cdot 9\right) \cdot z\right) \cdot t\\
\mathbf{if}\;t\_1 \leq -1 \cdot 10^{+52}:\\
\;\;\;\;\mathsf{fma}\left(\left(z \cdot t\right) \cdot -9, y, x + x\right)\\
\mathbf{elif}\;t\_1 \leq 5 \cdot 10^{-74}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot 27, b, x + x\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(-9 \cdot t, z \cdot y, x + x\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < -9.9999999999999999e51Initial program 90.4%
Taylor expanded in a around inf
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6419.6
Applied rewrites19.6%
Taylor expanded in a around 0
fp-cancel-sub-sign-invN/A
metadata-evalN/A
+-commutativeN/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
associate-*r*N/A
lower-fma.f64N/A
*-commutativeN/A
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
count-2-revN/A
lift-+.f6479.1
Applied rewrites79.1%
if -9.9999999999999999e51 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < 4.99999999999999998e-74Initial program 99.2%
Taylor expanded in y around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
count-2-revN/A
lower-+.f6492.6
Applied rewrites92.6%
lift-fma.f64N/A
lift-*.f64N/A
*-commutativeN/A
*-commutativeN/A
associate-*r*N/A
lift-+.f64N/A
count-2-revN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
count-2-revN/A
lift-+.f6492.5
Applied rewrites92.5%
if 4.99999999999999998e-74 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) Initial program 92.8%
Taylor expanded in a around 0
fp-cancel-sub-sign-invN/A
metadata-evalN/A
+-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
count-2-revN/A
lower-+.f6473.2
Applied rewrites73.2%
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
(FPCore (x y z t a b)
:precision binary64
(let* ((t_1 (fma (* -9.0 t) (* z y) (+ x x))) (t_2 (* (* (* y 9.0) z) t)))
(if (<= t_2 -1e+52)
t_1
(if (<= t_2 5e-74) (fma (* a 27.0) b (+ x x)) t_1))))assert(x < y && y < z && z < t && t < a && a < b);
double code(double x, double y, double z, double t, double a, double b) {
double t_1 = fma((-9.0 * t), (z * y), (x + x));
double t_2 = ((y * 9.0) * z) * t;
double tmp;
if (t_2 <= -1e+52) {
tmp = t_1;
} else if (t_2 <= 5e-74) {
tmp = fma((a * 27.0), b, (x + x));
} else {
tmp = t_1;
}
return tmp;
}
x, y, z, t, a, b = sort([x, y, z, t, a, b]) function code(x, y, z, t, a, b) t_1 = fma(Float64(-9.0 * t), Float64(z * y), Float64(x + x)) t_2 = Float64(Float64(Float64(y * 9.0) * z) * t) tmp = 0.0 if (t_2 <= -1e+52) tmp = t_1; elseif (t_2 <= 5e-74) tmp = fma(Float64(a * 27.0), b, Float64(x + x)); else tmp = t_1; end return tmp end
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
code[x_, y_, z_, t_, a_, b_] := Block[{t$95$1 = N[(N[(-9.0 * t), $MachinePrecision] * N[(z * y), $MachinePrecision] + N[(x + x), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(N[(N[(y * 9.0), $MachinePrecision] * z), $MachinePrecision] * t), $MachinePrecision]}, If[LessEqual[t$95$2, -1e+52], t$95$1, If[LessEqual[t$95$2, 5e-74], N[(N[(a * 27.0), $MachinePrecision] * b + N[(x + x), $MachinePrecision]), $MachinePrecision], t$95$1]]]]
\begin{array}{l}
[x, y, z, t, a, b] = \mathsf{sort}([x, y, z, t, a, b])\\
\\
\begin{array}{l}
t_1 := \mathsf{fma}\left(-9 \cdot t, z \cdot y, x + x\right)\\
t_2 := \left(\left(y \cdot 9\right) \cdot z\right) \cdot t\\
\mathbf{if}\;t\_2 \leq -1 \cdot 10^{+52}:\\
\;\;\;\;t\_1\\
\mathbf{elif}\;t\_2 \leq 5 \cdot 10^{-74}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot 27, b, x + x\right)\\
\mathbf{else}:\\
\;\;\;\;t\_1\\
\end{array}
\end{array}
if (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < -9.9999999999999999e51 or 4.99999999999999998e-74 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) Initial program 91.8%
Taylor expanded in a around 0
fp-cancel-sub-sign-invN/A
metadata-evalN/A
+-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
count-2-revN/A
lower-+.f6475.3
Applied rewrites75.3%
if -9.9999999999999999e51 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < 4.99999999999999998e-74Initial program 99.2%
Taylor expanded in y around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
count-2-revN/A
lower-+.f6492.6
Applied rewrites92.6%
lift-fma.f64N/A
lift-*.f64N/A
*-commutativeN/A
*-commutativeN/A
associate-*r*N/A
lift-+.f64N/A
count-2-revN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
count-2-revN/A
lift-+.f6492.5
Applied rewrites92.5%
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
(FPCore (x y z t a b)
:precision binary64
(let* ((t_1 (* (* (* y 9.0) z) t)))
(if (<= t_1 -5e+46)
(* (* z y) (* t -9.0))
(if (<= t_1 2e+88) (fma (* a 27.0) b (+ x x)) (* -9.0 (* (* z y) t))))))assert(x < y && y < z && z < t && t < a && a < b);
double code(double x, double y, double z, double t, double a, double b) {
double t_1 = ((y * 9.0) * z) * t;
double tmp;
if (t_1 <= -5e+46) {
tmp = (z * y) * (t * -9.0);
} else if (t_1 <= 2e+88) {
tmp = fma((a * 27.0), b, (x + x));
} else {
tmp = -9.0 * ((z * y) * t);
}
return tmp;
}
x, y, z, t, a, b = sort([x, y, z, t, a, b]) function code(x, y, z, t, a, b) t_1 = Float64(Float64(Float64(y * 9.0) * z) * t) tmp = 0.0 if (t_1 <= -5e+46) tmp = Float64(Float64(z * y) * Float64(t * -9.0)); elseif (t_1 <= 2e+88) tmp = fma(Float64(a * 27.0), b, Float64(x + x)); else tmp = Float64(-9.0 * Float64(Float64(z * y) * t)); end return tmp end
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
code[x_, y_, z_, t_, a_, b_] := Block[{t$95$1 = N[(N[(N[(y * 9.0), $MachinePrecision] * z), $MachinePrecision] * t), $MachinePrecision]}, If[LessEqual[t$95$1, -5e+46], N[(N[(z * y), $MachinePrecision] * N[(t * -9.0), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$1, 2e+88], N[(N[(a * 27.0), $MachinePrecision] * b + N[(x + x), $MachinePrecision]), $MachinePrecision], N[(-9.0 * N[(N[(z * y), $MachinePrecision] * t), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
[x, y, z, t, a, b] = \mathsf{sort}([x, y, z, t, a, b])\\
\\
\begin{array}{l}
t_1 := \left(\left(y \cdot 9\right) \cdot z\right) \cdot t\\
\mathbf{if}\;t\_1 \leq -5 \cdot 10^{+46}:\\
\;\;\;\;\left(z \cdot y\right) \cdot \left(t \cdot -9\right)\\
\mathbf{elif}\;t\_1 \leq 2 \cdot 10^{+88}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot 27, b, x + x\right)\\
\mathbf{else}:\\
\;\;\;\;-9 \cdot \left(\left(z \cdot y\right) \cdot t\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < -5.0000000000000002e46Initial program 90.6%
Taylor expanded in a around inf
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6420.0
Applied rewrites20.0%
Taylor expanded in y around inf
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6467.7
Applied rewrites67.7%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
lower-*.f6467.6
Applied rewrites67.6%
if -5.0000000000000002e46 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < 1.99999999999999992e88Initial program 99.2%
Taylor expanded in y around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
count-2-revN/A
lower-+.f6489.5
Applied rewrites89.5%
lift-fma.f64N/A
lift-*.f64N/A
*-commutativeN/A
*-commutativeN/A
associate-*r*N/A
lift-+.f64N/A
count-2-revN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
count-2-revN/A
lift-+.f6489.4
Applied rewrites89.4%
if 1.99999999999999992e88 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) Initial program 89.3%
Taylor expanded in y around inf
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6472.0
Applied rewrites72.0%
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
(FPCore (x y z t a b)
:precision binary64
(let* ((t_1 (- (* x 2.0) (* (* (* y 9.0) z) t))))
(if (<= t_1 -1e+299)
(* -9.0 (* (* z y) t))
(if (<= t_1 -5e+78)
(+ x x)
(if (<= t_1 5e+81)
(* (* 27.0 a) b)
(if (<= t_1 2e+305) (+ x x) (* (* (* t y) z) -9.0)))))))assert(x < y && y < z && z < t && t < a && a < b);
double code(double x, double y, double z, double t, double a, double b) {
double t_1 = (x * 2.0) - (((y * 9.0) * z) * t);
double tmp;
if (t_1 <= -1e+299) {
tmp = -9.0 * ((z * y) * t);
} else if (t_1 <= -5e+78) {
tmp = x + x;
} else if (t_1 <= 5e+81) {
tmp = (27.0 * a) * b;
} else if (t_1 <= 2e+305) {
tmp = x + x;
} else {
tmp = ((t * y) * z) * -9.0;
}
return tmp;
}
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
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
real(8) :: t_1
real(8) :: tmp
t_1 = (x * 2.0d0) - (((y * 9.0d0) * z) * t)
if (t_1 <= (-1d+299)) then
tmp = (-9.0d0) * ((z * y) * t)
else if (t_1 <= (-5d+78)) then
tmp = x + x
else if (t_1 <= 5d+81) then
tmp = (27.0d0 * a) * b
else if (t_1 <= 2d+305) then
tmp = x + x
else
tmp = ((t * y) * z) * (-9.0d0)
end if
code = tmp
end function
assert x < y && y < z && z < t && t < a && a < b;
public static double code(double x, double y, double z, double t, double a, double b) {
double t_1 = (x * 2.0) - (((y * 9.0) * z) * t);
double tmp;
if (t_1 <= -1e+299) {
tmp = -9.0 * ((z * y) * t);
} else if (t_1 <= -5e+78) {
tmp = x + x;
} else if (t_1 <= 5e+81) {
tmp = (27.0 * a) * b;
} else if (t_1 <= 2e+305) {
tmp = x + x;
} else {
tmp = ((t * y) * z) * -9.0;
}
return tmp;
}
[x, y, z, t, a, b] = sort([x, y, z, t, a, b]) def code(x, y, z, t, a, b): t_1 = (x * 2.0) - (((y * 9.0) * z) * t) tmp = 0 if t_1 <= -1e+299: tmp = -9.0 * ((z * y) * t) elif t_1 <= -5e+78: tmp = x + x elif t_1 <= 5e+81: tmp = (27.0 * a) * b elif t_1 <= 2e+305: tmp = x + x else: tmp = ((t * y) * z) * -9.0 return tmp
x, y, z, t, a, b = sort([x, y, z, t, a, b]) function code(x, y, z, t, a, b) t_1 = Float64(Float64(x * 2.0) - Float64(Float64(Float64(y * 9.0) * z) * t)) tmp = 0.0 if (t_1 <= -1e+299) tmp = Float64(-9.0 * Float64(Float64(z * y) * t)); elseif (t_1 <= -5e+78) tmp = Float64(x + x); elseif (t_1 <= 5e+81) tmp = Float64(Float64(27.0 * a) * b); elseif (t_1 <= 2e+305) tmp = Float64(x + x); else tmp = Float64(Float64(Float64(t * y) * z) * -9.0); end return tmp end
x, y, z, t, a, b = num2cell(sort([x, y, z, t, a, b])){:}
function tmp_2 = code(x, y, z, t, a, b)
t_1 = (x * 2.0) - (((y * 9.0) * z) * t);
tmp = 0.0;
if (t_1 <= -1e+299)
tmp = -9.0 * ((z * y) * t);
elseif (t_1 <= -5e+78)
tmp = x + x;
elseif (t_1 <= 5e+81)
tmp = (27.0 * a) * b;
elseif (t_1 <= 2e+305)
tmp = x + x;
else
tmp = ((t * y) * z) * -9.0;
end
tmp_2 = tmp;
end
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
code[x_, y_, z_, t_, a_, b_] := Block[{t$95$1 = N[(N[(x * 2.0), $MachinePrecision] - N[(N[(N[(y * 9.0), $MachinePrecision] * z), $MachinePrecision] * t), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$1, -1e+299], N[(-9.0 * N[(N[(z * y), $MachinePrecision] * t), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$1, -5e+78], N[(x + x), $MachinePrecision], If[LessEqual[t$95$1, 5e+81], N[(N[(27.0 * a), $MachinePrecision] * b), $MachinePrecision], If[LessEqual[t$95$1, 2e+305], N[(x + x), $MachinePrecision], N[(N[(N[(t * y), $MachinePrecision] * z), $MachinePrecision] * -9.0), $MachinePrecision]]]]]]
\begin{array}{l}
[x, y, z, t, a, b] = \mathsf{sort}([x, y, z, t, a, b])\\
\\
\begin{array}{l}
t_1 := x \cdot 2 - \left(\left(y \cdot 9\right) \cdot z\right) \cdot t\\
\mathbf{if}\;t\_1 \leq -1 \cdot 10^{+299}:\\
\;\;\;\;-9 \cdot \left(\left(z \cdot y\right) \cdot t\right)\\
\mathbf{elif}\;t\_1 \leq -5 \cdot 10^{+78}:\\
\;\;\;\;x + x\\
\mathbf{elif}\;t\_1 \leq 5 \cdot 10^{+81}:\\
\;\;\;\;\left(27 \cdot a\right) \cdot b\\
\mathbf{elif}\;t\_1 \leq 2 \cdot 10^{+305}:\\
\;\;\;\;x + x\\
\mathbf{else}:\\
\;\;\;\;\left(\left(t \cdot y\right) \cdot z\right) \cdot -9\\
\end{array}
\end{array}
if (-.f64 (*.f64 x #s(literal 2 binary64)) (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t)) < -1.0000000000000001e299Initial program 81.7%
Taylor expanded in y around inf
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6477.2
Applied rewrites77.2%
if -1.0000000000000001e299 < (-.f64 (*.f64 x #s(literal 2 binary64)) (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t)) < -4.99999999999999984e78 or 4.9999999999999998e81 < (-.f64 (*.f64 x #s(literal 2 binary64)) (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t)) < 1.9999999999999999e305Initial program 99.7%
Taylor expanded in x around inf
count-2-revN/A
lower-+.f6448.0
Applied rewrites48.0%
if -4.99999999999999984e78 < (-.f64 (*.f64 x #s(literal 2 binary64)) (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t)) < 4.9999999999999998e81Initial program 98.9%
Taylor expanded in a around inf
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6458.4
Applied rewrites58.4%
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f6458.3
Applied rewrites58.3%
if 1.9999999999999999e305 < (-.f64 (*.f64 x #s(literal 2 binary64)) (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t)) Initial program 99.7%
Taylor expanded in a around inf
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6425.8
Applied rewrites25.8%
Taylor expanded in y around inf
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6429.3
Applied rewrites29.3%
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
lift-*.f6422.2
Applied rewrites22.2%
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
(FPCore (x y z t a b)
:precision binary64
(let* ((t_1 (* -9.0 (* (* z y) t))) (t_2 (- (* x 2.0) (* (* (* y 9.0) z) t))))
(if (<= t_2 -1e+299)
t_1
(if (<= t_2 -5e+78)
(+ x x)
(if (<= t_2 5e+81)
(* (* 27.0 a) b)
(if (<= t_2 2e+305) (+ x x) t_1))))))assert(x < y && y < z && z < t && t < a && a < b);
double code(double x, double y, double z, double t, double a, double b) {
double t_1 = -9.0 * ((z * y) * t);
double t_2 = (x * 2.0) - (((y * 9.0) * z) * t);
double tmp;
if (t_2 <= -1e+299) {
tmp = t_1;
} else if (t_2 <= -5e+78) {
tmp = x + x;
} else if (t_2 <= 5e+81) {
tmp = (27.0 * a) * b;
} else if (t_2 <= 2e+305) {
tmp = x + x;
} else {
tmp = t_1;
}
return tmp;
}
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
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
real(8) :: t_1
real(8) :: t_2
real(8) :: tmp
t_1 = (-9.0d0) * ((z * y) * t)
t_2 = (x * 2.0d0) - (((y * 9.0d0) * z) * t)
if (t_2 <= (-1d+299)) then
tmp = t_1
else if (t_2 <= (-5d+78)) then
tmp = x + x
else if (t_2 <= 5d+81) then
tmp = (27.0d0 * a) * b
else if (t_2 <= 2d+305) then
tmp = x + x
else
tmp = t_1
end if
code = tmp
end function
assert x < y && y < z && z < t && t < a && a < b;
public static double code(double x, double y, double z, double t, double a, double b) {
double t_1 = -9.0 * ((z * y) * t);
double t_2 = (x * 2.0) - (((y * 9.0) * z) * t);
double tmp;
if (t_2 <= -1e+299) {
tmp = t_1;
} else if (t_2 <= -5e+78) {
tmp = x + x;
} else if (t_2 <= 5e+81) {
tmp = (27.0 * a) * b;
} else if (t_2 <= 2e+305) {
tmp = x + x;
} else {
tmp = t_1;
}
return tmp;
}
[x, y, z, t, a, b] = sort([x, y, z, t, a, b]) def code(x, y, z, t, a, b): t_1 = -9.0 * ((z * y) * t) t_2 = (x * 2.0) - (((y * 9.0) * z) * t) tmp = 0 if t_2 <= -1e+299: tmp = t_1 elif t_2 <= -5e+78: tmp = x + x elif t_2 <= 5e+81: tmp = (27.0 * a) * b elif t_2 <= 2e+305: tmp = x + x else: tmp = t_1 return tmp
x, y, z, t, a, b = sort([x, y, z, t, a, b]) function code(x, y, z, t, a, b) t_1 = Float64(-9.0 * Float64(Float64(z * y) * t)) t_2 = Float64(Float64(x * 2.0) - Float64(Float64(Float64(y * 9.0) * z) * t)) tmp = 0.0 if (t_2 <= -1e+299) tmp = t_1; elseif (t_2 <= -5e+78) tmp = Float64(x + x); elseif (t_2 <= 5e+81) tmp = Float64(Float64(27.0 * a) * b); elseif (t_2 <= 2e+305) tmp = Float64(x + x); else tmp = t_1; end return tmp end
x, y, z, t, a, b = num2cell(sort([x, y, z, t, a, b])){:}
function tmp_2 = code(x, y, z, t, a, b)
t_1 = -9.0 * ((z * y) * t);
t_2 = (x * 2.0) - (((y * 9.0) * z) * t);
tmp = 0.0;
if (t_2 <= -1e+299)
tmp = t_1;
elseif (t_2 <= -5e+78)
tmp = x + x;
elseif (t_2 <= 5e+81)
tmp = (27.0 * a) * b;
elseif (t_2 <= 2e+305)
tmp = x + x;
else
tmp = t_1;
end
tmp_2 = tmp;
end
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
code[x_, y_, z_, t_, a_, b_] := Block[{t$95$1 = N[(-9.0 * N[(N[(z * y), $MachinePrecision] * t), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(N[(x * 2.0), $MachinePrecision] - N[(N[(N[(y * 9.0), $MachinePrecision] * z), $MachinePrecision] * t), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$2, -1e+299], t$95$1, If[LessEqual[t$95$2, -5e+78], N[(x + x), $MachinePrecision], If[LessEqual[t$95$2, 5e+81], N[(N[(27.0 * a), $MachinePrecision] * b), $MachinePrecision], If[LessEqual[t$95$2, 2e+305], N[(x + x), $MachinePrecision], t$95$1]]]]]]
\begin{array}{l}
[x, y, z, t, a, b] = \mathsf{sort}([x, y, z, t, a, b])\\
\\
\begin{array}{l}
t_1 := -9 \cdot \left(\left(z \cdot y\right) \cdot t\right)\\
t_2 := x \cdot 2 - \left(\left(y \cdot 9\right) \cdot z\right) \cdot t\\
\mathbf{if}\;t\_2 \leq -1 \cdot 10^{+299}:\\
\;\;\;\;t\_1\\
\mathbf{elif}\;t\_2 \leq -5 \cdot 10^{+78}:\\
\;\;\;\;x + x\\
\mathbf{elif}\;t\_2 \leq 5 \cdot 10^{+81}:\\
\;\;\;\;\left(27 \cdot a\right) \cdot b\\
\mathbf{elif}\;t\_2 \leq 2 \cdot 10^{+305}:\\
\;\;\;\;x + x\\
\mathbf{else}:\\
\;\;\;\;t\_1\\
\end{array}
\end{array}
if (-.f64 (*.f64 x #s(literal 2 binary64)) (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t)) < -1.0000000000000001e299 or 1.9999999999999999e305 < (-.f64 (*.f64 x #s(literal 2 binary64)) (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t)) Initial program 80.9%
Taylor expanded in y around inf
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6478.9
Applied rewrites78.9%
if -1.0000000000000001e299 < (-.f64 (*.f64 x #s(literal 2 binary64)) (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t)) < -4.99999999999999984e78 or 4.9999999999999998e81 < (-.f64 (*.f64 x #s(literal 2 binary64)) (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t)) < 1.9999999999999999e305Initial program 99.7%
Taylor expanded in x around inf
count-2-revN/A
lower-+.f6448.0
Applied rewrites48.0%
if -4.99999999999999984e78 < (-.f64 (*.f64 x #s(literal 2 binary64)) (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t)) < 4.9999999999999998e81Initial program 98.9%
Taylor expanded in a around inf
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6458.4
Applied rewrites58.4%
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f6458.3
Applied rewrites58.3%
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function. (FPCore (x y z t a b) :precision binary64 (let* ((t_1 (* (* a 27.0) b)) (t_2 (* (* 27.0 a) b))) (if (<= t_1 -5e-20) t_2 (if (<= t_1 100000.0) (+ x x) t_2))))
assert(x < y && y < z && z < t && t < a && a < b);
double code(double x, double y, double z, double t, double a, double b) {
double t_1 = (a * 27.0) * b;
double t_2 = (27.0 * a) * b;
double tmp;
if (t_1 <= -5e-20) {
tmp = t_2;
} else if (t_1 <= 100000.0) {
tmp = x + x;
} else {
tmp = t_2;
}
return tmp;
}
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
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
real(8) :: t_1
real(8) :: t_2
real(8) :: tmp
t_1 = (a * 27.0d0) * b
t_2 = (27.0d0 * a) * b
if (t_1 <= (-5d-20)) then
tmp = t_2
else if (t_1 <= 100000.0d0) then
tmp = x + x
else
tmp = t_2
end if
code = tmp
end function
assert x < y && y < z && z < t && t < a && a < b;
public static double code(double x, double y, double z, double t, double a, double b) {
double t_1 = (a * 27.0) * b;
double t_2 = (27.0 * a) * b;
double tmp;
if (t_1 <= -5e-20) {
tmp = t_2;
} else if (t_1 <= 100000.0) {
tmp = x + x;
} else {
tmp = t_2;
}
return tmp;
}
[x, y, z, t, a, b] = sort([x, y, z, t, a, b]) def code(x, y, z, t, a, b): t_1 = (a * 27.0) * b t_2 = (27.0 * a) * b tmp = 0 if t_1 <= -5e-20: tmp = t_2 elif t_1 <= 100000.0: tmp = x + x else: tmp = t_2 return tmp
x, y, z, t, a, b = sort([x, y, z, t, a, b]) function code(x, y, z, t, a, b) t_1 = Float64(Float64(a * 27.0) * b) t_2 = Float64(Float64(27.0 * a) * b) tmp = 0.0 if (t_1 <= -5e-20) tmp = t_2; elseif (t_1 <= 100000.0) tmp = Float64(x + x); else tmp = t_2; end return tmp end
x, y, z, t, a, b = num2cell(sort([x, y, z, t, a, b])){:}
function tmp_2 = code(x, y, z, t, a, b)
t_1 = (a * 27.0) * b;
t_2 = (27.0 * a) * b;
tmp = 0.0;
if (t_1 <= -5e-20)
tmp = t_2;
elseif (t_1 <= 100000.0)
tmp = x + x;
else
tmp = t_2;
end
tmp_2 = tmp;
end
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
code[x_, y_, z_, t_, a_, b_] := Block[{t$95$1 = N[(N[(a * 27.0), $MachinePrecision] * b), $MachinePrecision]}, Block[{t$95$2 = N[(N[(27.0 * a), $MachinePrecision] * b), $MachinePrecision]}, If[LessEqual[t$95$1, -5e-20], t$95$2, If[LessEqual[t$95$1, 100000.0], N[(x + x), $MachinePrecision], t$95$2]]]]
\begin{array}{l}
[x, y, z, t, a, b] = \mathsf{sort}([x, y, z, t, a, b])\\
\\
\begin{array}{l}
t_1 := \left(a \cdot 27\right) \cdot b\\
t_2 := \left(27 \cdot a\right) \cdot b\\
\mathbf{if}\;t\_1 \leq -5 \cdot 10^{-20}:\\
\;\;\;\;t\_2\\
\mathbf{elif}\;t\_1 \leq 100000:\\
\;\;\;\;x + x\\
\mathbf{else}:\\
\;\;\;\;t\_2\\
\end{array}
\end{array}
if (*.f64 (*.f64 a #s(literal 27 binary64)) b) < -4.9999999999999999e-20 or 1e5 < (*.f64 (*.f64 a #s(literal 27 binary64)) b) Initial program 95.2%
Taylor expanded in a around inf
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6459.7
Applied rewrites59.7%
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f6459.7
Applied rewrites59.7%
if -4.9999999999999999e-20 < (*.f64 (*.f64 a #s(literal 27 binary64)) b) < 1e5Initial program 95.5%
Taylor expanded in x around inf
count-2-revN/A
lower-+.f6445.5
Applied rewrites45.5%
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function. (FPCore (x y z t a b) :precision binary64 (+ x x))
assert(x < y && y < z && z < t && t < a && a < b);
double code(double x, double y, double z, double t, double a, double b) {
return x + x;
}
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
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 + x
end function
assert x < y && y < z && z < t && t < a && a < b;
public static double code(double x, double y, double z, double t, double a, double b) {
return x + x;
}
[x, y, z, t, a, b] = sort([x, y, z, t, a, b]) def code(x, y, z, t, a, b): return x + x
x, y, z, t, a, b = sort([x, y, z, t, a, b]) function code(x, y, z, t, a, b) return Float64(x + x) end
x, y, z, t, a, b = num2cell(sort([x, y, z, t, a, b])){:}
function tmp = code(x, y, z, t, a, b)
tmp = x + x;
end
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function. code[x_, y_, z_, t_, a_, b_] := N[(x + x), $MachinePrecision]
\begin{array}{l}
[x, y, z, t, a, b] = \mathsf{sort}([x, y, z, t, a, b])\\
\\
x + x
\end{array}
Initial program 95.4%
Taylor expanded in x around inf
count-2-revN/A
lower-+.f6431.3
Applied rewrites31.3%
herbie shell --seed 2025134
(FPCore (x y z t a b)
:name "Diagrams.Solve.Polynomial:cubForm from diagrams-solve-0.1, A"
:precision binary64
(+ (- (* x 2.0) (* (* (* y 9.0) z) t)) (* (* a 27.0) b)))