
(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}
Sampling outcomes in binary64 precision:
Herbie found 12 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.
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 (* b 27.0) a (* 2.0 x))))
(if (<= t 3.3e-152)
(fma -9.0 (* (* t y) z) t_1)
(fma (* (- t) 9.0) (* z y) t_1))))assert(x < y && y < z && z < t && t < a && a < b);
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((b * 27.0), a, (2.0 * x));
double tmp;
if (t <= 3.3e-152) {
tmp = fma(-9.0, ((t * y) * z), t_1);
} else {
tmp = fma((-t * 9.0), (z * y), t_1);
}
return tmp;
}
x, y, z, t, a, b = sort([x, y, z, t, a, b]) 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(b * 27.0), a, Float64(2.0 * x)) tmp = 0.0 if (t <= 3.3e-152) tmp = fma(-9.0, Float64(Float64(t * y) * z), t_1); else tmp = fma(Float64(Float64(-t) * 9.0), Float64(z * y), t_1); end return tmp end
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
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[(b * 27.0), $MachinePrecision] * a + N[(2.0 * x), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t, 3.3e-152], N[(-9.0 * N[(N[(t * y), $MachinePrecision] * z), $MachinePrecision] + t$95$1), $MachinePrecision], N[(N[((-t) * 9.0), $MachinePrecision] * N[(z * y), $MachinePrecision] + t$95$1), $MachinePrecision]]]
\begin{array}{l}
[x, y, z, t, a, b] = \mathsf{sort}([x, y, z, t, a, b])\\\\
[x, y, z, t, a, b] = \mathsf{sort}([x, y, z, t, a, b])\\
\\
\begin{array}{l}
t_1 := \mathsf{fma}\left(b \cdot 27, a, 2 \cdot x\right)\\
\mathbf{if}\;t \leq 3.3 \cdot 10^{-152}:\\
\;\;\;\;\mathsf{fma}\left(-9, \left(t \cdot y\right) \cdot z, t\_1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(-t\right) \cdot 9, z \cdot y, t\_1\right)\\
\end{array}
\end{array}
if t < 3.29999999999999998e-152Initial program 90.0%
lift-+.f64N/A
lift--.f64N/A
lift-*.f64N/A
fp-cancel-sub-sign-invN/A
+-commutativeN/A
associate-+l+N/A
distribute-lft-neg-outN/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
*-commutativeN/A
associate-*l*N/A
distribute-lft-neg-inN/A
+-commutativeN/A
Applied rewrites95.7%
if 3.29999999999999998e-152 < t Initial program 97.7%
lift-+.f64N/A
lift--.f64N/A
lift-*.f64N/A
fp-cancel-sub-sign-invN/A
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
distribute-rgt-neg-inN/A
distribute-lft-neg-inN/A
+-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
associate-*l*N/A
associate-*r*N/A
*-commutativeN/A
Applied rewrites97.7%
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
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 (or (<= t_1 -4e+50) (not (<= t_1 5e+98)))
(fma (* t z) (* -9.0 y) (* (* b 27.0) a))
(fma 2.0 x (* (* a 27.0) b)))))assert(x < y && y < z && z < t && t < a && a < b);
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 <= -4e+50) || !(t_1 <= 5e+98)) {
tmp = fma((t * z), (-9.0 * y), ((b * 27.0) * a));
} else {
tmp = fma(2.0, x, ((a * 27.0) * b));
}
return tmp;
}
x, y, z, t, a, b = sort([x, y, z, t, a, b]) 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 <= -4e+50) || !(t_1 <= 5e+98)) tmp = fma(Float64(t * z), Float64(-9.0 * y), Float64(Float64(b * 27.0) * a)); else tmp = fma(2.0, x, Float64(Float64(a * 27.0) * b)); end return tmp end
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
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[Or[LessEqual[t$95$1, -4e+50], N[Not[LessEqual[t$95$1, 5e+98]], $MachinePrecision]], N[(N[(t * z), $MachinePrecision] * N[(-9.0 * y), $MachinePrecision] + N[(N[(b * 27.0), $MachinePrecision] * a), $MachinePrecision]), $MachinePrecision], N[(2.0 * x + N[(N[(a * 27.0), $MachinePrecision] * b), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
[x, y, z, t, a, b] = \mathsf{sort}([x, y, z, t, a, b])\\\\
[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 -4 \cdot 10^{+50} \lor \neg \left(t\_1 \leq 5 \cdot 10^{+98}\right):\\
\;\;\;\;\mathsf{fma}\left(t \cdot z, -9 \cdot y, \left(b \cdot 27\right) \cdot a\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(2, x, \left(a \cdot 27\right) \cdot b\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < -4.0000000000000003e50 or 4.9999999999999998e98 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) Initial program 84.6%
lift-+.f64N/A
lift--.f64N/A
lift-*.f64N/A
fp-cancel-sub-sign-invN/A
+-commutativeN/A
associate-+l+N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
distribute-rgt-neg-inN/A
associate-*l*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites86.9%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f64N/A
lower-*.f6483.7
Applied rewrites83.7%
lift-fma.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
*-commutativeN/A
lift-*.f64N/A
associate-*r*N/A
*-commutativeN/A
lift-*.f64N/A
*-commutativeN/A
lower-fma.f6483.6
Applied rewrites83.7%
if -4.0000000000000003e50 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < 4.9999999999999998e98Initial program 99.8%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6490.7
Applied rewrites90.7%
Applied rewrites90.7%
Final simplification87.4%
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
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 (or (<= t_1 -4e+50) (not (<= t_1 5e+98)))
(fma y (* (* -9.0 z) t) (* (* a b) 27.0))
(fma 2.0 x (* (* a 27.0) b)))))assert(x < y && y < z && z < t && t < a && a < b);
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 <= -4e+50) || !(t_1 <= 5e+98)) {
tmp = fma(y, ((-9.0 * z) * t), ((a * b) * 27.0));
} else {
tmp = fma(2.0, x, ((a * 27.0) * b));
}
return tmp;
}
x, y, z, t, a, b = sort([x, y, z, t, a, b]) 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 <= -4e+50) || !(t_1 <= 5e+98)) tmp = fma(y, Float64(Float64(-9.0 * z) * t), Float64(Float64(a * b) * 27.0)); else tmp = fma(2.0, x, Float64(Float64(a * 27.0) * b)); end return tmp end
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
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[Or[LessEqual[t$95$1, -4e+50], N[Not[LessEqual[t$95$1, 5e+98]], $MachinePrecision]], N[(y * N[(N[(-9.0 * z), $MachinePrecision] * t), $MachinePrecision] + N[(N[(a * b), $MachinePrecision] * 27.0), $MachinePrecision]), $MachinePrecision], N[(2.0 * x + N[(N[(a * 27.0), $MachinePrecision] * b), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
[x, y, z, t, a, b] = \mathsf{sort}([x, y, z, t, a, b])\\\\
[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 -4 \cdot 10^{+50} \lor \neg \left(t\_1 \leq 5 \cdot 10^{+98}\right):\\
\;\;\;\;\mathsf{fma}\left(y, \left(-9 \cdot z\right) \cdot t, \left(a \cdot b\right) \cdot 27\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(2, x, \left(a \cdot 27\right) \cdot b\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < -4.0000000000000003e50 or 4.9999999999999998e98 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) Initial program 84.6%
lift-+.f64N/A
lift--.f64N/A
lift-*.f64N/A
fp-cancel-sub-sign-invN/A
+-commutativeN/A
associate-+l+N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
distribute-rgt-neg-inN/A
associate-*l*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites86.9%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f64N/A
lower-*.f6483.7
Applied rewrites83.7%
if -4.0000000000000003e50 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < 4.9999999999999998e98Initial program 99.8%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6490.7
Applied rewrites90.7%
Applied rewrites90.7%
Final simplification87.4%
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
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 (or (<= t_1 -4e+50) (not (<= t_1 5e+98)))
(fma (* a b) 27.0 (* (* (* z y) t) -9.0))
(fma 2.0 x (* (* a 27.0) b)))))assert(x < y && y < z && z < t && t < a && a < b);
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 <= -4e+50) || !(t_1 <= 5e+98)) {
tmp = fma((a * b), 27.0, (((z * y) * t) * -9.0));
} else {
tmp = fma(2.0, x, ((a * 27.0) * b));
}
return tmp;
}
x, y, z, t, a, b = sort([x, y, z, t, a, b]) 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 <= -4e+50) || !(t_1 <= 5e+98)) tmp = fma(Float64(a * b), 27.0, Float64(Float64(Float64(z * y) * t) * -9.0)); else tmp = fma(2.0, x, Float64(Float64(a * 27.0) * b)); end return tmp end
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
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[Or[LessEqual[t$95$1, -4e+50], N[Not[LessEqual[t$95$1, 5e+98]], $MachinePrecision]], N[(N[(a * b), $MachinePrecision] * 27.0 + N[(N[(N[(z * y), $MachinePrecision] * t), $MachinePrecision] * -9.0), $MachinePrecision]), $MachinePrecision], N[(2.0 * x + N[(N[(a * 27.0), $MachinePrecision] * b), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
[x, y, z, t, a, b] = \mathsf{sort}([x, y, z, t, a, b])\\\\
[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 -4 \cdot 10^{+50} \lor \neg \left(t\_1 \leq 5 \cdot 10^{+98}\right):\\
\;\;\;\;\mathsf{fma}\left(a \cdot b, 27, \left(\left(z \cdot y\right) \cdot t\right) \cdot -9\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(2, x, \left(a \cdot 27\right) \cdot b\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < -4.0000000000000003e50 or 4.9999999999999998e98 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) Initial program 84.6%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6423.1
Applied rewrites23.1%
Taylor expanded in x around 0
fp-cancel-sub-sign-invN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6477.6
Applied rewrites77.6%
if -4.0000000000000003e50 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < 4.9999999999999998e98Initial program 99.8%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6490.7
Applied rewrites90.7%
Applied rewrites90.7%
Final simplification84.6%
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
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 (or (<= t_1 -4e+50) (not (<= t_1 5e+98)))
(fma -9.0 (* (* z y) t) (* (* b a) 27.0))
(fma 2.0 x (* (* a 27.0) b)))))assert(x < y && y < z && z < t && t < a && a < b);
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 <= -4e+50) || !(t_1 <= 5e+98)) {
tmp = fma(-9.0, ((z * y) * t), ((b * a) * 27.0));
} else {
tmp = fma(2.0, x, ((a * 27.0) * b));
}
return tmp;
}
x, y, z, t, a, b = sort([x, y, z, t, a, b]) 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 <= -4e+50) || !(t_1 <= 5e+98)) tmp = fma(-9.0, Float64(Float64(z * y) * t), Float64(Float64(b * a) * 27.0)); else tmp = fma(2.0, x, Float64(Float64(a * 27.0) * b)); end return tmp end
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
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[Or[LessEqual[t$95$1, -4e+50], N[Not[LessEqual[t$95$1, 5e+98]], $MachinePrecision]], N[(-9.0 * N[(N[(z * y), $MachinePrecision] * t), $MachinePrecision] + N[(N[(b * a), $MachinePrecision] * 27.0), $MachinePrecision]), $MachinePrecision], N[(2.0 * x + N[(N[(a * 27.0), $MachinePrecision] * b), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
[x, y, z, t, a, b] = \mathsf{sort}([x, y, z, t, a, b])\\\\
[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 -4 \cdot 10^{+50} \lor \neg \left(t\_1 \leq 5 \cdot 10^{+98}\right):\\
\;\;\;\;\mathsf{fma}\left(-9, \left(z \cdot y\right) \cdot t, \left(b \cdot a\right) \cdot 27\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(2, x, \left(a \cdot 27\right) \cdot b\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < -4.0000000000000003e50 or 4.9999999999999998e98 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) Initial program 84.6%
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-*.f6477.6
Applied rewrites77.6%
if -4.0000000000000003e50 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < 4.9999999999999998e98Initial program 99.8%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6490.7
Applied rewrites90.7%
Applied rewrites90.7%
Final simplification84.6%
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function. 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 (if (<= (+ (- (* x 2.0) (* (* (* y 9.0) z) t)) (* (* a 27.0) b)) 1e+289) (+ x x) (* (* x x) 4.0)))
assert(x < y && y < z && z < t && t < a && a < b);
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 tmp;
if ((((x * 2.0) - (((y * 9.0) * z) * t)) + ((a * 27.0) * b)) <= 1e+289) {
tmp = x + x;
} else {
tmp = (x * x) * 4.0;
}
return tmp;
}
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
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) :: tmp
if ((((x * 2.0d0) - (((y * 9.0d0) * z) * t)) + ((a * 27.0d0) * b)) <= 1d+289) then
tmp = x + x
else
tmp = (x * x) * 4.0d0
end if
code = tmp
end function
assert x < y && y < z && z < t && t < a && a < b;
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 tmp;
if ((((x * 2.0) - (((y * 9.0) * z) * t)) + ((a * 27.0) * b)) <= 1e+289) {
tmp = x + x;
} else {
tmp = (x * x) * 4.0;
}
return tmp;
}
[x, y, z, t, a, b] = sort([x, y, z, t, a, b]) [x, y, z, t, a, b] = sort([x, y, z, t, a, b]) def code(x, y, z, t, a, b): tmp = 0 if (((x * 2.0) - (((y * 9.0) * z) * t)) + ((a * 27.0) * b)) <= 1e+289: tmp = x + x else: tmp = (x * x) * 4.0 return tmp
x, y, z, t, a, b = sort([x, y, z, t, a, b]) x, y, z, t, a, b = sort([x, y, z, t, a, b]) function code(x, y, z, t, a, b) tmp = 0.0 if (Float64(Float64(Float64(x * 2.0) - Float64(Float64(Float64(y * 9.0) * z) * t)) + Float64(Float64(a * 27.0) * b)) <= 1e+289) tmp = Float64(x + x); else tmp = Float64(Float64(x * x) * 4.0); end return tmp end
x, y, z, t, a, b = num2cell(sort([x, y, z, t, a, b])){:}
x, y, z, t, a, b = num2cell(sort([x, y, z, t, a, b])){:}
function tmp_2 = code(x, y, z, t, a, b)
tmp = 0.0;
if ((((x * 2.0) - (((y * 9.0) * z) * t)) + ((a * 27.0) * b)) <= 1e+289)
tmp = x + x;
else
tmp = (x * x) * 4.0;
end
tmp_2 = tmp;
end
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function. 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_] := If[LessEqual[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], 1e+289], N[(x + x), $MachinePrecision], N[(N[(x * x), $MachinePrecision] * 4.0), $MachinePrecision]]
\begin{array}{l}
[x, y, z, t, a, b] = \mathsf{sort}([x, y, z, t, a, b])\\\\
[x, y, z, t, a, b] = \mathsf{sort}([x, y, z, t, a, b])\\
\\
\begin{array}{l}
\mathbf{if}\;\left(x \cdot 2 - \left(\left(y \cdot 9\right) \cdot z\right) \cdot t\right) + \left(a \cdot 27\right) \cdot b \leq 10^{+289}:\\
\;\;\;\;x + x\\
\mathbf{else}:\\
\;\;\;\;\left(x \cdot x\right) \cdot 4\\
\end{array}
\end{array}
if (+.f64 (-.f64 (*.f64 x #s(literal 2 binary64)) (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t)) (*.f64 (*.f64 a #s(literal 27 binary64)) b)) < 1.0000000000000001e289Initial program 97.4%
lift-+.f64N/A
lift--.f64N/A
lift-*.f64N/A
fp-cancel-sub-sign-invN/A
+-commutativeN/A
associate-+l+N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
distribute-rgt-neg-inN/A
associate-*l*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites94.6%
Taylor expanded in x around inf
lower-*.f6436.1
Applied rewrites36.1%
Applied rewrites36.1%
if 1.0000000000000001e289 < (+.f64 (-.f64 (*.f64 x #s(literal 2 binary64)) (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t)) (*.f64 (*.f64 a #s(literal 27 binary64)) b)) Initial program 75.7%
lift-+.f64N/A
lift--.f64N/A
lift-*.f64N/A
fp-cancel-sub-sign-invN/A
+-commutativeN/A
associate-+l+N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
distribute-rgt-neg-inN/A
associate-*l*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites90.9%
Taylor expanded in x around inf
lower-*.f647.2
Applied rewrites7.2%
Applied rewrites7.2%
Applied rewrites28.2%
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function. 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 (if (<= z -2e-14) (fma y (* (* -9.0 z) t) (+ (fma (* a 27.0) b x) x)) (fma (* (* z y) t) -9.0 (fma (* a b) 27.0 (* 2.0 x)))))
assert(x < y && y < z && z < t && t < a && a < b);
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 tmp;
if (z <= -2e-14) {
tmp = fma(y, ((-9.0 * z) * t), (fma((a * 27.0), b, x) + x));
} else {
tmp = fma(((z * y) * t), -9.0, fma((a * b), 27.0, (2.0 * x)));
}
return tmp;
}
x, y, z, t, a, b = sort([x, y, z, t, a, b]) x, y, z, t, a, b = sort([x, y, z, t, a, b]) function code(x, y, z, t, a, b) tmp = 0.0 if (z <= -2e-14) tmp = fma(y, Float64(Float64(-9.0 * z) * t), Float64(fma(Float64(a * 27.0), b, x) + x)); else tmp = fma(Float64(Float64(z * y) * t), -9.0, fma(Float64(a * b), 27.0, Float64(2.0 * x))); end return tmp end
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function. 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_] := If[LessEqual[z, -2e-14], N[(y * N[(N[(-9.0 * z), $MachinePrecision] * t), $MachinePrecision] + N[(N[(N[(a * 27.0), $MachinePrecision] * b + x), $MachinePrecision] + x), $MachinePrecision]), $MachinePrecision], N[(N[(N[(z * y), $MachinePrecision] * t), $MachinePrecision] * -9.0 + N[(N[(a * b), $MachinePrecision] * 27.0 + N[(2.0 * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
[x, y, z, t, a, b] = \mathsf{sort}([x, y, z, t, a, b])\\\\
[x, y, z, t, a, b] = \mathsf{sort}([x, y, z, t, a, b])\\
\\
\begin{array}{l}
\mathbf{if}\;z \leq -2 \cdot 10^{-14}:\\
\;\;\;\;\mathsf{fma}\left(y, \left(-9 \cdot z\right) \cdot t, \mathsf{fma}\left(a \cdot 27, b, x\right) + x\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(z \cdot y\right) \cdot t, -9, \mathsf{fma}\left(a \cdot b, 27, 2 \cdot x\right)\right)\\
\end{array}
\end{array}
if z < -2e-14Initial program 83.8%
lift-+.f64N/A
lift--.f64N/A
lift-*.f64N/A
fp-cancel-sub-sign-invN/A
+-commutativeN/A
associate-+l+N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
distribute-rgt-neg-inN/A
associate-*l*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites90.9%
lift-fma.f64N/A
*-commutativeN/A
lift-*.f64N/A
associate-*r*N/A
*-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
count-2-revN/A
associate-+r+N/A
lower-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
*-commutativeN/A
lower-fma.f6490.9
Applied rewrites90.9%
if -2e-14 < z Initial program 96.6%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6466.1
Applied rewrites66.1%
Taylor expanded in x around 0
fp-cancel-sub-sign-invN/A
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-*.f64N/A
lower-*.f6496.6
Applied rewrites96.6%
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function. 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 (if (<= (* (* (* y 9.0) z) t) -1e+252) (* (* x x) 4.0) (fma 2.0 x (* (* a 27.0) b))))
assert(x < y && y < z && z < t && t < a && a < b);
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 tmp;
if ((((y * 9.0) * z) * t) <= -1e+252) {
tmp = (x * x) * 4.0;
} else {
tmp = fma(2.0, x, ((a * 27.0) * b));
}
return tmp;
}
x, y, z, t, a, b = sort([x, y, z, t, a, b]) x, y, z, t, a, b = sort([x, y, z, t, a, b]) function code(x, y, z, t, a, b) tmp = 0.0 if (Float64(Float64(Float64(y * 9.0) * z) * t) <= -1e+252) tmp = Float64(Float64(x * x) * 4.0); else tmp = fma(2.0, x, Float64(Float64(a * 27.0) * b)); end return tmp end
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function. 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_] := If[LessEqual[N[(N[(N[(y * 9.0), $MachinePrecision] * z), $MachinePrecision] * t), $MachinePrecision], -1e+252], N[(N[(x * x), $MachinePrecision] * 4.0), $MachinePrecision], N[(2.0 * x + N[(N[(a * 27.0), $MachinePrecision] * b), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
[x, y, z, t, a, b] = \mathsf{sort}([x, y, z, t, a, b])\\\\
[x, y, z, t, a, b] = \mathsf{sort}([x, y, z, t, a, b])\\
\\
\begin{array}{l}
\mathbf{if}\;\left(\left(y \cdot 9\right) \cdot z\right) \cdot t \leq -1 \cdot 10^{+252}:\\
\;\;\;\;\left(x \cdot x\right) \cdot 4\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(2, x, \left(a \cdot 27\right) \cdot b\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < -1.0000000000000001e252Initial program 73.1%
lift-+.f64N/A
lift--.f64N/A
lift-*.f64N/A
fp-cancel-sub-sign-invN/A
+-commutativeN/A
associate-+l+N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
distribute-rgt-neg-inN/A
associate-*l*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites91.4%
Taylor expanded in x around inf
lower-*.f644.1
Applied rewrites4.1%
Applied rewrites4.1%
Applied rewrites24.5%
if -1.0000000000000001e252 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) Initial program 97.1%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6468.9
Applied rewrites68.9%
Applied rewrites68.9%
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function. 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 (if (<= (* (* (* y 9.0) z) t) -1e+252) (* (* x x) 4.0) (+ (fma b (* 27.0 a) x) x)))
assert(x < y && y < z && z < t && t < a && a < b);
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 tmp;
if ((((y * 9.0) * z) * t) <= -1e+252) {
tmp = (x * x) * 4.0;
} else {
tmp = fma(b, (27.0 * a), x) + x;
}
return tmp;
}
x, y, z, t, a, b = sort([x, y, z, t, a, b]) x, y, z, t, a, b = sort([x, y, z, t, a, b]) function code(x, y, z, t, a, b) tmp = 0.0 if (Float64(Float64(Float64(y * 9.0) * z) * t) <= -1e+252) tmp = Float64(Float64(x * x) * 4.0); else tmp = Float64(fma(b, Float64(27.0 * a), x) + x); end return tmp end
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function. 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_] := If[LessEqual[N[(N[(N[(y * 9.0), $MachinePrecision] * z), $MachinePrecision] * t), $MachinePrecision], -1e+252], N[(N[(x * x), $MachinePrecision] * 4.0), $MachinePrecision], N[(N[(b * N[(27.0 * a), $MachinePrecision] + x), $MachinePrecision] + x), $MachinePrecision]]
\begin{array}{l}
[x, y, z, t, a, b] = \mathsf{sort}([x, y, z, t, a, b])\\\\
[x, y, z, t, a, b] = \mathsf{sort}([x, y, z, t, a, b])\\
\\
\begin{array}{l}
\mathbf{if}\;\left(\left(y \cdot 9\right) \cdot z\right) \cdot t \leq -1 \cdot 10^{+252}:\\
\;\;\;\;\left(x \cdot x\right) \cdot 4\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b, 27 \cdot a, x\right) + x\\
\end{array}
\end{array}
if (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < -1.0000000000000001e252Initial program 73.1%
lift-+.f64N/A
lift--.f64N/A
lift-*.f64N/A
fp-cancel-sub-sign-invN/A
+-commutativeN/A
associate-+l+N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
distribute-rgt-neg-inN/A
associate-*l*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites91.4%
Taylor expanded in x around inf
lower-*.f644.1
Applied rewrites4.1%
Applied rewrites4.1%
Applied rewrites24.5%
if -1.0000000000000001e252 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) Initial program 97.1%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6468.9
Applied rewrites68.9%
Applied rewrites68.9%
Applied rewrites68.9%
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function. 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 (if (<= (* (* (* y 9.0) z) t) -1e+252) (* (* x x) 4.0) (+ (fma 27.0 (* a b) x) x)))
assert(x < y && y < z && z < t && t < a && a < b);
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 tmp;
if ((((y * 9.0) * z) * t) <= -1e+252) {
tmp = (x * x) * 4.0;
} else {
tmp = fma(27.0, (a * b), x) + x;
}
return tmp;
}
x, y, z, t, a, b = sort([x, y, z, t, a, b]) x, y, z, t, a, b = sort([x, y, z, t, a, b]) function code(x, y, z, t, a, b) tmp = 0.0 if (Float64(Float64(Float64(y * 9.0) * z) * t) <= -1e+252) tmp = Float64(Float64(x * x) * 4.0); else tmp = Float64(fma(27.0, Float64(a * b), x) + x); end return tmp end
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function. 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_] := If[LessEqual[N[(N[(N[(y * 9.0), $MachinePrecision] * z), $MachinePrecision] * t), $MachinePrecision], -1e+252], N[(N[(x * x), $MachinePrecision] * 4.0), $MachinePrecision], N[(N[(27.0 * N[(a * b), $MachinePrecision] + x), $MachinePrecision] + x), $MachinePrecision]]
\begin{array}{l}
[x, y, z, t, a, b] = \mathsf{sort}([x, y, z, t, a, b])\\\\
[x, y, z, t, a, b] = \mathsf{sort}([x, y, z, t, a, b])\\
\\
\begin{array}{l}
\mathbf{if}\;\left(\left(y \cdot 9\right) \cdot z\right) \cdot t \leq -1 \cdot 10^{+252}:\\
\;\;\;\;\left(x \cdot x\right) \cdot 4\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(27, a \cdot b, x\right) + x\\
\end{array}
\end{array}
if (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < -1.0000000000000001e252Initial program 73.1%
lift-+.f64N/A
lift--.f64N/A
lift-*.f64N/A
fp-cancel-sub-sign-invN/A
+-commutativeN/A
associate-+l+N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
distribute-rgt-neg-inN/A
associate-*l*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites91.4%
Taylor expanded in x around inf
lower-*.f644.1
Applied rewrites4.1%
Applied rewrites4.1%
Applied rewrites24.5%
if -1.0000000000000001e252 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) Initial program 97.1%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6468.9
Applied rewrites68.9%
Applied rewrites68.9%
Applied rewrites68.9%
Applied rewrites68.9%
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function. 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 y (* (* -9.0 z) t) (+ (fma (* a 27.0) b x) x)))
assert(x < y && y < z && z < t && t < a && a < b);
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(y, ((-9.0 * z) * t), (fma((a * 27.0), b, x) + x));
}
x, y, z, t, a, b = sort([x, y, z, t, a, b]) x, y, z, t, a, b = sort([x, y, z, t, a, b]) function code(x, y, z, t, a, b) return fma(y, Float64(Float64(-9.0 * z) * t), Float64(fma(Float64(a * 27.0), b, x) + x)) end
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function. 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[(y * N[(N[(-9.0 * z), $MachinePrecision] * t), $MachinePrecision] + N[(N[(N[(a * 27.0), $MachinePrecision] * b + x), $MachinePrecision] + x), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
[x, y, z, t, a, b] = \mathsf{sort}([x, y, z, t, a, b])\\\\
[x, y, z, t, a, b] = \mathsf{sort}([x, y, z, t, a, b])\\
\\
\mathsf{fma}\left(y, \left(-9 \cdot z\right) \cdot t, \mathsf{fma}\left(a \cdot 27, b, x\right) + x\right)
\end{array}
Initial program 92.8%
lift-+.f64N/A
lift--.f64N/A
lift-*.f64N/A
fp-cancel-sub-sign-invN/A
+-commutativeN/A
associate-+l+N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
distribute-rgt-neg-inN/A
associate-*l*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites93.8%
lift-fma.f64N/A
*-commutativeN/A
lift-*.f64N/A
associate-*r*N/A
*-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
count-2-revN/A
associate-+r+N/A
lower-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
*-commutativeN/A
lower-fma.f6493.8
Applied rewrites93.8%
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function. 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);
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.
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;
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]) [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]) 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])){:}
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. 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, y, z, t, a, b] = \mathsf{sort}([x, y, z, t, a, b])\\
\\
x + x
\end{array}
Initial program 92.8%
lift-+.f64N/A
lift--.f64N/A
lift-*.f64N/A
fp-cancel-sub-sign-invN/A
+-commutativeN/A
associate-+l+N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
distribute-rgt-neg-inN/A
associate-*l*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites93.8%
Taylor expanded in x around inf
lower-*.f6429.9
Applied rewrites29.9%
Applied rewrites29.9%
(FPCore (x y z t a b) :precision binary64 (if (< y 7.590524218811189e-161) (+ (- (* x 2.0) (* (* (* y 9.0) z) t)) (* a (* 27.0 b))) (+ (- (* x 2.0) (* 9.0 (* y (* t z)))) (* (* a 27.0) b))))
double code(double x, double y, double z, double t, double a, double b) {
double tmp;
if (y < 7.590524218811189e-161) {
tmp = ((x * 2.0) - (((y * 9.0) * z) * t)) + (a * (27.0 * b));
} else {
tmp = ((x * 2.0) - (9.0 * (y * (t * z)))) + ((a * 27.0) * b);
}
return tmp;
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
real(8) function code(x, y, z, 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) :: tmp
if (y < 7.590524218811189d-161) then
tmp = ((x * 2.0d0) - (((y * 9.0d0) * z) * t)) + (a * (27.0d0 * b))
else
tmp = ((x * 2.0d0) - (9.0d0 * (y * (t * z)))) + ((a * 27.0d0) * b)
end if
code = tmp
end function
public static double code(double x, double y, double z, double t, double a, double b) {
double tmp;
if (y < 7.590524218811189e-161) {
tmp = ((x * 2.0) - (((y * 9.0) * z) * t)) + (a * (27.0 * b));
} else {
tmp = ((x * 2.0) - (9.0 * (y * (t * z)))) + ((a * 27.0) * b);
}
return tmp;
}
def code(x, y, z, t, a, b): tmp = 0 if y < 7.590524218811189e-161: tmp = ((x * 2.0) - (((y * 9.0) * z) * t)) + (a * (27.0 * b)) else: tmp = ((x * 2.0) - (9.0 * (y * (t * z)))) + ((a * 27.0) * b) return tmp
function code(x, y, z, t, a, b) tmp = 0.0 if (y < 7.590524218811189e-161) tmp = Float64(Float64(Float64(x * 2.0) - Float64(Float64(Float64(y * 9.0) * z) * t)) + Float64(a * Float64(27.0 * b))); else tmp = Float64(Float64(Float64(x * 2.0) - Float64(9.0 * Float64(y * Float64(t * z)))) + Float64(Float64(a * 27.0) * b)); end return tmp end
function tmp_2 = code(x, y, z, t, a, b) tmp = 0.0; if (y < 7.590524218811189e-161) tmp = ((x * 2.0) - (((y * 9.0) * z) * t)) + (a * (27.0 * b)); else tmp = ((x * 2.0) - (9.0 * (y * (t * z)))) + ((a * 27.0) * b); end tmp_2 = tmp; end
code[x_, y_, z_, t_, a_, b_] := If[Less[y, 7.590524218811189e-161], N[(N[(N[(x * 2.0), $MachinePrecision] - N[(N[(N[(y * 9.0), $MachinePrecision] * z), $MachinePrecision] * t), $MachinePrecision]), $MachinePrecision] + N[(a * N[(27.0 * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[(x * 2.0), $MachinePrecision] - N[(9.0 * N[(y * N[(t * z), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(a * 27.0), $MachinePrecision] * b), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;y < 7.590524218811189 \cdot 10^{-161}:\\
\;\;\;\;\left(x \cdot 2 - \left(\left(y \cdot 9\right) \cdot z\right) \cdot t\right) + a \cdot \left(27 \cdot b\right)\\
\mathbf{else}:\\
\;\;\;\;\left(x \cdot 2 - 9 \cdot \left(y \cdot \left(t \cdot z\right)\right)\right) + \left(a \cdot 27\right) \cdot b\\
\end{array}
\end{array}
herbie shell --seed 2024360
(FPCore (x y z t a b)
:name "Diagrams.Solve.Polynomial:cubForm from diagrams-solve-0.1, A"
:precision binary64
:alt
(! :herbie-platform default (if (< y 7590524218811189/100000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000) (+ (- (* x 2) (* (* (* y 9) z) t)) (* a (* 27 b))) (+ (- (* x 2) (* 9 (* y (* t z)))) (* (* a 27) b))))
(+ (- (* x 2.0) (* (* (* y 9.0) z) t)) (* (* a 27.0) b)))