
(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 14 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 (if (<= (* (* y 9.0) z) 2e+136) (fma (* (- t) 9.0) (* z y) (fma (* b 27.0) a (* 2.0 x))) (fma (* b 27.0) a (fma (* (* -9.0 y) t) z (* 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 (((y * 9.0) * z) <= 2e+136) {
tmp = fma((-t * 9.0), (z * y), fma((b * 27.0), a, (2.0 * x)));
} else {
tmp = fma((b * 27.0), a, fma(((-9.0 * y) * t), z, (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 (Float64(Float64(y * 9.0) * z) <= 2e+136) tmp = fma(Float64(Float64(-t) * 9.0), Float64(z * y), fma(Float64(b * 27.0), a, Float64(2.0 * x))); else tmp = fma(Float64(b * 27.0), a, fma(Float64(Float64(-9.0 * y) * t), z, 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[N[(N[(y * 9.0), $MachinePrecision] * z), $MachinePrecision], 2e+136], N[(N[((-t) * 9.0), $MachinePrecision] * N[(z * y), $MachinePrecision] + N[(N[(b * 27.0), $MachinePrecision] * a + N[(2.0 * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(b * 27.0), $MachinePrecision] * a + N[(N[(N[(-9.0 * y), $MachinePrecision] * t), $MachinePrecision] * z + 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}\;\left(y \cdot 9\right) \cdot z \leq 2 \cdot 10^{+136}:\\
\;\;\;\;\mathsf{fma}\left(\left(-t\right) \cdot 9, z \cdot y, \mathsf{fma}\left(b \cdot 27, a, 2 \cdot x\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot 27, a, \mathsf{fma}\left(\left(-9 \cdot y\right) \cdot t, z, 2 \cdot x\right)\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 y #s(literal 9 binary64)) z) < 2.00000000000000012e136Initial program 95.9%
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 rewrites96.3%
if 2.00000000000000012e136 < (*.f64 (*.f64 y #s(literal 9 binary64)) z) Initial program 90.5%
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f6492.9
lift--.f64N/A
lift-*.f64N/A
fp-cancel-sub-sign-invN/A
+-commutativeN/A
lift-*.f64N/A
distribute-lft-neg-inN/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
Applied rewrites99.7%
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 -1e+23) (not (<= t_1 0.0002)))
(fma -9.0 (* (* z y) t) (* (* b a) 27.0))
(fma (* 27.0 b) 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 t_1 = ((y * 9.0) * z) * t;
double tmp;
if ((t_1 <= -1e+23) || !(t_1 <= 0.0002)) {
tmp = fma(-9.0, ((z * y) * t), ((b * a) * 27.0));
} else {
tmp = fma((27.0 * b), 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) t_1 = Float64(Float64(Float64(y * 9.0) * z) * t) tmp = 0.0 if ((t_1 <= -1e+23) || !(t_1 <= 0.0002)) tmp = fma(-9.0, Float64(Float64(z * y) * t), Float64(Float64(b * a) * 27.0)); else tmp = fma(Float64(27.0 * b), a, 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.
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, -1e+23], N[Not[LessEqual[t$95$1, 0.0002]], $MachinePrecision]], N[(-9.0 * N[(N[(z * y), $MachinePrecision] * t), $MachinePrecision] + N[(N[(b * a), $MachinePrecision] * 27.0), $MachinePrecision]), $MachinePrecision], N[(N[(27.0 * b), $MachinePrecision] * a + N[(x + 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])\\
\\
\begin{array}{l}
t_1 := \left(\left(y \cdot 9\right) \cdot z\right) \cdot t\\
\mathbf{if}\;t\_1 \leq -1 \cdot 10^{+23} \lor \neg \left(t\_1 \leq 0.0002\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(27 \cdot b, a, x + x\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < -9.9999999999999992e22 or 2.0000000000000001e-4 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) Initial program 91.5%
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-*.f6479.1
Applied rewrites79.1%
if -9.9999999999999992e22 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < 2.0000000000000001e-4Initial program 99.0%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6495.9
Applied rewrites95.9%
Applied rewrites95.8%
Applied rewrites95.8%
Final simplification87.0%
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 (<= t_1 -1e+23)
(fma (* -9.0 (* y z)) t (* (* a 27.0) b))
(if (<= t_1 0.0002)
(fma (* 27.0 b) a (+ x x))
(fma (* a 27.0) b (* (* (* z -9.0) y) t))))))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 <= -1e+23) {
tmp = fma((-9.0 * (y * z)), t, ((a * 27.0) * b));
} else if (t_1 <= 0.0002) {
tmp = fma((27.0 * b), a, (x + x));
} else {
tmp = fma((a * 27.0), b, (((z * -9.0) * y) * t));
}
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 <= -1e+23) tmp = fma(Float64(-9.0 * Float64(y * z)), t, Float64(Float64(a * 27.0) * b)); elseif (t_1 <= 0.0002) tmp = fma(Float64(27.0 * b), a, Float64(x + x)); else tmp = fma(Float64(a * 27.0), b, Float64(Float64(Float64(z * -9.0) * y) * t)); 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[LessEqual[t$95$1, -1e+23], N[(N[(-9.0 * N[(y * z), $MachinePrecision]), $MachinePrecision] * t + N[(N[(a * 27.0), $MachinePrecision] * b), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$1, 0.0002], N[(N[(27.0 * b), $MachinePrecision] * a + N[(x + x), $MachinePrecision]), $MachinePrecision], N[(N[(a * 27.0), $MachinePrecision] * b + N[(N[(N[(z * -9.0), $MachinePrecision] * y), $MachinePrecision] * t), $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 -1 \cdot 10^{+23}:\\
\;\;\;\;\mathsf{fma}\left(-9 \cdot \left(y \cdot z\right), t, \left(a \cdot 27\right) \cdot b\right)\\
\mathbf{elif}\;t\_1 \leq 0.0002:\\
\;\;\;\;\mathsf{fma}\left(27 \cdot b, a, x + x\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot 27, b, \left(\left(z \cdot -9\right) \cdot y\right) \cdot t\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < -9.9999999999999992e22Initial program 87.1%
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-*.f6476.2
Applied rewrites76.2%
Applied rewrites74.3%
if -9.9999999999999992e22 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < 2.0000000000000001e-4Initial program 99.0%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6495.9
Applied rewrites95.9%
Applied rewrites95.8%
Applied rewrites95.8%
if 2.0000000000000001e-4 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) Initial program 94.3%
Taylor expanded in x around 0
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6481.0
Applied rewrites81.0%
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6482.2
Applied rewrites77.5%
Applied rewrites82.2%
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
(let* ((t_1 (* (* (* y 9.0) z) t)))
(if (<= t_1 -1e+23)
(fma (* -9.0 (* y z)) t (* (* a 27.0) b))
(if (<= t_1 0.0002)
(fma (* 27.0 b) a (+ x x))
(fma (* a 27.0) b (* (* -9.0 t) (* z y)))))))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 <= -1e+23) {
tmp = fma((-9.0 * (y * z)), t, ((a * 27.0) * b));
} else if (t_1 <= 0.0002) {
tmp = fma((27.0 * b), a, (x + x));
} else {
tmp = fma((a * 27.0), b, ((-9.0 * t) * (z * y)));
}
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 <= -1e+23) tmp = fma(Float64(-9.0 * Float64(y * z)), t, Float64(Float64(a * 27.0) * b)); elseif (t_1 <= 0.0002) tmp = fma(Float64(27.0 * b), a, Float64(x + x)); else tmp = fma(Float64(a * 27.0), b, Float64(Float64(-9.0 * t) * Float64(z * y))); 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[LessEqual[t$95$1, -1e+23], N[(N[(-9.0 * N[(y * z), $MachinePrecision]), $MachinePrecision] * t + N[(N[(a * 27.0), $MachinePrecision] * b), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$1, 0.0002], N[(N[(27.0 * b), $MachinePrecision] * a + N[(x + x), $MachinePrecision]), $MachinePrecision], N[(N[(a * 27.0), $MachinePrecision] * b + N[(N[(-9.0 * t), $MachinePrecision] * N[(z * y), $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}
t_1 := \left(\left(y \cdot 9\right) \cdot z\right) \cdot t\\
\mathbf{if}\;t\_1 \leq -1 \cdot 10^{+23}:\\
\;\;\;\;\mathsf{fma}\left(-9 \cdot \left(y \cdot z\right), t, \left(a \cdot 27\right) \cdot b\right)\\
\mathbf{elif}\;t\_1 \leq 0.0002:\\
\;\;\;\;\mathsf{fma}\left(27 \cdot b, a, x + x\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot 27, b, \left(-9 \cdot t\right) \cdot \left(z \cdot y\right)\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < -9.9999999999999992e22Initial program 87.1%
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-*.f6476.2
Applied rewrites76.2%
Applied rewrites74.3%
if -9.9999999999999992e22 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < 2.0000000000000001e-4Initial program 99.0%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6495.9
Applied rewrites95.9%
Applied rewrites95.8%
Applied rewrites95.8%
if 2.0000000000000001e-4 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) Initial program 94.3%
Taylor expanded in x around 0
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6481.0
Applied rewrites81.0%
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6482.2
Applied rewrites77.5%
Applied rewrites82.2%
Applied rewrites82.1%
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 (<= t_1 -1e+23)
(fma (* -9.0 (* y z)) t (* (* a 27.0) b))
(if (<= t_1 0.0002)
(fma (* 27.0 b) a (+ x x))
(fma (* a 27.0) b (* -9.0 (* (* t z) y)))))))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 <= -1e+23) {
tmp = fma((-9.0 * (y * z)), t, ((a * 27.0) * b));
} else if (t_1 <= 0.0002) {
tmp = fma((27.0 * b), a, (x + x));
} else {
tmp = fma((a * 27.0), b, (-9.0 * ((t * z) * y)));
}
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 <= -1e+23) tmp = fma(Float64(-9.0 * Float64(y * z)), t, Float64(Float64(a * 27.0) * b)); elseif (t_1 <= 0.0002) tmp = fma(Float64(27.0 * b), a, Float64(x + x)); else tmp = fma(Float64(a * 27.0), b, Float64(-9.0 * Float64(Float64(t * z) * y))); 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[LessEqual[t$95$1, -1e+23], N[(N[(-9.0 * N[(y * z), $MachinePrecision]), $MachinePrecision] * t + N[(N[(a * 27.0), $MachinePrecision] * b), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$1, 0.0002], N[(N[(27.0 * b), $MachinePrecision] * a + N[(x + x), $MachinePrecision]), $MachinePrecision], N[(N[(a * 27.0), $MachinePrecision] * b + N[(-9.0 * N[(N[(t * z), $MachinePrecision] * y), $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}
t_1 := \left(\left(y \cdot 9\right) \cdot z\right) \cdot t\\
\mathbf{if}\;t\_1 \leq -1 \cdot 10^{+23}:\\
\;\;\;\;\mathsf{fma}\left(-9 \cdot \left(y \cdot z\right), t, \left(a \cdot 27\right) \cdot b\right)\\
\mathbf{elif}\;t\_1 \leq 0.0002:\\
\;\;\;\;\mathsf{fma}\left(27 \cdot b, a, x + x\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot 27, b, -9 \cdot \left(\left(t \cdot z\right) \cdot y\right)\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < -9.9999999999999992e22Initial program 87.1%
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-*.f6476.2
Applied rewrites76.2%
Applied rewrites74.3%
if -9.9999999999999992e22 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < 2.0000000000000001e-4Initial program 99.0%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6495.9
Applied rewrites95.9%
Applied rewrites95.8%
Applied rewrites95.8%
if 2.0000000000000001e-4 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) Initial program 94.3%
Taylor expanded in x around 0
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6481.0
Applied rewrites81.0%
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6482.2
Applied rewrites77.5%
Applied rewrites77.6%
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 (<= t_1 -1e+23)
(fma (* -9.0 (* y z)) t (* (* a 27.0) b))
(if (<= t_1 0.0002)
(fma (* 27.0 b) a (+ x x))
(fma -9.0 (* (* z y) t) (* (* b a) 27.0))))))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 t_1 = ((y * 9.0) * z) * t;
double tmp;
if (t_1 <= -1e+23) {
tmp = fma((-9.0 * (y * z)), t, ((a * 27.0) * b));
} else if (t_1 <= 0.0002) {
tmp = fma((27.0 * b), a, (x + x));
} else {
tmp = fma(-9.0, ((z * y) * t), ((b * a) * 27.0));
}
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) t_1 = Float64(Float64(Float64(y * 9.0) * z) * t) tmp = 0.0 if (t_1 <= -1e+23) tmp = fma(Float64(-9.0 * Float64(y * z)), t, Float64(Float64(a * 27.0) * b)); elseif (t_1 <= 0.0002) tmp = fma(Float64(27.0 * b), a, Float64(x + x)); else tmp = fma(-9.0, Float64(Float64(z * y) * t), Float64(Float64(b * a) * 27.0)); 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[LessEqual[t$95$1, -1e+23], N[(N[(-9.0 * N[(y * z), $MachinePrecision]), $MachinePrecision] * t + N[(N[(a * 27.0), $MachinePrecision] * b), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$1, 0.0002], N[(N[(27.0 * b), $MachinePrecision] * a + N[(x + x), $MachinePrecision]), $MachinePrecision], N[(-9.0 * N[(N[(z * y), $MachinePrecision] * t), $MachinePrecision] + N[(N[(b * a), $MachinePrecision] * 27.0), $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 -1 \cdot 10^{+23}:\\
\;\;\;\;\mathsf{fma}\left(-9 \cdot \left(y \cdot z\right), t, \left(a \cdot 27\right) \cdot b\right)\\
\mathbf{elif}\;t\_1 \leq 0.0002:\\
\;\;\;\;\mathsf{fma}\left(27 \cdot b, a, x + x\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(-9, \left(z \cdot y\right) \cdot t, \left(b \cdot a\right) \cdot 27\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < -9.9999999999999992e22Initial program 87.1%
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-*.f6476.2
Applied rewrites76.2%
Applied rewrites74.3%
if -9.9999999999999992e22 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < 2.0000000000000001e-4Initial program 99.0%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6495.9
Applied rewrites95.9%
Applied rewrites95.8%
Applied rewrites95.8%
if 2.0000000000000001e-4 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) Initial program 94.3%
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-*.f6480.9
Applied rewrites80.9%
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) 1.55e+295) (fma 2.0 x (* (* b a) 27.0)) (fma (* 27.0 b) a (* (fabs (* 4.0 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) <= 1.55e+295) {
tmp = fma(2.0, x, ((b * a) * 27.0));
} else {
tmp = fma((27.0 * b), a, (fabs((4.0 * 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) <= 1.55e+295) tmp = fma(2.0, x, Float64(Float64(b * a) * 27.0)); else tmp = fma(Float64(27.0 * b), a, Float64(abs(Float64(4.0 * 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], 1.55e+295], N[(2.0 * x + N[(N[(b * a), $MachinePrecision] * 27.0), $MachinePrecision]), $MachinePrecision], N[(N[(27.0 * b), $MachinePrecision] * a + N[(N[Abs[N[(4.0 * x), $MachinePrecision]], $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])\\
\\
\begin{array}{l}
\mathbf{if}\;\left(\left(y \cdot 9\right) \cdot z\right) \cdot t \leq 1.55 \cdot 10^{+295}:\\
\;\;\;\;\mathsf{fma}\left(2, x, \left(b \cdot a\right) \cdot 27\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(27 \cdot b, a, \left|4 \cdot x\right| \cdot x\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < 1.55e295Initial program 96.4%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6468.4
Applied rewrites68.4%
if 1.55e295 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) Initial program 86.8%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6410.8
Applied rewrites10.8%
Applied rewrites10.8%
Applied rewrites10.8%
Applied rewrites27.1%
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 1e+26) (fma y (* (* -9.0 z) t) (fma (* b 27.0) a (+ x x))) (fma (* b 27.0) a (fma (* (* -9.0 y) t) z (* 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 <= 1e+26) {
tmp = fma(y, ((-9.0 * z) * t), fma((b * 27.0), a, (x + x)));
} else {
tmp = fma((b * 27.0), a, fma(((-9.0 * y) * t), z, (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 <= 1e+26) tmp = fma(y, Float64(Float64(-9.0 * z) * t), fma(Float64(b * 27.0), a, Float64(x + x))); else tmp = fma(Float64(b * 27.0), a, fma(Float64(Float64(-9.0 * y) * t), z, 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, 1e+26], N[(y * N[(N[(-9.0 * z), $MachinePrecision] * t), $MachinePrecision] + N[(N[(b * 27.0), $MachinePrecision] * a + N[(x + x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(b * 27.0), $MachinePrecision] * a + N[(N[(N[(-9.0 * y), $MachinePrecision] * t), $MachinePrecision] * z + 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 10^{+26}:\\
\;\;\;\;\mathsf{fma}\left(y, \left(-9 \cdot z\right) \cdot t, \mathsf{fma}\left(b \cdot 27, a, x + x\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot 27, a, \mathsf{fma}\left(\left(-9 \cdot y\right) \cdot t, z, 2 \cdot x\right)\right)\\
\end{array}
\end{array}
if z < 1.00000000000000005e26Initial program 95.4%
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 rewrites94.3%
lift-*.f64N/A
count-2-revN/A
lower-+.f6494.3
Applied rewrites94.3%
if 1.00000000000000005e26 < z Initial program 94.1%
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f6494.1
lift--.f64N/A
lift-*.f64N/A
fp-cancel-sub-sign-invN/A
+-commutativeN/A
lift-*.f64N/A
distribute-lft-neg-inN/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
Applied rewrites99.7%
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 (if (<= z 7e+43) (fma y (* (* -9.0 z) t) (fma (* b 27.0) a (+ x x))) (fma (* a 27.0) b (* (* (* z -9.0) y) t))))
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 <= 7e+43) {
tmp = fma(y, ((-9.0 * z) * t), fma((b * 27.0), a, (x + x)));
} else {
tmp = fma((a * 27.0), b, (((z * -9.0) * y) * t));
}
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 <= 7e+43) tmp = fma(y, Float64(Float64(-9.0 * z) * t), fma(Float64(b * 27.0), a, Float64(x + x))); else tmp = fma(Float64(a * 27.0), b, Float64(Float64(Float64(z * -9.0) * y) * t)); 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, 7e+43], N[(y * N[(N[(-9.0 * z), $MachinePrecision] * t), $MachinePrecision] + N[(N[(b * 27.0), $MachinePrecision] * a + N[(x + x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(a * 27.0), $MachinePrecision] * b + N[(N[(N[(z * -9.0), $MachinePrecision] * y), $MachinePrecision] * t), $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 7 \cdot 10^{+43}:\\
\;\;\;\;\mathsf{fma}\left(y, \left(-9 \cdot z\right) \cdot t, \mathsf{fma}\left(b \cdot 27, a, x + x\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot 27, b, \left(\left(z \cdot -9\right) \cdot y\right) \cdot t\right)\\
\end{array}
\end{array}
if z < 7.0000000000000002e43Initial program 95.5%
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 rewrites94.5%
lift-*.f64N/A
count-2-revN/A
lower-+.f6494.5
Applied rewrites94.5%
if 7.0000000000000002e43 < z Initial program 93.7%
Taylor expanded in x around 0
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6471.5
Applied rewrites71.5%
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6471.5
Applied rewrites70.0%
Applied rewrites71.5%
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 2.0 x (* (* b a) 27.0)))
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) {
return fma(2.0, x, ((b * a) * 27.0));
}
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(2.0, x, Float64(Float64(b * a) * 27.0)) 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[(2.0 * x + N[(N[(b * a), $MachinePrecision] * 27.0), $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(2, x, \left(b \cdot a\right) \cdot 27\right)
\end{array}
Initial program 95.1%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6460.6
Applied rewrites60.6%
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 (fma (* 27.0 b) 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) {
return fma((27.0 * b), a, (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(Float64(27.0 * b), a, Float64(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[(N[(27.0 * b), $MachinePrecision] * a + N[(x + 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(27 \cdot b, a, x + x\right)
\end{array}
Initial program 95.1%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6460.6
Applied rewrites60.6%
Applied rewrites60.5%
Applied rewrites60.5%
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 (* 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((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 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[(N[(N[(a * 27.0), $MachinePrecision] * b + 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])\\
\\
\mathsf{fma}\left(a \cdot 27, b, x\right) + x
\end{array}
Initial program 95.1%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6460.6
Applied rewrites60.6%
Applied rewrites60.2%
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 (* (* a b) 27.0))
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) {
return (a * b) * 27.0;
}
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 = (a * b) * 27.0d0
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 (a * b) * 27.0;
}
[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 (a * b) * 27.0
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(Float64(a * b) * 27.0) 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 = (a * b) * 27.0;
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[(N[(a * b), $MachinePrecision] * 27.0), $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])\\
\\
\left(a \cdot b\right) \cdot 27
\end{array}
Initial program 95.1%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6460.6
Applied rewrites60.6%
Taylor expanded in x around 0
Applied rewrites32.9%
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 (* (* 27.0 b) a))
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 (27.0 * b) * a;
}
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 = (27.0d0 * b) * a
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 (27.0 * b) * a;
}
[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 (27.0 * b) * a
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(Float64(27.0 * b) * a) 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 = (27.0 * b) * a;
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[(N[(27.0 * b), $MachinePrecision] * a), $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])\\
\\
\left(27 \cdot b\right) \cdot a
\end{array}
Initial program 95.1%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6460.6
Applied rewrites60.6%
Taylor expanded in x around 0
Applied rewrites32.9%
Applied rewrites32.9%
(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 2024352
(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)))