
(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);
}
real(8) function code(x, y, z, t, a, b)
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 10 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x y z t a b) :precision binary64 (+ (- (* x 2.0) (* (* (* y 9.0) z) t)) (* (* a 27.0) b)))
double code(double x, double y, double z, double t, double a, double b) {
return ((x * 2.0) - (((y * 9.0) * z) * t)) + ((a * 27.0) * b);
}
real(8) function code(x, y, z, t, a, b)
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 (<= t 2.2e+27) (fma (* 27.0 a) b (fma (* (* -9.0 y) t) z (* 2.0 x))) (fma (* (* z y) t) -9.0 (+ (fma (* b a) 27.0 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 (t <= 2.2e+27) {
tmp = fma((27.0 * a), b, fma(((-9.0 * y) * t), z, (2.0 * x)));
} else {
tmp = fma(((z * y) * t), -9.0, (fma((b * a), 27.0, 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 (t <= 2.2e+27) tmp = fma(Float64(27.0 * a), b, fma(Float64(Float64(-9.0 * y) * t), z, Float64(2.0 * x))); else tmp = fma(Float64(Float64(z * y) * t), -9.0, Float64(fma(Float64(b * a), 27.0, 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[t, 2.2e+27], N[(N[(27.0 * a), $MachinePrecision] * b + N[(N[(N[(-9.0 * y), $MachinePrecision] * t), $MachinePrecision] * z + N[(2.0 * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[(z * y), $MachinePrecision] * t), $MachinePrecision] * -9.0 + N[(N[(N[(b * a), $MachinePrecision] * 27.0 + 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])\\
\\
\begin{array}{l}
\mathbf{if}\;t \leq 2.2 \cdot 10^{+27}:\\
\;\;\;\;\mathsf{fma}\left(27 \cdot a, b, \mathsf{fma}\left(\left(-9 \cdot y\right) \cdot t, z, 2 \cdot x\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(z \cdot y\right) \cdot t, -9, \mathsf{fma}\left(b \cdot a, 27, x\right) + x\right)\\
\end{array}
\end{array}
if t < 2.1999999999999999e27Initial program 94.3%
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6494.9
lift-*.f64N/A
*-commutativeN/A
lower-*.f6494.9
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 rewrites96.9%
if 2.1999999999999999e27 < t Initial program 99.9%
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 rewrites89.4%
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
associate-*l*N/A
*-commutativeN/A
lower-fma.f64N/A
lift-*.f64N/A
*-commutativeN/A
associate-*l*N/A
*-commutativeN/A
lift-*.f64N/A
lower-*.f6499.8
lift-fma.f64N/A
*-commutativeN/A
lower-fma.f6499.8
lift-*.f64N/A
*-commutativeN/A
lower-*.f6499.8
lift-*.f64N/A
*-commutativeN/A
lower-*.f6499.8
Applied rewrites99.8%
lift-fma.f64N/A
lift-*.f64N/A
associate-*r*N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
count-2-revN/A
associate-+r+N/A
lower-+.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lower-fma.f6499.9
Applied rewrites99.9%
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
(let* ((t_1 (* (* (* y 9.0) z) t)))
(if (or (<= t_1 -2e+66) (not (<= t_1 2e+95)))
(fma (* b 27.0) a (* (* (* -9.0 y) z) t))
(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 <= -2e+66) || !(t_1 <= 2e+95)) {
tmp = fma((b * 27.0), a, (((-9.0 * y) * z) * t));
} 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 <= -2e+66) || !(t_1 <= 2e+95)) tmp = fma(Float64(b * 27.0), a, Float64(Float64(Float64(-9.0 * y) * z) * t)); 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, -2e+66], N[Not[LessEqual[t$95$1, 2e+95]], $MachinePrecision]], N[(N[(b * 27.0), $MachinePrecision] * a + N[(N[(N[(-9.0 * y), $MachinePrecision] * z), $MachinePrecision] * t), $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 -2 \cdot 10^{+66} \lor \neg \left(t\_1 \leq 2 \cdot 10^{+95}\right):\\
\;\;\;\;\mathsf{fma}\left(b \cdot 27, a, \left(\left(-9 \cdot y\right) \cdot z\right) \cdot t\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) < -1.99999999999999989e66 or 2.00000000000000004e95 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) Initial program 91.7%
Taylor expanded in x around 0
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6482.7
Applied rewrites82.7%
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6483.6
Applied rewrites86.9%
lift-fma.f64N/A
lift-*.f64N/A
associate-*r*N/A
lift-*.f64N/A
*-commutativeN/A
lower-fma.f6483.5
lift-*.f64N/A
*-commutativeN/A
lower-*.f6483.5
Applied rewrites83.5%
if -1.99999999999999989e66 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < 2.00000000000000004e95Initial program 99.1%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6488.4
Applied rewrites88.4%
Applied rewrites88.4%
Final simplification86.1%
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 (or (<= t_1 -2e+66) (not (<= t_1 2e+95)))
(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 <= -2e+66) || !(t_1 <= 2e+95)) {
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 <= -2e+66) || !(t_1 <= 2e+95)) 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, -2e+66], N[Not[LessEqual[t$95$1, 2e+95]], $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 -2 \cdot 10^{+66} \lor \neg \left(t\_1 \leq 2 \cdot 10^{+95}\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) < -1.99999999999999989e66 or 2.00000000000000004e95 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) Initial program 91.7%
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-*.f6482.7
Applied rewrites82.7%
if -1.99999999999999989e66 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < 2.00000000000000004e95Initial program 99.1%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6488.4
Applied rewrites88.4%
Applied rewrites88.4%
Final simplification85.8%
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
(let* ((t_1 (* (* (* y 9.0) z) t)))
(if (or (<= t_1 -2e+66) (not (<= t_1 1e+231)))
(fma -9.0 (* (* t z) y) (* (* 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 <= -2e+66) || !(t_1 <= 1e+231)) {
tmp = fma(-9.0, ((t * z) * y), ((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 <= -2e+66) || !(t_1 <= 1e+231)) tmp = fma(-9.0, Float64(Float64(t * z) * y), 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, -2e+66], N[Not[LessEqual[t$95$1, 1e+231]], $MachinePrecision]], N[(-9.0 * N[(N[(t * z), $MachinePrecision] * y), $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 -2 \cdot 10^{+66} \lor \neg \left(t\_1 \leq 10^{+231}\right):\\
\;\;\;\;\mathsf{fma}\left(-9, \left(t \cdot z\right) \cdot y, \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) < -1.99999999999999989e66 or 1.0000000000000001e231 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) Initial program 90.0%
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-*.f6485.1
Applied rewrites85.1%
Applied rewrites86.3%
if -1.99999999999999989e66 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < 1.0000000000000001e231Initial program 99.2%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6485.1
Applied rewrites85.1%
Applied rewrites85.1%
Final simplification85.5%
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
(let* ((t_1 (* (* (* y 9.0) z) t)))
(if (or (<= t_1 -2e+66) (not (<= t_1 1e+231)))
(* (* (* t z) -9.0) y)
(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 <= -2e+66) || !(t_1 <= 1e+231)) {
tmp = ((t * z) * -9.0) * y;
} 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 <= -2e+66) || !(t_1 <= 1e+231)) tmp = Float64(Float64(Float64(t * z) * -9.0) * y); 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, -2e+66], N[Not[LessEqual[t$95$1, 1e+231]], $MachinePrecision]], N[(N[(N[(t * z), $MachinePrecision] * -9.0), $MachinePrecision] * y), $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 -2 \cdot 10^{+66} \lor \neg \left(t\_1 \leq 10^{+231}\right):\\
\;\;\;\;\left(\left(t \cdot z\right) \cdot -9\right) \cdot y\\
\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) < -1.99999999999999989e66 or 1.0000000000000001e231 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) Initial program 90.0%
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-*.f6485.1
Applied rewrites85.1%
Taylor expanded in y around inf
Applied rewrites86.2%
Taylor expanded in y around inf
Applied rewrites75.7%
if -1.99999999999999989e66 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < 1.0000000000000001e231Initial program 99.2%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6485.1
Applied rewrites85.1%
Applied rewrites85.1%
Final simplification81.5%
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
(let* ((t_1 (* (* (* y 9.0) z) t)))
(if (or (<= t_1 -2e+66) (not (<= t_1 2e+95)))
(* (* (* t z) -9.0) y)
(+ 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 <= -2e+66) || !(t_1 <= 2e+95)) {
tmp = ((t * z) * -9.0) * y;
} else {
tmp = x + x;
}
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.
real(8) function code(x, y, z, t, a, b)
real(8), intent (in) :: x
real(8), intent (in) :: y
real(8), intent (in) :: z
real(8), intent (in) :: t
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: t_1
real(8) :: tmp
t_1 = ((y * 9.0d0) * z) * t
if ((t_1 <= (-2d+66)) .or. (.not. (t_1 <= 2d+95))) then
tmp = ((t * z) * (-9.0d0)) * y
else
tmp = x + x
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 t_1 = ((y * 9.0) * z) * t;
double tmp;
if ((t_1 <= -2e+66) || !(t_1 <= 2e+95)) {
tmp = ((t * z) * -9.0) * y;
} else {
tmp = 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]) def code(x, y, z, t, a, b): t_1 = ((y * 9.0) * z) * t tmp = 0 if (t_1 <= -2e+66) or not (t_1 <= 2e+95): tmp = ((t * z) * -9.0) * y else: tmp = 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 <= -2e+66) || !(t_1 <= 2e+95)) tmp = Float64(Float64(Float64(t * z) * -9.0) * y); else tmp = Float64(x + x); 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)
t_1 = ((y * 9.0) * z) * t;
tmp = 0.0;
if ((t_1 <= -2e+66) || ~((t_1 <= 2e+95)))
tmp = ((t * z) * -9.0) * y;
else
tmp = x + x;
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_] := Block[{t$95$1 = N[(N[(N[(y * 9.0), $MachinePrecision] * z), $MachinePrecision] * t), $MachinePrecision]}, If[Or[LessEqual[t$95$1, -2e+66], N[Not[LessEqual[t$95$1, 2e+95]], $MachinePrecision]], N[(N[(N[(t * z), $MachinePrecision] * -9.0), $MachinePrecision] * y), $MachinePrecision], 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])\\
\\
\begin{array}{l}
t_1 := \left(\left(y \cdot 9\right) \cdot z\right) \cdot t\\
\mathbf{if}\;t\_1 \leq -2 \cdot 10^{+66} \lor \neg \left(t\_1 \leq 2 \cdot 10^{+95}\right):\\
\;\;\;\;\left(\left(t \cdot z\right) \cdot -9\right) \cdot y\\
\mathbf{else}:\\
\;\;\;\;x + x\\
\end{array}
\end{array}
if (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < -1.99999999999999989e66 or 2.00000000000000004e95 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) Initial program 91.7%
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-*.f6482.7
Applied rewrites82.7%
Taylor expanded in y around inf
Applied rewrites78.7%
Taylor expanded in y around inf
Applied rewrites66.7%
if -1.99999999999999989e66 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < 2.00000000000000004e95Initial program 99.1%
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 rewrites99.1%
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
associate-*l*N/A
*-commutativeN/A
lower-fma.f64N/A
lift-*.f64N/A
*-commutativeN/A
associate-*l*N/A
*-commutativeN/A
lift-*.f64N/A
lower-*.f6499.2
lift-fma.f64N/A
*-commutativeN/A
lower-fma.f6499.2
lift-*.f64N/A
*-commutativeN/A
lower-*.f6499.2
lift-*.f64N/A
*-commutativeN/A
lower-*.f6499.2
Applied rewrites99.2%
Taylor expanded in x around inf
lower-*.f6445.8
Applied rewrites45.8%
Applied rewrites45.8%
Final simplification55.4%
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 (if (<= (* (* y 9.0) z) 1e+182) (fma (* (* z y) t) -9.0 (+ (fma (* b a) 27.0 x) x)) (fma (* t z) (* -9.0 y) (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) <= 1e+182) {
tmp = fma(((z * y) * t), -9.0, (fma((b * a), 27.0, x) + x));
} else {
tmp = fma((t * z), (-9.0 * y), 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(y * 9.0) * z) <= 1e+182) tmp = fma(Float64(Float64(z * y) * t), -9.0, Float64(fma(Float64(b * a), 27.0, x) + x)); else tmp = fma(Float64(t * z), Float64(-9.0 * y), fma(Float64(b * 27.0), 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_] := If[LessEqual[N[(N[(y * 9.0), $MachinePrecision] * z), $MachinePrecision], 1e+182], N[(N[(N[(z * y), $MachinePrecision] * t), $MachinePrecision] * -9.0 + N[(N[(N[(b * a), $MachinePrecision] * 27.0 + x), $MachinePrecision] + x), $MachinePrecision]), $MachinePrecision], N[(N[(t * z), $MachinePrecision] * N[(-9.0 * y), $MachinePrecision] + N[(N[(b * 27.0), $MachinePrecision] * a + N[(x + 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 10^{+182}:\\
\;\;\;\;\mathsf{fma}\left(\left(z \cdot y\right) \cdot t, -9, \mathsf{fma}\left(b \cdot a, 27, x\right) + x\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(t \cdot z, -9 \cdot y, \mathsf{fma}\left(b \cdot 27, a, x + x\right)\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 y #s(literal 9 binary64)) z) < 1.0000000000000001e182Initial program 97.2%
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 rewrites93.4%
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
associate-*l*N/A
*-commutativeN/A
lower-fma.f64N/A
lift-*.f64N/A
*-commutativeN/A
associate-*l*N/A
*-commutativeN/A
lift-*.f64N/A
lower-*.f6497.2
lift-fma.f64N/A
*-commutativeN/A
lower-fma.f6497.2
lift-*.f64N/A
*-commutativeN/A
lower-*.f6497.2
lift-*.f64N/A
*-commutativeN/A
lower-*.f6497.2
Applied rewrites97.2%
lift-fma.f64N/A
lift-*.f64N/A
associate-*r*N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
count-2-revN/A
associate-+r+N/A
lower-+.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lower-fma.f6497.2
Applied rewrites97.2%
if 1.0000000000000001e182 < (*.f64 (*.f64 y #s(literal 9 binary64)) z) Initial program 86.0%
lift-+.f64N/A
lift--.f64N/A
lift-*.f64N/A
fp-cancel-sub-sign-invN/A
+-commutativeN/A
associate-+l+N/A
lift-*.f64N/A
distribute-lft-neg-inN/A
associate-*r*N/A
*-commutativeN/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites94.4%
lift-*.f64N/A
count-2-revN/A
lower-+.f6494.4
Applied rewrites94.4%
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 (if (<= y -6.8e-34) (fma (* t z) (* -9.0 y) (fma (* b 27.0) a (+ x x))) (fma (* (* -9.0 y) t) z (+ (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 <= -6.8e-34) {
tmp = fma((t * z), (-9.0 * y), fma((b * 27.0), a, (x + x)));
} else {
tmp = fma(((-9.0 * y) * t), z, (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 (y <= -6.8e-34) tmp = fma(Float64(t * z), Float64(-9.0 * y), fma(Float64(b * 27.0), a, Float64(x + x))); else tmp = fma(Float64(Float64(-9.0 * y) * t), z, 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[y, -6.8e-34], N[(N[(t * z), $MachinePrecision] * N[(-9.0 * y), $MachinePrecision] + N[(N[(b * 27.0), $MachinePrecision] * a + N[(x + x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[(-9.0 * y), $MachinePrecision] * t), $MachinePrecision] * z + N[(N[(27.0 * N[(a * b), $MachinePrecision] + 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])\\
\\
\begin{array}{l}
\mathbf{if}\;y \leq -6.8 \cdot 10^{-34}:\\
\;\;\;\;\mathsf{fma}\left(t \cdot z, -9 \cdot y, \mathsf{fma}\left(b \cdot 27, a, x + x\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(-9 \cdot y\right) \cdot t, z, \mathsf{fma}\left(27, a \cdot b, x\right) + x\right)\\
\end{array}
\end{array}
if y < -6.8000000000000001e-34Initial program 95.9%
lift-+.f64N/A
lift--.f64N/A
lift-*.f64N/A
fp-cancel-sub-sign-invN/A
+-commutativeN/A
associate-+l+N/A
lift-*.f64N/A
distribute-lft-neg-inN/A
associate-*r*N/A
*-commutativeN/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites97.2%
lift-*.f64N/A
count-2-revN/A
lower-+.f6497.2
Applied rewrites97.2%
if -6.8000000000000001e-34 < y Initial program 95.6%
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 rewrites92.0%
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
associate-*l*N/A
*-commutativeN/A
lower-fma.f64N/A
lift-*.f64N/A
*-commutativeN/A
associate-*l*N/A
*-commutativeN/A
lift-*.f64N/A
lower-*.f6495.6
lift-fma.f64N/A
*-commutativeN/A
lower-fma.f6495.6
lift-*.f64N/A
*-commutativeN/A
lower-*.f6495.6
lift-*.f64N/A
*-commutativeN/A
lower-*.f6495.6
Applied rewrites95.6%
lift-fma.f64N/A
lift-*.f64N/A
associate-*r*N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
count-2-revN/A
associate-+r+N/A
lower-+.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
lower-fma.f6495.6
Applied rewrites95.6%
lift-fma.f64N/A
*-commutativeN/A
lift-*.f64N/A
associate-*r*N/A
lift-*.f64N/A
*-commutativeN/A
associate-*l*N/A
lift-*.f64N/A
associate-*l*N/A
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f6496.7
lift-fma.f64N/A
*-commutativeN/A
lower-fma.f6496.7
lift-*.f64N/A
*-commutativeN/A
lower-*.f6496.7
Applied rewrites96.7%
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 5.8e+101) (fma (* t z) (* -9.0 y) (fma (* b 27.0) 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 tmp;
if (z <= 5.8e+101) {
tmp = fma((t * z), (-9.0 * y), fma((b * 27.0), 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) tmp = 0.0 if (z <= 5.8e+101) tmp = fma(Float64(t * z), Float64(-9.0 * y), fma(Float64(b * 27.0), 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_] := If[LessEqual[z, 5.8e+101], N[(N[(t * z), $MachinePrecision] * N[(-9.0 * y), $MachinePrecision] + N[(N[(b * 27.0), $MachinePrecision] * a + N[(x + x), $MachinePrecision]), $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}
\mathbf{if}\;z \leq 5.8 \cdot 10^{+101}:\\
\;\;\;\;\mathsf{fma}\left(t \cdot z, -9 \cdot y, \mathsf{fma}\left(b \cdot 27, a, x + x\right)\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 z < 5.79999999999999974e101Initial program 95.7%
lift-+.f64N/A
lift--.f64N/A
lift-*.f64N/A
fp-cancel-sub-sign-invN/A
+-commutativeN/A
associate-+l+N/A
lift-*.f64N/A
distribute-lft-neg-inN/A
associate-*r*N/A
*-commutativeN/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites96.1%
lift-*.f64N/A
count-2-revN/A
lower-+.f6496.1
Applied rewrites96.1%
if 5.79999999999999974e101 < z Initial program 95.8%
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-*.f6464.2
Applied rewrites64.2%
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 (+ 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.
real(8) function code(x, y, z, t, a, b)
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 95.7%
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 rewrites93.5%
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
associate-*l*N/A
*-commutativeN/A
lower-fma.f64N/A
lift-*.f64N/A
*-commutativeN/A
associate-*l*N/A
*-commutativeN/A
lift-*.f64N/A
lower-*.f6495.7
lift-fma.f64N/A
*-commutativeN/A
lower-fma.f6495.7
lift-*.f64N/A
*-commutativeN/A
lower-*.f6495.7
lift-*.f64N/A
*-commutativeN/A
lower-*.f6495.7
Applied rewrites95.7%
Taylor expanded in x around inf
lower-*.f6429.8
Applied rewrites29.8%
Applied rewrites29.8%
(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;
}
real(8) function code(x, y, z, t, a, b)
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 2024338
(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)))