
(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 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);
}
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
(let* ((t_1 (fma (* b 27.0) a (* 2.0 x))))
(if (<= z 1.25e-69)
(fma (* t z) (* -9.0 y) t_1)
(fma (* t y) (* -9.0 z) t_1))))assert(x < y && y < z && z < t && t < a && a < b);
assert(x < y && y < z && z < t && t < a && a < b);
double code(double x, double y, double z, double t, double a, double b) {
double t_1 = fma((b * 27.0), a, (2.0 * x));
double tmp;
if (z <= 1.25e-69) {
tmp = fma((t * z), (-9.0 * y), t_1);
} else {
tmp = fma((t * y), (-9.0 * z), t_1);
}
return tmp;
}
x, y, z, t, a, b = sort([x, y, z, t, a, b]) x, y, z, t, a, b = sort([x, y, z, t, a, b]) function code(x, y, z, t, a, b) t_1 = fma(Float64(b * 27.0), a, Float64(2.0 * x)) tmp = 0.0 if (z <= 1.25e-69) tmp = fma(Float64(t * z), Float64(-9.0 * y), t_1); else tmp = fma(Float64(t * y), Float64(-9.0 * z), t_1); end return tmp end
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
code[x_, y_, z_, t_, a_, b_] := Block[{t$95$1 = N[(N[(b * 27.0), $MachinePrecision] * a + N[(2.0 * x), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[z, 1.25e-69], N[(N[(t * z), $MachinePrecision] * N[(-9.0 * y), $MachinePrecision] + t$95$1), $MachinePrecision], N[(N[(t * y), $MachinePrecision] * N[(-9.0 * z), $MachinePrecision] + t$95$1), $MachinePrecision]]]
\begin{array}{l}
[x, y, z, t, a, b] = \mathsf{sort}([x, y, z, t, a, b])\\\\
[x, y, z, t, a, b] = \mathsf{sort}([x, y, z, t, a, b])\\
\\
\begin{array}{l}
t_1 := \mathsf{fma}\left(b \cdot 27, a, 2 \cdot x\right)\\
\mathbf{if}\;z \leq 1.25 \cdot 10^{-69}:\\
\;\;\;\;\mathsf{fma}\left(t \cdot z, -9 \cdot y, t\_1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(t \cdot y, -9 \cdot z, t\_1\right)\\
\end{array}
\end{array}
if z < 1.25000000000000008e-69Initial program 97.1%
lift-+.f64N/A
lift--.f64N/A
sub-negN/A
+-commutativeN/A
associate-+l+N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
*-commutativeN/A
distribute-rgt-neg-inN/A
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
distribute-lft-neg-inN/A
lower-*.f64N/A
metadata-evalN/A
Applied rewrites95.5%
if 1.25000000000000008e-69 < z Initial program 92.2%
lift-+.f64N/A
lift--.f64N/A
sub-negN/A
+-commutativeN/A
associate-+l+N/A
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
associate-*r*N/A
distribute-rgt-neg-inN/A
+-commutativeN/A
lower-fma.f64N/A
lower-*.f64N/A
distribute-lft-neg-inN/A
lower-*.f64N/A
metadata-evalN/A
Applied rewrites96.0%
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 (- (* x 2.0) (* (* (* y 9.0) z) t))))
(if (<= t_1 (- INFINITY))
(* (* (* -9.0 z) y) t)
(if (<= t_1 -2e+58)
(* 2.0 x)
(if (<= t_1 5e+154)
(* (* 27.0 b) a)
(if (or (<= t_1 1e+218) (not (<= t_1 4e+288)))
(* (* (* y z) -9.0) t)
(* 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 t_1 = (x * 2.0) - (((y * 9.0) * z) * t);
double tmp;
if (t_1 <= -((double) INFINITY)) {
tmp = ((-9.0 * z) * y) * t;
} else if (t_1 <= -2e+58) {
tmp = 2.0 * x;
} else if (t_1 <= 5e+154) {
tmp = (27.0 * b) * a;
} else if ((t_1 <= 1e+218) || !(t_1 <= 4e+288)) {
tmp = ((y * z) * -9.0) * t;
} else {
tmp = 2.0 * x;
}
return tmp;
}
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 = (x * 2.0) - (((y * 9.0) * z) * t);
double tmp;
if (t_1 <= -Double.POSITIVE_INFINITY) {
tmp = ((-9.0 * z) * y) * t;
} else if (t_1 <= -2e+58) {
tmp = 2.0 * x;
} else if (t_1 <= 5e+154) {
tmp = (27.0 * b) * a;
} else if ((t_1 <= 1e+218) || !(t_1 <= 4e+288)) {
tmp = ((y * z) * -9.0) * t;
} else {
tmp = 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]) def code(x, y, z, t, a, b): t_1 = (x * 2.0) - (((y * 9.0) * z) * t) tmp = 0 if t_1 <= -math.inf: tmp = ((-9.0 * z) * y) * t elif t_1 <= -2e+58: tmp = 2.0 * x elif t_1 <= 5e+154: tmp = (27.0 * b) * a elif (t_1 <= 1e+218) or not (t_1 <= 4e+288): tmp = ((y * z) * -9.0) * t else: tmp = 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) t_1 = Float64(Float64(x * 2.0) - Float64(Float64(Float64(y * 9.0) * z) * t)) tmp = 0.0 if (t_1 <= Float64(-Inf)) tmp = Float64(Float64(Float64(-9.0 * z) * y) * t); elseif (t_1 <= -2e+58) tmp = Float64(2.0 * x); elseif (t_1 <= 5e+154) tmp = Float64(Float64(27.0 * b) * a); elseif ((t_1 <= 1e+218) || !(t_1 <= 4e+288)) tmp = Float64(Float64(Float64(y * z) * -9.0) * t); else tmp = Float64(2.0 * 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 = (x * 2.0) - (((y * 9.0) * z) * t);
tmp = 0.0;
if (t_1 <= -Inf)
tmp = ((-9.0 * z) * y) * t;
elseif (t_1 <= -2e+58)
tmp = 2.0 * x;
elseif (t_1 <= 5e+154)
tmp = (27.0 * b) * a;
elseif ((t_1 <= 1e+218) || ~((t_1 <= 4e+288)))
tmp = ((y * z) * -9.0) * t;
else
tmp = 2.0 * 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[(x * 2.0), $MachinePrecision] - N[(N[(N[(y * 9.0), $MachinePrecision] * z), $MachinePrecision] * t), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$1, (-Infinity)], N[(N[(N[(-9.0 * z), $MachinePrecision] * y), $MachinePrecision] * t), $MachinePrecision], If[LessEqual[t$95$1, -2e+58], N[(2.0 * x), $MachinePrecision], If[LessEqual[t$95$1, 5e+154], N[(N[(27.0 * b), $MachinePrecision] * a), $MachinePrecision], If[Or[LessEqual[t$95$1, 1e+218], N[Not[LessEqual[t$95$1, 4e+288]], $MachinePrecision]], N[(N[(N[(y * z), $MachinePrecision] * -9.0), $MachinePrecision] * t), $MachinePrecision], N[(2.0 * 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 := x \cdot 2 - \left(\left(y \cdot 9\right) \cdot z\right) \cdot t\\
\mathbf{if}\;t\_1 \leq -\infty:\\
\;\;\;\;\left(\left(-9 \cdot z\right) \cdot y\right) \cdot t\\
\mathbf{elif}\;t\_1 \leq -2 \cdot 10^{+58}:\\
\;\;\;\;2 \cdot x\\
\mathbf{elif}\;t\_1 \leq 5 \cdot 10^{+154}:\\
\;\;\;\;\left(27 \cdot b\right) \cdot a\\
\mathbf{elif}\;t\_1 \leq 10^{+218} \lor \neg \left(t\_1 \leq 4 \cdot 10^{+288}\right):\\
\;\;\;\;\left(\left(y \cdot z\right) \cdot -9\right) \cdot t\\
\mathbf{else}:\\
\;\;\;\;2 \cdot x\\
\end{array}
\end{array}
if (-.f64 (*.f64 x #s(literal 2 binary64)) (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t)) < -inf.0Initial program 86.9%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6415.1
Applied rewrites15.1%
Taylor expanded in t around inf
cancel-sign-sub-invN/A
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites83.3%
Taylor expanded in y around inf
Applied rewrites87.1%
Applied rewrites87.1%
if -inf.0 < (-.f64 (*.f64 x #s(literal 2 binary64)) (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t)) < -1.99999999999999989e58 or 1.00000000000000008e218 < (-.f64 (*.f64 x #s(literal 2 binary64)) (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t)) < 4e288Initial program 99.9%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6480.6
Applied rewrites80.6%
Taylor expanded in t around inf
cancel-sign-sub-invN/A
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites75.4%
Taylor expanded in x around inf
Applied rewrites62.5%
if -1.99999999999999989e58 < (-.f64 (*.f64 x #s(literal 2 binary64)) (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t)) < 5.00000000000000004e154Initial program 98.6%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6484.8
Applied rewrites84.8%
Applied rewrites84.8%
Taylor expanded in x around 0
Applied rewrites63.9%
Taylor expanded in x around 0
Applied rewrites63.9%
if 5.00000000000000004e154 < (-.f64 (*.f64 x #s(literal 2 binary64)) (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t)) < 1.00000000000000008e218 or 4e288 < (-.f64 (*.f64 x #s(literal 2 binary64)) (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t)) Initial program 88.4%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6436.2
Applied rewrites36.2%
Taylor expanded in t around inf
cancel-sign-sub-invN/A
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites86.4%
Taylor expanded in y around inf
Applied rewrites68.2%
Final simplification67.0%
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 (* (* (* -9.0 z) y) t)) (t_2 (- (* x 2.0) (* (* (* y 9.0) z) t))))
(if (<= t_2 (- INFINITY))
t_1
(if (<= t_2 -2e+58)
(* 2.0 x)
(if (<= t_2 5e+154)
(* (* 27.0 b) a)
(if (or (<= t_2 1e+218) (not (<= t_2 4e+288))) t_1 (* 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 t_1 = ((-9.0 * z) * y) * t;
double t_2 = (x * 2.0) - (((y * 9.0) * z) * t);
double tmp;
if (t_2 <= -((double) INFINITY)) {
tmp = t_1;
} else if (t_2 <= -2e+58) {
tmp = 2.0 * x;
} else if (t_2 <= 5e+154) {
tmp = (27.0 * b) * a;
} else if ((t_2 <= 1e+218) || !(t_2 <= 4e+288)) {
tmp = t_1;
} else {
tmp = 2.0 * x;
}
return tmp;
}
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 = ((-9.0 * z) * y) * t;
double t_2 = (x * 2.0) - (((y * 9.0) * z) * t);
double tmp;
if (t_2 <= -Double.POSITIVE_INFINITY) {
tmp = t_1;
} else if (t_2 <= -2e+58) {
tmp = 2.0 * x;
} else if (t_2 <= 5e+154) {
tmp = (27.0 * b) * a;
} else if ((t_2 <= 1e+218) || !(t_2 <= 4e+288)) {
tmp = t_1;
} else {
tmp = 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]) def code(x, y, z, t, a, b): t_1 = ((-9.0 * z) * y) * t t_2 = (x * 2.0) - (((y * 9.0) * z) * t) tmp = 0 if t_2 <= -math.inf: tmp = t_1 elif t_2 <= -2e+58: tmp = 2.0 * x elif t_2 <= 5e+154: tmp = (27.0 * b) * a elif (t_2 <= 1e+218) or not (t_2 <= 4e+288): tmp = t_1 else: tmp = 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) t_1 = Float64(Float64(Float64(-9.0 * z) * y) * t) t_2 = Float64(Float64(x * 2.0) - Float64(Float64(Float64(y * 9.0) * z) * t)) tmp = 0.0 if (t_2 <= Float64(-Inf)) tmp = t_1; elseif (t_2 <= -2e+58) tmp = Float64(2.0 * x); elseif (t_2 <= 5e+154) tmp = Float64(Float64(27.0 * b) * a); elseif ((t_2 <= 1e+218) || !(t_2 <= 4e+288)) tmp = t_1; else tmp = Float64(2.0 * 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 = ((-9.0 * z) * y) * t;
t_2 = (x * 2.0) - (((y * 9.0) * z) * t);
tmp = 0.0;
if (t_2 <= -Inf)
tmp = t_1;
elseif (t_2 <= -2e+58)
tmp = 2.0 * x;
elseif (t_2 <= 5e+154)
tmp = (27.0 * b) * a;
elseif ((t_2 <= 1e+218) || ~((t_2 <= 4e+288)))
tmp = t_1;
else
tmp = 2.0 * 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[(-9.0 * z), $MachinePrecision] * y), $MachinePrecision] * t), $MachinePrecision]}, Block[{t$95$2 = N[(N[(x * 2.0), $MachinePrecision] - N[(N[(N[(y * 9.0), $MachinePrecision] * z), $MachinePrecision] * t), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$2, (-Infinity)], t$95$1, If[LessEqual[t$95$2, -2e+58], N[(2.0 * x), $MachinePrecision], If[LessEqual[t$95$2, 5e+154], N[(N[(27.0 * b), $MachinePrecision] * a), $MachinePrecision], If[Or[LessEqual[t$95$2, 1e+218], N[Not[LessEqual[t$95$2, 4e+288]], $MachinePrecision]], t$95$1, N[(2.0 * 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(-9 \cdot z\right) \cdot y\right) \cdot t\\
t_2 := x \cdot 2 - \left(\left(y \cdot 9\right) \cdot z\right) \cdot t\\
\mathbf{if}\;t\_2 \leq -\infty:\\
\;\;\;\;t\_1\\
\mathbf{elif}\;t\_2 \leq -2 \cdot 10^{+58}:\\
\;\;\;\;2 \cdot x\\
\mathbf{elif}\;t\_2 \leq 5 \cdot 10^{+154}:\\
\;\;\;\;\left(27 \cdot b\right) \cdot a\\
\mathbf{elif}\;t\_2 \leq 10^{+218} \lor \neg \left(t\_2 \leq 4 \cdot 10^{+288}\right):\\
\;\;\;\;t\_1\\
\mathbf{else}:\\
\;\;\;\;2 \cdot x\\
\end{array}
\end{array}
if (-.f64 (*.f64 x #s(literal 2 binary64)) (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t)) < -inf.0 or 5.00000000000000004e154 < (-.f64 (*.f64 x #s(literal 2 binary64)) (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t)) < 1.00000000000000008e218 or 4e288 < (-.f64 (*.f64 x #s(literal 2 binary64)) (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t)) Initial program 87.8%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6428.4
Applied rewrites28.4%
Taylor expanded in t around inf
cancel-sign-sub-invN/A
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites85.3%
Taylor expanded in y around inf
Applied rewrites75.2%
Applied rewrites75.1%
if -inf.0 < (-.f64 (*.f64 x #s(literal 2 binary64)) (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t)) < -1.99999999999999989e58 or 1.00000000000000008e218 < (-.f64 (*.f64 x #s(literal 2 binary64)) (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t)) < 4e288Initial program 99.9%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6480.6
Applied rewrites80.6%
Taylor expanded in t around inf
cancel-sign-sub-invN/A
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites75.4%
Taylor expanded in x around inf
Applied rewrites62.5%
if -1.99999999999999989e58 < (-.f64 (*.f64 x #s(literal 2 binary64)) (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t)) < 5.00000000000000004e154Initial program 98.6%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6484.8
Applied rewrites84.8%
Applied rewrites84.8%
Taylor expanded in x around 0
Applied rewrites63.9%
Taylor expanded in x around 0
Applied rewrites63.9%
Final simplification67.0%
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 (* (* (* -9.0 z) y) t)) (t_2 (- (* x 2.0) (* (* (* y 9.0) z) t))))
(if (<= t_2 (- INFINITY))
t_1
(if (<= t_2 -2e+58)
(* 2.0 x)
(if (<= t_2 5e+154)
(* (* 27.0 b) a)
(if (<= t_2 1e+218)
(* (* (* y -9.0) z) t)
(if (<= t_2 4e+288) (* 2.0 x) t_1)))))))assert(x < y && y < z && z < t && t < a && a < b);
assert(x < y && y < z && z < t && t < a && a < b);
double code(double x, double y, double z, double t, double a, double b) {
double t_1 = ((-9.0 * z) * y) * t;
double t_2 = (x * 2.0) - (((y * 9.0) * z) * t);
double tmp;
if (t_2 <= -((double) INFINITY)) {
tmp = t_1;
} else if (t_2 <= -2e+58) {
tmp = 2.0 * x;
} else if (t_2 <= 5e+154) {
tmp = (27.0 * b) * a;
} else if (t_2 <= 1e+218) {
tmp = ((y * -9.0) * z) * t;
} else if (t_2 <= 4e+288) {
tmp = 2.0 * x;
} else {
tmp = t_1;
}
return tmp;
}
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 = ((-9.0 * z) * y) * t;
double t_2 = (x * 2.0) - (((y * 9.0) * z) * t);
double tmp;
if (t_2 <= -Double.POSITIVE_INFINITY) {
tmp = t_1;
} else if (t_2 <= -2e+58) {
tmp = 2.0 * x;
} else if (t_2 <= 5e+154) {
tmp = (27.0 * b) * a;
} else if (t_2 <= 1e+218) {
tmp = ((y * -9.0) * z) * t;
} else if (t_2 <= 4e+288) {
tmp = 2.0 * x;
} else {
tmp = t_1;
}
return tmp;
}
[x, y, z, t, a, b] = sort([x, y, z, t, a, b]) [x, y, z, t, a, b] = sort([x, y, z, t, a, b]) def code(x, y, z, t, a, b): t_1 = ((-9.0 * z) * y) * t t_2 = (x * 2.0) - (((y * 9.0) * z) * t) tmp = 0 if t_2 <= -math.inf: tmp = t_1 elif t_2 <= -2e+58: tmp = 2.0 * x elif t_2 <= 5e+154: tmp = (27.0 * b) * a elif t_2 <= 1e+218: tmp = ((y * -9.0) * z) * t elif t_2 <= 4e+288: tmp = 2.0 * x else: tmp = t_1 return tmp
x, y, z, t, a, b = sort([x, y, z, t, a, b]) x, y, z, t, a, b = sort([x, y, z, t, a, b]) function code(x, y, z, t, a, b) t_1 = Float64(Float64(Float64(-9.0 * z) * y) * t) t_2 = Float64(Float64(x * 2.0) - Float64(Float64(Float64(y * 9.0) * z) * t)) tmp = 0.0 if (t_2 <= Float64(-Inf)) tmp = t_1; elseif (t_2 <= -2e+58) tmp = Float64(2.0 * x); elseif (t_2 <= 5e+154) tmp = Float64(Float64(27.0 * b) * a); elseif (t_2 <= 1e+218) tmp = Float64(Float64(Float64(y * -9.0) * z) * t); elseif (t_2 <= 4e+288) tmp = Float64(2.0 * x); else tmp = t_1; 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 = ((-9.0 * z) * y) * t;
t_2 = (x * 2.0) - (((y * 9.0) * z) * t);
tmp = 0.0;
if (t_2 <= -Inf)
tmp = t_1;
elseif (t_2 <= -2e+58)
tmp = 2.0 * x;
elseif (t_2 <= 5e+154)
tmp = (27.0 * b) * a;
elseif (t_2 <= 1e+218)
tmp = ((y * -9.0) * z) * t;
elseif (t_2 <= 4e+288)
tmp = 2.0 * x;
else
tmp = t_1;
end
tmp_2 = tmp;
end
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
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[(-9.0 * z), $MachinePrecision] * y), $MachinePrecision] * t), $MachinePrecision]}, Block[{t$95$2 = N[(N[(x * 2.0), $MachinePrecision] - N[(N[(N[(y * 9.0), $MachinePrecision] * z), $MachinePrecision] * t), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$2, (-Infinity)], t$95$1, If[LessEqual[t$95$2, -2e+58], N[(2.0 * x), $MachinePrecision], If[LessEqual[t$95$2, 5e+154], N[(N[(27.0 * b), $MachinePrecision] * a), $MachinePrecision], If[LessEqual[t$95$2, 1e+218], N[(N[(N[(y * -9.0), $MachinePrecision] * z), $MachinePrecision] * t), $MachinePrecision], If[LessEqual[t$95$2, 4e+288], N[(2.0 * x), $MachinePrecision], t$95$1]]]]]]]
\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(-9 \cdot z\right) \cdot y\right) \cdot t\\
t_2 := x \cdot 2 - \left(\left(y \cdot 9\right) \cdot z\right) \cdot t\\
\mathbf{if}\;t\_2 \leq -\infty:\\
\;\;\;\;t\_1\\
\mathbf{elif}\;t\_2 \leq -2 \cdot 10^{+58}:\\
\;\;\;\;2 \cdot x\\
\mathbf{elif}\;t\_2 \leq 5 \cdot 10^{+154}:\\
\;\;\;\;\left(27 \cdot b\right) \cdot a\\
\mathbf{elif}\;t\_2 \leq 10^{+218}:\\
\;\;\;\;\left(\left(y \cdot -9\right) \cdot z\right) \cdot t\\
\mathbf{elif}\;t\_2 \leq 4 \cdot 10^{+288}:\\
\;\;\;\;2 \cdot x\\
\mathbf{else}:\\
\;\;\;\;t\_1\\
\end{array}
\end{array}
if (-.f64 (*.f64 x #s(literal 2 binary64)) (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t)) < -inf.0 or 4e288 < (-.f64 (*.f64 x #s(literal 2 binary64)) (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t)) Initial program 83.4%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6421.7
Applied rewrites21.7%
Taylor expanded in t around inf
cancel-sign-sub-invN/A
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites83.3%
Taylor expanded in y around inf
Applied rewrites83.5%
Applied rewrites83.5%
if -inf.0 < (-.f64 (*.f64 x #s(literal 2 binary64)) (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t)) < -1.99999999999999989e58 or 1.00000000000000008e218 < (-.f64 (*.f64 x #s(literal 2 binary64)) (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t)) < 4e288Initial program 99.9%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6480.6
Applied rewrites80.6%
Taylor expanded in t around inf
cancel-sign-sub-invN/A
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites75.4%
Taylor expanded in x around inf
Applied rewrites62.5%
if -1.99999999999999989e58 < (-.f64 (*.f64 x #s(literal 2 binary64)) (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t)) < 5.00000000000000004e154Initial program 98.6%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6484.8
Applied rewrites84.8%
Applied rewrites84.8%
Taylor expanded in x around 0
Applied rewrites63.9%
Taylor expanded in x around 0
Applied rewrites63.9%
if 5.00000000000000004e154 < (-.f64 (*.f64 x #s(literal 2 binary64)) (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t)) < 1.00000000000000008e218Initial program 99.6%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6446.2
Applied rewrites46.2%
Taylor expanded in t around inf
cancel-sign-sub-invN/A
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites90.6%
Taylor expanded in y around inf
Applied rewrites52.8%
Applied rewrites52.7%
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 (<= t_1 -5e+142)
(fma -9.0 (* (* z y) t) (* (* b a) 27.0))
(if (<= t_1 4e+223)
(fma 2.0 x (* (* 27.0 b) a))
(fma (* t z) (* -9.0 y) (* (* 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) {
double t_1 = ((y * 9.0) * z) * t;
double tmp;
if (t_1 <= -5e+142) {
tmp = fma(-9.0, ((z * y) * t), ((b * a) * 27.0));
} else if (t_1 <= 4e+223) {
tmp = fma(2.0, x, ((27.0 * b) * a));
} else {
tmp = fma((t * z), (-9.0 * y), ((a * b) * 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 <= -5e+142) tmp = fma(-9.0, Float64(Float64(z * y) * t), Float64(Float64(b * a) * 27.0)); elseif (t_1 <= 4e+223) tmp = fma(2.0, x, Float64(Float64(27.0 * b) * a)); else tmp = fma(Float64(t * z), Float64(-9.0 * y), Float64(Float64(a * b) * 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, -5e+142], N[(-9.0 * N[(N[(z * y), $MachinePrecision] * t), $MachinePrecision] + N[(N[(b * a), $MachinePrecision] * 27.0), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$1, 4e+223], N[(2.0 * x + N[(N[(27.0 * b), $MachinePrecision] * a), $MachinePrecision]), $MachinePrecision], N[(N[(t * z), $MachinePrecision] * N[(-9.0 * y), $MachinePrecision] + N[(N[(a * b), $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 -5 \cdot 10^{+142}:\\
\;\;\;\;\mathsf{fma}\left(-9, \left(z \cdot y\right) \cdot t, \left(b \cdot a\right) \cdot 27\right)\\
\mathbf{elif}\;t\_1 \leq 4 \cdot 10^{+223}:\\
\;\;\;\;\mathsf{fma}\left(2, x, \left(27 \cdot b\right) \cdot a\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(t \cdot z, -9 \cdot y, \left(a \cdot b\right) \cdot 27\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < -5.0000000000000001e142Initial program 88.5%
Taylor expanded in x around 0
cancel-sign-sub-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-*.f6482.3
Applied rewrites82.3%
if -5.0000000000000001e142 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < 4.00000000000000019e223Initial program 99.3%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6488.3
Applied rewrites88.3%
Applied rewrites88.3%
if 4.00000000000000019e223 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) Initial program 89.3%
lift-+.f64N/A
lift--.f64N/A
sub-negN/A
+-commutativeN/A
associate-+l+N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
*-commutativeN/A
distribute-rgt-neg-inN/A
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
distribute-lft-neg-inN/A
lower-*.f64N/A
metadata-evalN/A
Applied rewrites87.2%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f64N/A
lower-*.f6487.2
Applied rewrites87.2%
Final simplification86.9%
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 (<= t_1 -5e+142)
(fma -9.0 (* (* z y) t) (* (* b a) 27.0))
(if (<= t_1 5e+231)
(fma 2.0 x (* (* 27.0 b) a))
(fma (* t y) (* -9.0 z) (* (* 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) {
double t_1 = ((y * 9.0) * z) * t;
double tmp;
if (t_1 <= -5e+142) {
tmp = fma(-9.0, ((z * y) * t), ((b * a) * 27.0));
} else if (t_1 <= 5e+231) {
tmp = fma(2.0, x, ((27.0 * b) * a));
} else {
tmp = fma((t * y), (-9.0 * z), ((a * b) * 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 <= -5e+142) tmp = fma(-9.0, Float64(Float64(z * y) * t), Float64(Float64(b * a) * 27.0)); elseif (t_1 <= 5e+231) tmp = fma(2.0, x, Float64(Float64(27.0 * b) * a)); else tmp = fma(Float64(t * y), Float64(-9.0 * z), Float64(Float64(a * b) * 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, -5e+142], N[(-9.0 * N[(N[(z * y), $MachinePrecision] * t), $MachinePrecision] + N[(N[(b * a), $MachinePrecision] * 27.0), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$1, 5e+231], N[(2.0 * x + N[(N[(27.0 * b), $MachinePrecision] * a), $MachinePrecision]), $MachinePrecision], N[(N[(t * y), $MachinePrecision] * N[(-9.0 * z), $MachinePrecision] + N[(N[(a * b), $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 -5 \cdot 10^{+142}:\\
\;\;\;\;\mathsf{fma}\left(-9, \left(z \cdot y\right) \cdot t, \left(b \cdot a\right) \cdot 27\right)\\
\mathbf{elif}\;t\_1 \leq 5 \cdot 10^{+231}:\\
\;\;\;\;\mathsf{fma}\left(2, x, \left(27 \cdot b\right) \cdot a\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(t \cdot y, -9 \cdot z, \left(a \cdot b\right) \cdot 27\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < -5.0000000000000001e142Initial program 88.5%
Taylor expanded in x around 0
cancel-sign-sub-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-*.f6482.3
Applied rewrites82.3%
if -5.0000000000000001e142 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < 5.00000000000000028e231Initial program 99.3%
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%
if 5.00000000000000028e231 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) Initial program 88.6%
lift-+.f64N/A
lift--.f64N/A
sub-negN/A
+-commutativeN/A
associate-+l+N/A
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
associate-*r*N/A
distribute-rgt-neg-inN/A
+-commutativeN/A
lower-fma.f64N/A
lower-*.f64N/A
distribute-lft-neg-inN/A
lower-*.f64N/A
metadata-evalN/A
Applied rewrites94.2%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f64N/A
lower-*.f6494.2
Applied rewrites94.2%
Final simplification88.0%
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 -5e+142)
(fma -9.0 (* (* z y) t) (* (* b a) 27.0))
(if (<= t_1 5e+231)
(fma 2.0 x (* (* 27.0 b) a))
(* (* (* -9.0 z) 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 <= -5e+142) {
tmp = fma(-9.0, ((z * y) * t), ((b * a) * 27.0));
} else if (t_1 <= 5e+231) {
tmp = fma(2.0, x, ((27.0 * b) * a));
} else {
tmp = ((-9.0 * z) * 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 <= -5e+142) tmp = fma(-9.0, Float64(Float64(z * y) * t), Float64(Float64(b * a) * 27.0)); elseif (t_1 <= 5e+231) tmp = fma(2.0, x, Float64(Float64(27.0 * b) * a)); else tmp = Float64(Float64(Float64(-9.0 * z) * y) * t); end return tmp end
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
code[x_, y_, z_, t_, a_, b_] := Block[{t$95$1 = N[(N[(N[(y * 9.0), $MachinePrecision] * z), $MachinePrecision] * t), $MachinePrecision]}, If[LessEqual[t$95$1, -5e+142], N[(-9.0 * N[(N[(z * y), $MachinePrecision] * t), $MachinePrecision] + N[(N[(b * a), $MachinePrecision] * 27.0), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$1, 5e+231], N[(2.0 * x + N[(N[(27.0 * b), $MachinePrecision] * a), $MachinePrecision]), $MachinePrecision], N[(N[(N[(-9.0 * z), $MachinePrecision] * y), $MachinePrecision] * t), $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 -5 \cdot 10^{+142}:\\
\;\;\;\;\mathsf{fma}\left(-9, \left(z \cdot y\right) \cdot t, \left(b \cdot a\right) \cdot 27\right)\\
\mathbf{elif}\;t\_1 \leq 5 \cdot 10^{+231}:\\
\;\;\;\;\mathsf{fma}\left(2, x, \left(27 \cdot b\right) \cdot a\right)\\
\mathbf{else}:\\
\;\;\;\;\left(\left(-9 \cdot z\right) \cdot y\right) \cdot t\\
\end{array}
\end{array}
if (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < -5.0000000000000001e142Initial program 88.5%
Taylor expanded in x around 0
cancel-sign-sub-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-*.f6482.3
Applied rewrites82.3%
if -5.0000000000000001e142 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < 5.00000000000000028e231Initial program 99.3%
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%
if 5.00000000000000028e231 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) Initial program 88.6%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6410.6
Applied rewrites10.6%
Taylor expanded in t around inf
cancel-sign-sub-invN/A
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites85.7%
Taylor expanded in y around inf
Applied rewrites91.5%
Applied rewrites91.6%
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 -5e+142)
(* (* (* y z) -9.0) t)
(if (<= t_1 5e+231)
(fma 2.0 x (* (* 27.0 b) a))
(* (* (* -9.0 z) 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 <= -5e+142) {
tmp = ((y * z) * -9.0) * t;
} else if (t_1 <= 5e+231) {
tmp = fma(2.0, x, ((27.0 * b) * a));
} else {
tmp = ((-9.0 * z) * 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 <= -5e+142) tmp = Float64(Float64(Float64(y * z) * -9.0) * t); elseif (t_1 <= 5e+231) tmp = fma(2.0, x, Float64(Float64(27.0 * b) * a)); else tmp = Float64(Float64(Float64(-9.0 * z) * y) * t); end return tmp end
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
code[x_, y_, z_, t_, a_, b_] := Block[{t$95$1 = N[(N[(N[(y * 9.0), $MachinePrecision] * z), $MachinePrecision] * t), $MachinePrecision]}, If[LessEqual[t$95$1, -5e+142], N[(N[(N[(y * z), $MachinePrecision] * -9.0), $MachinePrecision] * t), $MachinePrecision], If[LessEqual[t$95$1, 5e+231], N[(2.0 * x + N[(N[(27.0 * b), $MachinePrecision] * a), $MachinePrecision]), $MachinePrecision], N[(N[(N[(-9.0 * z), $MachinePrecision] * y), $MachinePrecision] * t), $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 -5 \cdot 10^{+142}:\\
\;\;\;\;\left(\left(y \cdot z\right) \cdot -9\right) \cdot t\\
\mathbf{elif}\;t\_1 \leq 5 \cdot 10^{+231}:\\
\;\;\;\;\mathsf{fma}\left(2, x, \left(27 \cdot b\right) \cdot a\right)\\
\mathbf{else}:\\
\;\;\;\;\left(\left(-9 \cdot z\right) \cdot y\right) \cdot t\\
\end{array}
\end{array}
if (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < -5.0000000000000001e142Initial program 88.5%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6428.2
Applied rewrites28.2%
Taylor expanded in t around inf
cancel-sign-sub-invN/A
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites90.4%
Taylor expanded in y around inf
Applied rewrites76.4%
if -5.0000000000000001e142 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) < 5.00000000000000028e231Initial program 99.3%
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%
if 5.00000000000000028e231 < (*.f64 (*.f64 (*.f64 y #s(literal 9 binary64)) z) t) Initial program 88.6%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6410.6
Applied rewrites10.6%
Taylor expanded in t around inf
cancel-sign-sub-invN/A
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites85.7%
Taylor expanded in y around inf
Applied rewrites91.5%
Applied rewrites91.6%
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 (* (* a 27.0) b))) (if (or (<= t_1 -1e+117) (not (<= t_1 5e+49))) (* (* 27.0 b) a) (* 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 t_1 = (a * 27.0) * b;
double tmp;
if ((t_1 <= -1e+117) || !(t_1 <= 5e+49)) {
tmp = (27.0 * b) * a;
} else {
tmp = 2.0 * 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 = (a * 27.0d0) * b
if ((t_1 <= (-1d+117)) .or. (.not. (t_1 <= 5d+49))) then
tmp = (27.0d0 * b) * a
else
tmp = 2.0d0 * 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 = (a * 27.0) * b;
double tmp;
if ((t_1 <= -1e+117) || !(t_1 <= 5e+49)) {
tmp = (27.0 * b) * a;
} else {
tmp = 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]) def code(x, y, z, t, a, b): t_1 = (a * 27.0) * b tmp = 0 if (t_1 <= -1e+117) or not (t_1 <= 5e+49): tmp = (27.0 * b) * a else: tmp = 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) t_1 = Float64(Float64(a * 27.0) * b) tmp = 0.0 if ((t_1 <= -1e+117) || !(t_1 <= 5e+49)) tmp = Float64(Float64(27.0 * b) * a); else tmp = Float64(2.0 * 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 = (a * 27.0) * b;
tmp = 0.0;
if ((t_1 <= -1e+117) || ~((t_1 <= 5e+49)))
tmp = (27.0 * b) * a;
else
tmp = 2.0 * 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[(a * 27.0), $MachinePrecision] * b), $MachinePrecision]}, If[Or[LessEqual[t$95$1, -1e+117], N[Not[LessEqual[t$95$1, 5e+49]], $MachinePrecision]], N[(N[(27.0 * b), $MachinePrecision] * a), $MachinePrecision], N[(2.0 * 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(a \cdot 27\right) \cdot b\\
\mathbf{if}\;t\_1 \leq -1 \cdot 10^{+117} \lor \neg \left(t\_1 \leq 5 \cdot 10^{+49}\right):\\
\;\;\;\;\left(27 \cdot b\right) \cdot a\\
\mathbf{else}:\\
\;\;\;\;2 \cdot x\\
\end{array}
\end{array}
if (*.f64 (*.f64 a #s(literal 27 binary64)) b) < -1.00000000000000005e117 or 5.0000000000000004e49 < (*.f64 (*.f64 a #s(literal 27 binary64)) b) Initial program 94.2%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6479.5
Applied rewrites79.5%
Applied rewrites79.5%
Taylor expanded in x around 0
Applied rewrites68.5%
Taylor expanded in x around 0
Applied rewrites68.5%
if -1.00000000000000005e117 < (*.f64 (*.f64 a #s(literal 27 binary64)) b) < 5.0000000000000004e49Initial program 96.6%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6455.5
Applied rewrites55.5%
Taylor expanded in t around inf
cancel-sign-sub-invN/A
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites82.6%
Taylor expanded in x around inf
Applied rewrites45.9%
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 (let* ((t_1 (* (* a 27.0) b))) (if (or (<= t_1 -1e+117) (not (<= t_1 5e+49))) (* (* 27.0 a) b) (* 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 t_1 = (a * 27.0) * b;
double tmp;
if ((t_1 <= -1e+117) || !(t_1 <= 5e+49)) {
tmp = (27.0 * a) * b;
} else {
tmp = 2.0 * 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 = (a * 27.0d0) * b
if ((t_1 <= (-1d+117)) .or. (.not. (t_1 <= 5d+49))) then
tmp = (27.0d0 * a) * b
else
tmp = 2.0d0 * 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 = (a * 27.0) * b;
double tmp;
if ((t_1 <= -1e+117) || !(t_1 <= 5e+49)) {
tmp = (27.0 * a) * b;
} else {
tmp = 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]) def code(x, y, z, t, a, b): t_1 = (a * 27.0) * b tmp = 0 if (t_1 <= -1e+117) or not (t_1 <= 5e+49): tmp = (27.0 * a) * b else: tmp = 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) t_1 = Float64(Float64(a * 27.0) * b) tmp = 0.0 if ((t_1 <= -1e+117) || !(t_1 <= 5e+49)) tmp = Float64(Float64(27.0 * a) * b); else tmp = Float64(2.0 * 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 = (a * 27.0) * b;
tmp = 0.0;
if ((t_1 <= -1e+117) || ~((t_1 <= 5e+49)))
tmp = (27.0 * a) * b;
else
tmp = 2.0 * 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[(a * 27.0), $MachinePrecision] * b), $MachinePrecision]}, If[Or[LessEqual[t$95$1, -1e+117], N[Not[LessEqual[t$95$1, 5e+49]], $MachinePrecision]], N[(N[(27.0 * a), $MachinePrecision] * b), $MachinePrecision], N[(2.0 * 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(a \cdot 27\right) \cdot b\\
\mathbf{if}\;t\_1 \leq -1 \cdot 10^{+117} \lor \neg \left(t\_1 \leq 5 \cdot 10^{+49}\right):\\
\;\;\;\;\left(27 \cdot a\right) \cdot b\\
\mathbf{else}:\\
\;\;\;\;2 \cdot x\\
\end{array}
\end{array}
if (*.f64 (*.f64 a #s(literal 27 binary64)) b) < -1.00000000000000005e117 or 5.0000000000000004e49 < (*.f64 (*.f64 a #s(literal 27 binary64)) b) Initial program 94.2%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6479.5
Applied rewrites79.5%
Applied rewrites79.5%
Taylor expanded in x around 0
Applied rewrites68.5%
Applied rewrites68.6%
if -1.00000000000000005e117 < (*.f64 (*.f64 a #s(literal 27 binary64)) b) < 5.0000000000000004e49Initial program 96.6%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6455.5
Applied rewrites55.5%
Taylor expanded in t around inf
cancel-sign-sub-invN/A
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites82.6%
Taylor expanded in x around inf
Applied rewrites45.9%
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
(let* ((t_1 (fma (* b 27.0) a (* 2.0 x))))
(if (<= z 1e-69)
(fma y (* (* -9.0 z) t) t_1)
(fma (* t y) (* -9.0 z) t_1))))assert(x < y && y < z && z < t && t < a && a < b);
assert(x < y && y < z && z < t && t < a && a < b);
double code(double x, double y, double z, double t, double a, double b) {
double t_1 = fma((b * 27.0), a, (2.0 * x));
double tmp;
if (z <= 1e-69) {
tmp = fma(y, ((-9.0 * z) * t), t_1);
} else {
tmp = fma((t * y), (-9.0 * z), t_1);
}
return tmp;
}
x, y, z, t, a, b = sort([x, y, z, t, a, b]) x, y, z, t, a, b = sort([x, y, z, t, a, b]) function code(x, y, z, t, a, b) t_1 = fma(Float64(b * 27.0), a, Float64(2.0 * x)) tmp = 0.0 if (z <= 1e-69) tmp = fma(y, Float64(Float64(-9.0 * z) * t), t_1); else tmp = fma(Float64(t * y), Float64(-9.0 * z), t_1); end return tmp end
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
NOTE: x, y, z, t, a, and b should be sorted in increasing order before calling this function.
code[x_, y_, z_, t_, a_, b_] := Block[{t$95$1 = N[(N[(b * 27.0), $MachinePrecision] * a + N[(2.0 * x), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[z, 1e-69], N[(y * N[(N[(-9.0 * z), $MachinePrecision] * t), $MachinePrecision] + t$95$1), $MachinePrecision], N[(N[(t * y), $MachinePrecision] * N[(-9.0 * z), $MachinePrecision] + t$95$1), $MachinePrecision]]]
\begin{array}{l}
[x, y, z, t, a, b] = \mathsf{sort}([x, y, z, t, a, b])\\\\
[x, y, z, t, a, b] = \mathsf{sort}([x, y, z, t, a, b])\\
\\
\begin{array}{l}
t_1 := \mathsf{fma}\left(b \cdot 27, a, 2 \cdot x\right)\\
\mathbf{if}\;z \leq 10^{-69}:\\
\;\;\;\;\mathsf{fma}\left(y, \left(-9 \cdot z\right) \cdot t, t\_1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(t \cdot y, -9 \cdot z, t\_1\right)\\
\end{array}
\end{array}
if z < 9.9999999999999996e-70Initial program 97.1%
lift-+.f64N/A
lift--.f64N/A
sub-negN/A
+-commutativeN/A
associate-+l+N/A
lift-*.f64N/A
distribute-lft-neg-inN/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
lower-*.f64N/A
distribute-lft-neg-inN/A
lower-*.f64N/A
metadata-evalN/A
Applied rewrites95.4%
if 9.9999999999999996e-70 < z Initial program 92.2%
lift-+.f64N/A
lift--.f64N/A
sub-negN/A
+-commutativeN/A
associate-+l+N/A
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
associate-*r*N/A
distribute-rgt-neg-inN/A
+-commutativeN/A
lower-fma.f64N/A
lower-*.f64N/A
distribute-lft-neg-inN/A
lower-*.f64N/A
metadata-evalN/A
Applied rewrites96.0%
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 (if (<= z 2e-112) (fma y (* (* -9.0 z) t) (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 (z <= 2e-112) {
tmp = fma(y, ((-9.0 * z) * t), 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 (z <= 2e-112) tmp = fma(y, Float64(Float64(-9.0 * z) * t), 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[z, 2e-112], N[(y * N[(N[(-9.0 * z), $MachinePrecision] * t), $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}\;z \leq 2 \cdot 10^{-112}:\\
\;\;\;\;\mathsf{fma}\left(y, \left(-9 \cdot z\right) \cdot t, \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 z < 1.9999999999999999e-112Initial program 97.0%
lift-+.f64N/A
lift--.f64N/A
sub-negN/A
+-commutativeN/A
associate-+l+N/A
lift-*.f64N/A
distribute-lft-neg-inN/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
lower-*.f64N/A
distribute-lft-neg-inN/A
lower-*.f64N/A
metadata-evalN/A
Applied rewrites95.2%
if 1.9999999999999999e-112 < z Initial program 92.9%
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
sub-negN/A
+-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
distribute-lft-neg-inN/A
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
Applied rewrites96.4%
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 (<= z 9.5e+96) (fma y (* (* -9.0 z) t) (fma (* b 27.0) a (* 2.0 x))) (fma (* t y) (* -9.0 z) (* (* 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) {
double tmp;
if (z <= 9.5e+96) {
tmp = fma(y, ((-9.0 * z) * t), fma((b * 27.0), a, (2.0 * x)));
} else {
tmp = fma((t * y), (-9.0 * z), ((a * b) * 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 <= 9.5e+96) tmp = fma(y, Float64(Float64(-9.0 * z) * t), fma(Float64(b * 27.0), a, Float64(2.0 * x))); else tmp = fma(Float64(t * y), Float64(-9.0 * z), Float64(Float64(a * b) * 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, 9.5e+96], N[(y * N[(N[(-9.0 * z), $MachinePrecision] * t), $MachinePrecision] + N[(N[(b * 27.0), $MachinePrecision] * a + N[(2.0 * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(t * y), $MachinePrecision] * N[(-9.0 * z), $MachinePrecision] + N[(N[(a * b), $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 9.5 \cdot 10^{+96}:\\
\;\;\;\;\mathsf{fma}\left(y, \left(-9 \cdot z\right) \cdot t, \mathsf{fma}\left(b \cdot 27, a, 2 \cdot x\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(t \cdot y, -9 \cdot z, \left(a \cdot b\right) \cdot 27\right)\\
\end{array}
\end{array}
if z < 9.50000000000000089e96Initial program 96.6%
lift-+.f64N/A
lift--.f64N/A
sub-negN/A
+-commutativeN/A
associate-+l+N/A
lift-*.f64N/A
distribute-lft-neg-inN/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
lower-*.f64N/A
distribute-lft-neg-inN/A
lower-*.f64N/A
metadata-evalN/A
Applied rewrites95.7%
if 9.50000000000000089e96 < z Initial program 90.6%
lift-+.f64N/A
lift--.f64N/A
sub-negN/A
+-commutativeN/A
associate-+l+N/A
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
associate-*r*N/A
distribute-rgt-neg-inN/A
+-commutativeN/A
lower-fma.f64N/A
lower-*.f64N/A
distribute-lft-neg-inN/A
lower-*.f64N/A
metadata-evalN/A
Applied rewrites95.2%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f64N/A
lower-*.f6477.5
Applied rewrites77.5%
Final simplification92.7%
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 (* 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) {
return 2.0 * 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 = 2.0d0 * 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 2.0 * 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 2.0 * 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(2.0 * 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 = 2.0 * 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[(2.0 * 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])\\
\\
2 \cdot x
\end{array}
Initial program 95.6%
Taylor expanded in y around 0
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6465.6
Applied rewrites65.6%
Taylor expanded in t around inf
cancel-sign-sub-invN/A
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites82.2%
Taylor expanded in x around inf
Applied rewrites31.4%
(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 2024324
(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)))