
(FPCore (x y) :precision binary64 (exp (* (* x y) y)))
double code(double x, double y) {
return exp(((x * y) * y));
}
real(8) function code(x, y)
real(8), intent (in) :: x
real(8), intent (in) :: y
code = exp(((x * y) * y))
end function
public static double code(double x, double y) {
return Math.exp(((x * y) * y));
}
def code(x, y): return math.exp(((x * y) * y))
function code(x, y) return exp(Float64(Float64(x * y) * y)) end
function tmp = code(x, y) tmp = exp(((x * y) * y)); end
code[x_, y_] := N[Exp[N[(N[(x * y), $MachinePrecision] * y), $MachinePrecision]], $MachinePrecision]
\begin{array}{l}
\\
e^{\left(x \cdot y\right) \cdot y}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 16 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x y) :precision binary64 (exp (* (* x y) y)))
double code(double x, double y) {
return exp(((x * y) * y));
}
real(8) function code(x, y)
real(8), intent (in) :: x
real(8), intent (in) :: y
code = exp(((x * y) * y))
end function
public static double code(double x, double y) {
return Math.exp(((x * y) * y));
}
def code(x, y): return math.exp(((x * y) * y))
function code(x, y) return exp(Float64(Float64(x * y) * y)) end
function tmp = code(x, y) tmp = exp(((x * y) * y)); end
code[x_, y_] := N[Exp[N[(N[(x * y), $MachinePrecision] * y), $MachinePrecision]], $MachinePrecision]
\begin{array}{l}
\\
e^{\left(x \cdot y\right) \cdot y}
\end{array}
(FPCore (x y) :precision binary64 (exp (* y (* x y))))
double code(double x, double y) {
return exp((y * (x * y)));
}
real(8) function code(x, y)
real(8), intent (in) :: x
real(8), intent (in) :: y
code = exp((y * (x * y)))
end function
public static double code(double x, double y) {
return Math.exp((y * (x * y)));
}
def code(x, y): return math.exp((y * (x * y)))
function code(x, y) return exp(Float64(y * Float64(x * y))) end
function tmp = code(x, y) tmp = exp((y * (x * y))); end
code[x_, y_] := N[Exp[N[(y * N[(x * y), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]
\begin{array}{l}
\\
e^{y \cdot \left(x \cdot y\right)}
\end{array}
Initial program 100.0%
Final simplification100.0%
(FPCore (x y) :precision binary64 (if (<= (exp (* y (* x y))) 2.0) (fma (* x y) y 1.0) (* x (* x (* y (* y 0.5))))))
double code(double x, double y) {
double tmp;
if (exp((y * (x * y))) <= 2.0) {
tmp = fma((x * y), y, 1.0);
} else {
tmp = x * (x * (y * (y * 0.5)));
}
return tmp;
}
function code(x, y) tmp = 0.0 if (exp(Float64(y * Float64(x * y))) <= 2.0) tmp = fma(Float64(x * y), y, 1.0); else tmp = Float64(x * Float64(x * Float64(y * Float64(y * 0.5)))); end return tmp end
code[x_, y_] := If[LessEqual[N[Exp[N[(y * N[(x * y), $MachinePrecision]), $MachinePrecision]], $MachinePrecision], 2.0], N[(N[(x * y), $MachinePrecision] * y + 1.0), $MachinePrecision], N[(x * N[(x * N[(y * N[(y * 0.5), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;e^{y \cdot \left(x \cdot y\right)} \leq 2:\\
\;\;\;\;\mathsf{fma}\left(x \cdot y, y, 1\right)\\
\mathbf{else}:\\
\;\;\;\;x \cdot \left(x \cdot \left(y \cdot \left(y \cdot 0.5\right)\right)\right)\\
\end{array}
\end{array}
if (exp.f64 (*.f64 (*.f64 x y) y)) < 2Initial program 100.0%
Taylor expanded in x around 0
+-commutativeN/A
accelerator-lowering-fma.f64N/A
unpow2N/A
*-lowering-*.f6467.2
Simplified67.2%
associate-*r*N/A
accelerator-lowering-fma.f64N/A
*-lowering-*.f6467.2
Applied egg-rr67.2%
if 2 < (exp.f64 (*.f64 (*.f64 x y) y)) Initial program 100.0%
Applied egg-rr51.0%
Taylor expanded in x around 0
+-commutativeN/A
accelerator-lowering-fma.f64N/A
+-commutativeN/A
accelerator-lowering-fma.f64N/A
associate-*r*N/A
cube-multN/A
unpow2N/A
associate-*r*N/A
distribute-rgt-outN/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f64N/A
*-commutativeN/A
accelerator-lowering-fma.f64N/A
*-commutativeN/A
*-lowering-*.f6447.4
Simplified47.4%
Taylor expanded in x around inf
cube-multN/A
unpow2N/A
associate-*l*N/A
*-lowering-*.f64N/A
unpow2N/A
associate-*l*N/A
*-lowering-*.f64N/A
distribute-rgt-inN/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
cube-multN/A
unpow2N/A
associate-*r*N/A
associate-*l*N/A
Simplified47.4%
Taylor expanded in x around 0
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
lft-mult-inverseN/A
associate-*l*N/A
associate-*r/N/A
metadata-evalN/A
associate-*l/N/A
associate-/l*N/A
associate-*l/N/A
associate-*l*N/A
*-commutativeN/A
*-lowering-*.f64N/A
*-commutativeN/A
associate-*l*N/A
associate-*l/N/A
associate-/l*N/A
associate-*l/N/A
metadata-evalN/A
associate-*r/N/A
associate-*l*N/A
lft-mult-inverseN/A
metadata-evalN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
Simplified76.9%
Final simplification69.5%
(FPCore (x y)
:precision binary64
(let* ((t_0 (* x (* y y))))
(if (<= (* y (* x y)) -2e+20)
(exp (* x y))
(fma t_0 (fma t_0 (fma x (* (* y y) 0.16666666666666666) 0.5) 1.0) 1.0))))
double code(double x, double y) {
double t_0 = x * (y * y);
double tmp;
if ((y * (x * y)) <= -2e+20) {
tmp = exp((x * y));
} else {
tmp = fma(t_0, fma(t_0, fma(x, ((y * y) * 0.16666666666666666), 0.5), 1.0), 1.0);
}
return tmp;
}
function code(x, y) t_0 = Float64(x * Float64(y * y)) tmp = 0.0 if (Float64(y * Float64(x * y)) <= -2e+20) tmp = exp(Float64(x * y)); else tmp = fma(t_0, fma(t_0, fma(x, Float64(Float64(y * y) * 0.16666666666666666), 0.5), 1.0), 1.0); end return tmp end
code[x_, y_] := Block[{t$95$0 = N[(x * N[(y * y), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(y * N[(x * y), $MachinePrecision]), $MachinePrecision], -2e+20], N[Exp[N[(x * y), $MachinePrecision]], $MachinePrecision], N[(t$95$0 * N[(t$95$0 * N[(x * N[(N[(y * y), $MachinePrecision] * 0.16666666666666666), $MachinePrecision] + 0.5), $MachinePrecision] + 1.0), $MachinePrecision] + 1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := x \cdot \left(y \cdot y\right)\\
\mathbf{if}\;y \cdot \left(x \cdot y\right) \leq -2 \cdot 10^{+20}:\\
\;\;\;\;e^{x \cdot y}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(t\_0, \mathsf{fma}\left(t\_0, \mathsf{fma}\left(x, \left(y \cdot y\right) \cdot 0.16666666666666666, 0.5\right), 1\right), 1\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 x y) y) < -2e20Initial program 100.0%
Applied egg-rr43.3%
if -2e20 < (*.f64 (*.f64 x y) y) Initial program 100.0%
Taylor expanded in x around 0
Simplified95.7%
Final simplification82.6%
(FPCore (x y)
:precision binary64
(let* ((t_0 (* x (* y y))))
(if (<= (* y (* x y)) -2e+20)
(exp x)
(fma t_0 (fma t_0 (fma x (* (* y y) 0.16666666666666666) 0.5) 1.0) 1.0))))
double code(double x, double y) {
double t_0 = x * (y * y);
double tmp;
if ((y * (x * y)) <= -2e+20) {
tmp = exp(x);
} else {
tmp = fma(t_0, fma(t_0, fma(x, ((y * y) * 0.16666666666666666), 0.5), 1.0), 1.0);
}
return tmp;
}
function code(x, y) t_0 = Float64(x * Float64(y * y)) tmp = 0.0 if (Float64(y * Float64(x * y)) <= -2e+20) tmp = exp(x); else tmp = fma(t_0, fma(t_0, fma(x, Float64(Float64(y * y) * 0.16666666666666666), 0.5), 1.0), 1.0); end return tmp end
code[x_, y_] := Block[{t$95$0 = N[(x * N[(y * y), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(y * N[(x * y), $MachinePrecision]), $MachinePrecision], -2e+20], N[Exp[x], $MachinePrecision], N[(t$95$0 * N[(t$95$0 * N[(x * N[(N[(y * y), $MachinePrecision] * 0.16666666666666666), $MachinePrecision] + 0.5), $MachinePrecision] + 1.0), $MachinePrecision] + 1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := x \cdot \left(y \cdot y\right)\\
\mathbf{if}\;y \cdot \left(x \cdot y\right) \leq -2 \cdot 10^{+20}:\\
\;\;\;\;e^{x}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(t\_0, \mathsf{fma}\left(t\_0, \mathsf{fma}\left(x, \left(y \cdot y\right) \cdot 0.16666666666666666, 0.5\right), 1\right), 1\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 x y) y) < -2e20Initial program 100.0%
Applied egg-rr60.6%
if -2e20 < (*.f64 (*.f64 x y) y) Initial program 100.0%
Taylor expanded in x around 0
Simplified95.7%
Final simplification87.0%
(FPCore (x y)
:precision binary64
(let* ((t_0 (* y (* x y))))
(if (<= t_0 -5e+112)
(* (* y (* x x)) (* y (fma x (* y 0.16666666666666666) 0.5)))
(if (<= t_0 5e+27)
(fma (* x (* y y)) (fma x (* (* y y) 0.5) 1.0) 1.0)
(* x (* 0.5 (* x (* (* y y) (* y y)))))))))
double code(double x, double y) {
double t_0 = y * (x * y);
double tmp;
if (t_0 <= -5e+112) {
tmp = (y * (x * x)) * (y * fma(x, (y * 0.16666666666666666), 0.5));
} else if (t_0 <= 5e+27) {
tmp = fma((x * (y * y)), fma(x, ((y * y) * 0.5), 1.0), 1.0);
} else {
tmp = x * (0.5 * (x * ((y * y) * (y * y))));
}
return tmp;
}
function code(x, y) t_0 = Float64(y * Float64(x * y)) tmp = 0.0 if (t_0 <= -5e+112) tmp = Float64(Float64(y * Float64(x * x)) * Float64(y * fma(x, Float64(y * 0.16666666666666666), 0.5))); elseif (t_0 <= 5e+27) tmp = fma(Float64(x * Float64(y * y)), fma(x, Float64(Float64(y * y) * 0.5), 1.0), 1.0); else tmp = Float64(x * Float64(0.5 * Float64(x * Float64(Float64(y * y) * Float64(y * y))))); end return tmp end
code[x_, y_] := Block[{t$95$0 = N[(y * N[(x * y), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, -5e+112], N[(N[(y * N[(x * x), $MachinePrecision]), $MachinePrecision] * N[(y * N[(x * N[(y * 0.16666666666666666), $MachinePrecision] + 0.5), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$0, 5e+27], N[(N[(x * N[(y * y), $MachinePrecision]), $MachinePrecision] * N[(x * N[(N[(y * y), $MachinePrecision] * 0.5), $MachinePrecision] + 1.0), $MachinePrecision] + 1.0), $MachinePrecision], N[(x * N[(0.5 * N[(x * N[(N[(y * y), $MachinePrecision] * N[(y * y), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := y \cdot \left(x \cdot y\right)\\
\mathbf{if}\;t\_0 \leq -5 \cdot 10^{+112}:\\
\;\;\;\;\left(y \cdot \left(x \cdot x\right)\right) \cdot \left(y \cdot \mathsf{fma}\left(x, y \cdot 0.16666666666666666, 0.5\right)\right)\\
\mathbf{elif}\;t\_0 \leq 5 \cdot 10^{+27}:\\
\;\;\;\;\mathsf{fma}\left(x \cdot \left(y \cdot y\right), \mathsf{fma}\left(x, \left(y \cdot y\right) \cdot 0.5, 1\right), 1\right)\\
\mathbf{else}:\\
\;\;\;\;x \cdot \left(0.5 \cdot \left(x \cdot \left(\left(y \cdot y\right) \cdot \left(y \cdot y\right)\right)\right)\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 x y) y) < -5e112Initial program 100.0%
Applied egg-rr43.7%
Taylor expanded in x around 0
+-commutativeN/A
accelerator-lowering-fma.f64N/A
+-commutativeN/A
accelerator-lowering-fma.f64N/A
associate-*r*N/A
cube-multN/A
unpow2N/A
associate-*r*N/A
distribute-rgt-outN/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f64N/A
*-commutativeN/A
accelerator-lowering-fma.f64N/A
*-commutativeN/A
*-lowering-*.f641.6
Simplified1.6%
Taylor expanded in x around inf
cube-multN/A
unpow2N/A
associate-*l*N/A
*-lowering-*.f64N/A
unpow2N/A
associate-*l*N/A
*-lowering-*.f64N/A
distribute-rgt-inN/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
cube-multN/A
unpow2N/A
associate-*r*N/A
associate-*l*N/A
Simplified1.6%
associate-*r*N/A
associate-*l*N/A
associate-*r*N/A
*-lowering-*.f64N/A
*-lowering-*.f64N/A
*-lowering-*.f64N/A
*-lowering-*.f64N/A
accelerator-lowering-fma.f64N/A
*-lowering-*.f6418.0
Applied egg-rr18.0%
if -5e112 < (*.f64 (*.f64 x y) y) < 4.99999999999999979e27Initial program 100.0%
Taylor expanded in x around 0
+-commutativeN/A
Simplified91.3%
if 4.99999999999999979e27 < (*.f64 (*.f64 x y) y) Initial program 100.0%
Taylor expanded in x around 0
+-commutativeN/A
Simplified81.4%
Taylor expanded in x around inf
*-commutativeN/A
associate-*r*N/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
*-lowering-*.f64N/A
associate-*r*N/A
*-commutativeN/A
*-lowering-*.f64N/A
*-lowering-*.f64N/A
metadata-evalN/A
pow-sqrN/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f6489.2
Simplified89.2%
Final simplification75.4%
(FPCore (x y)
:precision binary64
(let* ((t_0 (* x (* y y))))
(if (<= (* y (* x y)) -5e+112)
(* (* y (* x x)) (* y (fma x (* y 0.16666666666666666) 0.5)))
(fma t_0 (fma t_0 (fma x (* (* y y) 0.16666666666666666) 0.5) 1.0) 1.0))))
double code(double x, double y) {
double t_0 = x * (y * y);
double tmp;
if ((y * (x * y)) <= -5e+112) {
tmp = (y * (x * x)) * (y * fma(x, (y * 0.16666666666666666), 0.5));
} else {
tmp = fma(t_0, fma(t_0, fma(x, ((y * y) * 0.16666666666666666), 0.5), 1.0), 1.0);
}
return tmp;
}
function code(x, y) t_0 = Float64(x * Float64(y * y)) tmp = 0.0 if (Float64(y * Float64(x * y)) <= -5e+112) tmp = Float64(Float64(y * Float64(x * x)) * Float64(y * fma(x, Float64(y * 0.16666666666666666), 0.5))); else tmp = fma(t_0, fma(t_0, fma(x, Float64(Float64(y * y) * 0.16666666666666666), 0.5), 1.0), 1.0); end return tmp end
code[x_, y_] := Block[{t$95$0 = N[(x * N[(y * y), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(y * N[(x * y), $MachinePrecision]), $MachinePrecision], -5e+112], N[(N[(y * N[(x * x), $MachinePrecision]), $MachinePrecision] * N[(y * N[(x * N[(y * 0.16666666666666666), $MachinePrecision] + 0.5), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(t$95$0 * N[(t$95$0 * N[(x * N[(N[(y * y), $MachinePrecision] * 0.16666666666666666), $MachinePrecision] + 0.5), $MachinePrecision] + 1.0), $MachinePrecision] + 1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := x \cdot \left(y \cdot y\right)\\
\mathbf{if}\;y \cdot \left(x \cdot y\right) \leq -5 \cdot 10^{+112}:\\
\;\;\;\;\left(y \cdot \left(x \cdot x\right)\right) \cdot \left(y \cdot \mathsf{fma}\left(x, y \cdot 0.16666666666666666, 0.5\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(t\_0, \mathsf{fma}\left(t\_0, \mathsf{fma}\left(x, \left(y \cdot y\right) \cdot 0.16666666666666666, 0.5\right), 1\right), 1\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 x y) y) < -5e112Initial program 100.0%
Applied egg-rr43.7%
Taylor expanded in x around 0
+-commutativeN/A
accelerator-lowering-fma.f64N/A
+-commutativeN/A
accelerator-lowering-fma.f64N/A
associate-*r*N/A
cube-multN/A
unpow2N/A
associate-*r*N/A
distribute-rgt-outN/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f64N/A
*-commutativeN/A
accelerator-lowering-fma.f64N/A
*-commutativeN/A
*-lowering-*.f641.6
Simplified1.6%
Taylor expanded in x around inf
cube-multN/A
unpow2N/A
associate-*l*N/A
*-lowering-*.f64N/A
unpow2N/A
associate-*l*N/A
*-lowering-*.f64N/A
distribute-rgt-inN/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
cube-multN/A
unpow2N/A
associate-*r*N/A
associate-*l*N/A
Simplified1.6%
associate-*r*N/A
associate-*l*N/A
associate-*r*N/A
*-lowering-*.f64N/A
*-lowering-*.f64N/A
*-lowering-*.f64N/A
*-lowering-*.f64N/A
accelerator-lowering-fma.f64N/A
*-lowering-*.f6418.0
Applied egg-rr18.0%
if -5e112 < (*.f64 (*.f64 x y) y) Initial program 100.0%
Taylor expanded in x around 0
Simplified91.1%
Final simplification75.7%
(FPCore (x y)
:precision binary64
(let* ((t_0 (* x (* y y))))
(if (<= (* y (* x y)) -5e+112)
(* (* y (* x x)) (* y (fma x (* y 0.16666666666666666) 0.5)))
(fma t_0 (fma t_0 (* x (* y (* y 0.16666666666666666))) 1.0) 1.0))))
double code(double x, double y) {
double t_0 = x * (y * y);
double tmp;
if ((y * (x * y)) <= -5e+112) {
tmp = (y * (x * x)) * (y * fma(x, (y * 0.16666666666666666), 0.5));
} else {
tmp = fma(t_0, fma(t_0, (x * (y * (y * 0.16666666666666666))), 1.0), 1.0);
}
return tmp;
}
function code(x, y) t_0 = Float64(x * Float64(y * y)) tmp = 0.0 if (Float64(y * Float64(x * y)) <= -5e+112) tmp = Float64(Float64(y * Float64(x * x)) * Float64(y * fma(x, Float64(y * 0.16666666666666666), 0.5))); else tmp = fma(t_0, fma(t_0, Float64(x * Float64(y * Float64(y * 0.16666666666666666))), 1.0), 1.0); end return tmp end
code[x_, y_] := Block[{t$95$0 = N[(x * N[(y * y), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(y * N[(x * y), $MachinePrecision]), $MachinePrecision], -5e+112], N[(N[(y * N[(x * x), $MachinePrecision]), $MachinePrecision] * N[(y * N[(x * N[(y * 0.16666666666666666), $MachinePrecision] + 0.5), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(t$95$0 * N[(t$95$0 * N[(x * N[(y * N[(y * 0.16666666666666666), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision] + 1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := x \cdot \left(y \cdot y\right)\\
\mathbf{if}\;y \cdot \left(x \cdot y\right) \leq -5 \cdot 10^{+112}:\\
\;\;\;\;\left(y \cdot \left(x \cdot x\right)\right) \cdot \left(y \cdot \mathsf{fma}\left(x, y \cdot 0.16666666666666666, 0.5\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(t\_0, \mathsf{fma}\left(t\_0, x \cdot \left(y \cdot \left(y \cdot 0.16666666666666666\right)\right), 1\right), 1\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 x y) y) < -5e112Initial program 100.0%
Applied egg-rr43.7%
Taylor expanded in x around 0
+-commutativeN/A
accelerator-lowering-fma.f64N/A
+-commutativeN/A
accelerator-lowering-fma.f64N/A
associate-*r*N/A
cube-multN/A
unpow2N/A
associate-*r*N/A
distribute-rgt-outN/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f64N/A
*-commutativeN/A
accelerator-lowering-fma.f64N/A
*-commutativeN/A
*-lowering-*.f641.6
Simplified1.6%
Taylor expanded in x around inf
cube-multN/A
unpow2N/A
associate-*l*N/A
*-lowering-*.f64N/A
unpow2N/A
associate-*l*N/A
*-lowering-*.f64N/A
distribute-rgt-inN/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
cube-multN/A
unpow2N/A
associate-*r*N/A
associate-*l*N/A
Simplified1.6%
associate-*r*N/A
associate-*l*N/A
associate-*r*N/A
*-lowering-*.f64N/A
*-lowering-*.f64N/A
*-lowering-*.f64N/A
*-lowering-*.f64N/A
accelerator-lowering-fma.f64N/A
*-lowering-*.f6418.0
Applied egg-rr18.0%
if -5e112 < (*.f64 (*.f64 x y) y) Initial program 100.0%
Taylor expanded in x around 0
Simplified91.1%
Taylor expanded in x around inf
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
*-lowering-*.f64N/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
*-lowering-*.f64N/A
*-commutativeN/A
*-lowering-*.f6490.9
Simplified90.9%
Final simplification75.5%
(FPCore (x y)
:precision binary64
(let* ((t_0 (* y (* x y))))
(if (<= t_0 -5e+112)
(* (* y (* x x)) (* y (fma x (* y 0.16666666666666666) 0.5)))
(if (<= t_0 5e+27)
(fma (* x y) y 1.0)
(* x (* 0.5 (* x (* (* y y) (* y y)))))))))
double code(double x, double y) {
double t_0 = y * (x * y);
double tmp;
if (t_0 <= -5e+112) {
tmp = (y * (x * x)) * (y * fma(x, (y * 0.16666666666666666), 0.5));
} else if (t_0 <= 5e+27) {
tmp = fma((x * y), y, 1.0);
} else {
tmp = x * (0.5 * (x * ((y * y) * (y * y))));
}
return tmp;
}
function code(x, y) t_0 = Float64(y * Float64(x * y)) tmp = 0.0 if (t_0 <= -5e+112) tmp = Float64(Float64(y * Float64(x * x)) * Float64(y * fma(x, Float64(y * 0.16666666666666666), 0.5))); elseif (t_0 <= 5e+27) tmp = fma(Float64(x * y), y, 1.0); else tmp = Float64(x * Float64(0.5 * Float64(x * Float64(Float64(y * y) * Float64(y * y))))); end return tmp end
code[x_, y_] := Block[{t$95$0 = N[(y * N[(x * y), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, -5e+112], N[(N[(y * N[(x * x), $MachinePrecision]), $MachinePrecision] * N[(y * N[(x * N[(y * 0.16666666666666666), $MachinePrecision] + 0.5), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$0, 5e+27], N[(N[(x * y), $MachinePrecision] * y + 1.0), $MachinePrecision], N[(x * N[(0.5 * N[(x * N[(N[(y * y), $MachinePrecision] * N[(y * y), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := y \cdot \left(x \cdot y\right)\\
\mathbf{if}\;t\_0 \leq -5 \cdot 10^{+112}:\\
\;\;\;\;\left(y \cdot \left(x \cdot x\right)\right) \cdot \left(y \cdot \mathsf{fma}\left(x, y \cdot 0.16666666666666666, 0.5\right)\right)\\
\mathbf{elif}\;t\_0 \leq 5 \cdot 10^{+27}:\\
\;\;\;\;\mathsf{fma}\left(x \cdot y, y, 1\right)\\
\mathbf{else}:\\
\;\;\;\;x \cdot \left(0.5 \cdot \left(x \cdot \left(\left(y \cdot y\right) \cdot \left(y \cdot y\right)\right)\right)\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 x y) y) < -5e112Initial program 100.0%
Applied egg-rr43.7%
Taylor expanded in x around 0
+-commutativeN/A
accelerator-lowering-fma.f64N/A
+-commutativeN/A
accelerator-lowering-fma.f64N/A
associate-*r*N/A
cube-multN/A
unpow2N/A
associate-*r*N/A
distribute-rgt-outN/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f64N/A
*-commutativeN/A
accelerator-lowering-fma.f64N/A
*-commutativeN/A
*-lowering-*.f641.6
Simplified1.6%
Taylor expanded in x around inf
cube-multN/A
unpow2N/A
associate-*l*N/A
*-lowering-*.f64N/A
unpow2N/A
associate-*l*N/A
*-lowering-*.f64N/A
distribute-rgt-inN/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
cube-multN/A
unpow2N/A
associate-*r*N/A
associate-*l*N/A
Simplified1.6%
associate-*r*N/A
associate-*l*N/A
associate-*r*N/A
*-lowering-*.f64N/A
*-lowering-*.f64N/A
*-lowering-*.f64N/A
*-lowering-*.f64N/A
accelerator-lowering-fma.f64N/A
*-lowering-*.f6418.0
Applied egg-rr18.0%
if -5e112 < (*.f64 (*.f64 x y) y) < 4.99999999999999979e27Initial program 100.0%
Taylor expanded in x around 0
+-commutativeN/A
accelerator-lowering-fma.f64N/A
unpow2N/A
*-lowering-*.f6491.1
Simplified91.1%
associate-*r*N/A
accelerator-lowering-fma.f64N/A
*-lowering-*.f6491.1
Applied egg-rr91.1%
if 4.99999999999999979e27 < (*.f64 (*.f64 x y) y) Initial program 100.0%
Taylor expanded in x around 0
+-commutativeN/A
Simplified81.4%
Taylor expanded in x around inf
*-commutativeN/A
associate-*r*N/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
*-lowering-*.f64N/A
associate-*r*N/A
*-commutativeN/A
*-lowering-*.f64N/A
*-lowering-*.f64N/A
metadata-evalN/A
pow-sqrN/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f6489.2
Simplified89.2%
Final simplification75.3%
(FPCore (x y)
:precision binary64
(let* ((t_0 (* y (* x y))))
(if (<= t_0 -5e+112)
(* y (* 0.5 (* x (* x y))))
(if (<= t_0 5e+27)
(fma (* x y) y 1.0)
(* x (* 0.5 (* x (* (* y y) (* y y)))))))))
double code(double x, double y) {
double t_0 = y * (x * y);
double tmp;
if (t_0 <= -5e+112) {
tmp = y * (0.5 * (x * (x * y)));
} else if (t_0 <= 5e+27) {
tmp = fma((x * y), y, 1.0);
} else {
tmp = x * (0.5 * (x * ((y * y) * (y * y))));
}
return tmp;
}
function code(x, y) t_0 = Float64(y * Float64(x * y)) tmp = 0.0 if (t_0 <= -5e+112) tmp = Float64(y * Float64(0.5 * Float64(x * Float64(x * y)))); elseif (t_0 <= 5e+27) tmp = fma(Float64(x * y), y, 1.0); else tmp = Float64(x * Float64(0.5 * Float64(x * Float64(Float64(y * y) * Float64(y * y))))); end return tmp end
code[x_, y_] := Block[{t$95$0 = N[(y * N[(x * y), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, -5e+112], N[(y * N[(0.5 * N[(x * N[(x * y), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$0, 5e+27], N[(N[(x * y), $MachinePrecision] * y + 1.0), $MachinePrecision], N[(x * N[(0.5 * N[(x * N[(N[(y * y), $MachinePrecision] * N[(y * y), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := y \cdot \left(x \cdot y\right)\\
\mathbf{if}\;t\_0 \leq -5 \cdot 10^{+112}:\\
\;\;\;\;y \cdot \left(0.5 \cdot \left(x \cdot \left(x \cdot y\right)\right)\right)\\
\mathbf{elif}\;t\_0 \leq 5 \cdot 10^{+27}:\\
\;\;\;\;\mathsf{fma}\left(x \cdot y, y, 1\right)\\
\mathbf{else}:\\
\;\;\;\;x \cdot \left(0.5 \cdot \left(x \cdot \left(\left(y \cdot y\right) \cdot \left(y \cdot y\right)\right)\right)\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 x y) y) < -5e112Initial program 100.0%
Applied egg-rr43.7%
Taylor expanded in x around 0
+-commutativeN/A
+-commutativeN/A
*-commutativeN/A
associate-*r*N/A
accelerator-lowering-fma.f64N/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
unpow2N/A
associate-*r*N/A
distribute-lft1-inN/A
*-lowering-*.f64N/A
*-commutativeN/A
accelerator-lowering-fma.f64N/A
*-commutativeN/A
*-lowering-*.f642.0
Simplified2.0%
Taylor expanded in x around inf
unpow2N/A
associate-*r*N/A
associate-*l*N/A
*-commutativeN/A
*-lowering-*.f64N/A
*-lowering-*.f64N/A
unpow2N/A
associate-*l*N/A
*-lowering-*.f64N/A
*-lowering-*.f6411.0
Simplified11.0%
if -5e112 < (*.f64 (*.f64 x y) y) < 4.99999999999999979e27Initial program 100.0%
Taylor expanded in x around 0
+-commutativeN/A
accelerator-lowering-fma.f64N/A
unpow2N/A
*-lowering-*.f6491.1
Simplified91.1%
associate-*r*N/A
accelerator-lowering-fma.f64N/A
*-lowering-*.f6491.1
Applied egg-rr91.1%
if 4.99999999999999979e27 < (*.f64 (*.f64 x y) y) Initial program 100.0%
Taylor expanded in x around 0
+-commutativeN/A
Simplified81.4%
Taylor expanded in x around inf
*-commutativeN/A
associate-*r*N/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
*-lowering-*.f64N/A
associate-*r*N/A
*-commutativeN/A
*-lowering-*.f64N/A
*-lowering-*.f64N/A
metadata-evalN/A
pow-sqrN/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f6489.2
Simplified89.2%
Final simplification73.8%
(FPCore (x y)
:precision binary64
(let* ((t_0 (* y (* x y))))
(if (<= t_0 -5e+112)
(* y (* 0.5 (* x (* x y))))
(if (<= t_0 2e-6)
(fma x (* y y) 1.0)
(fma x (fma x (fma (* y y) 0.5 0.0) y) 1.0)))))
double code(double x, double y) {
double t_0 = y * (x * y);
double tmp;
if (t_0 <= -5e+112) {
tmp = y * (0.5 * (x * (x * y)));
} else if (t_0 <= 2e-6) {
tmp = fma(x, (y * y), 1.0);
} else {
tmp = fma(x, fma(x, fma((y * y), 0.5, 0.0), y), 1.0);
}
return tmp;
}
function code(x, y) t_0 = Float64(y * Float64(x * y)) tmp = 0.0 if (t_0 <= -5e+112) tmp = Float64(y * Float64(0.5 * Float64(x * Float64(x * y)))); elseif (t_0 <= 2e-6) tmp = fma(x, Float64(y * y), 1.0); else tmp = fma(x, fma(x, fma(Float64(y * y), 0.5, 0.0), y), 1.0); end return tmp end
code[x_, y_] := Block[{t$95$0 = N[(y * N[(x * y), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, -5e+112], N[(y * N[(0.5 * N[(x * N[(x * y), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$0, 2e-6], N[(x * N[(y * y), $MachinePrecision] + 1.0), $MachinePrecision], N[(x * N[(x * N[(N[(y * y), $MachinePrecision] * 0.5 + 0.0), $MachinePrecision] + y), $MachinePrecision] + 1.0), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := y \cdot \left(x \cdot y\right)\\
\mathbf{if}\;t\_0 \leq -5 \cdot 10^{+112}:\\
\;\;\;\;y \cdot \left(0.5 \cdot \left(x \cdot \left(x \cdot y\right)\right)\right)\\
\mathbf{elif}\;t\_0 \leq 2 \cdot 10^{-6}:\\
\;\;\;\;\mathsf{fma}\left(x, y \cdot y, 1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(x, \mathsf{fma}\left(x, \mathsf{fma}\left(y \cdot y, 0.5, 0\right), y\right), 1\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 x y) y) < -5e112Initial program 100.0%
Applied egg-rr43.7%
Taylor expanded in x around 0
+-commutativeN/A
+-commutativeN/A
*-commutativeN/A
associate-*r*N/A
accelerator-lowering-fma.f64N/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
unpow2N/A
associate-*r*N/A
distribute-lft1-inN/A
*-lowering-*.f64N/A
*-commutativeN/A
accelerator-lowering-fma.f64N/A
*-commutativeN/A
*-lowering-*.f642.0
Simplified2.0%
Taylor expanded in x around inf
unpow2N/A
associate-*r*N/A
associate-*l*N/A
*-commutativeN/A
*-lowering-*.f64N/A
*-lowering-*.f64N/A
unpow2N/A
associate-*l*N/A
*-lowering-*.f64N/A
*-lowering-*.f6411.0
Simplified11.0%
if -5e112 < (*.f64 (*.f64 x y) y) < 1.99999999999999991e-6Initial program 100.0%
Taylor expanded in x around 0
+-commutativeN/A
accelerator-lowering-fma.f64N/A
unpow2N/A
*-lowering-*.f6492.4
Simplified92.4%
if 1.99999999999999991e-6 < (*.f64 (*.f64 x y) y) Initial program 100.0%
Applied egg-rr51.0%
Taylor expanded in x around 0
+-commutativeN/A
accelerator-lowering-fma.f64N/A
+-commutativeN/A
accelerator-lowering-fma.f64N/A
associate-*r*N/A
cube-multN/A
unpow2N/A
associate-*r*N/A
distribute-rgt-outN/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f64N/A
*-commutativeN/A
accelerator-lowering-fma.f64N/A
*-commutativeN/A
*-lowering-*.f6447.4
Simplified47.4%
Taylor expanded in y around 0
+-rgt-identityN/A
*-commutativeN/A
accelerator-lowering-fma.f64N/A
unpow2N/A
*-lowering-*.f6477.0
Simplified77.0%
Final simplification71.5%
(FPCore (x y)
:precision binary64
(let* ((t_0 (* y (* x y))))
(if (<= t_0 -5e+112)
(* y (* 0.5 (* x (* x y))))
(if (<= t_0 2e-6) (fma x (* y y) 1.0) (* x (* x (* y (* y 0.5))))))))
double code(double x, double y) {
double t_0 = y * (x * y);
double tmp;
if (t_0 <= -5e+112) {
tmp = y * (0.5 * (x * (x * y)));
} else if (t_0 <= 2e-6) {
tmp = fma(x, (y * y), 1.0);
} else {
tmp = x * (x * (y * (y * 0.5)));
}
return tmp;
}
function code(x, y) t_0 = Float64(y * Float64(x * y)) tmp = 0.0 if (t_0 <= -5e+112) tmp = Float64(y * Float64(0.5 * Float64(x * Float64(x * y)))); elseif (t_0 <= 2e-6) tmp = fma(x, Float64(y * y), 1.0); else tmp = Float64(x * Float64(x * Float64(y * Float64(y * 0.5)))); end return tmp end
code[x_, y_] := Block[{t$95$0 = N[(y * N[(x * y), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, -5e+112], N[(y * N[(0.5 * N[(x * N[(x * y), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$0, 2e-6], N[(x * N[(y * y), $MachinePrecision] + 1.0), $MachinePrecision], N[(x * N[(x * N[(y * N[(y * 0.5), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := y \cdot \left(x \cdot y\right)\\
\mathbf{if}\;t\_0 \leq -5 \cdot 10^{+112}:\\
\;\;\;\;y \cdot \left(0.5 \cdot \left(x \cdot \left(x \cdot y\right)\right)\right)\\
\mathbf{elif}\;t\_0 \leq 2 \cdot 10^{-6}:\\
\;\;\;\;\mathsf{fma}\left(x, y \cdot y, 1\right)\\
\mathbf{else}:\\
\;\;\;\;x \cdot \left(x \cdot \left(y \cdot \left(y \cdot 0.5\right)\right)\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 x y) y) < -5e112Initial program 100.0%
Applied egg-rr43.7%
Taylor expanded in x around 0
+-commutativeN/A
+-commutativeN/A
*-commutativeN/A
associate-*r*N/A
accelerator-lowering-fma.f64N/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
unpow2N/A
associate-*r*N/A
distribute-lft1-inN/A
*-lowering-*.f64N/A
*-commutativeN/A
accelerator-lowering-fma.f64N/A
*-commutativeN/A
*-lowering-*.f642.0
Simplified2.0%
Taylor expanded in x around inf
unpow2N/A
associate-*r*N/A
associate-*l*N/A
*-commutativeN/A
*-lowering-*.f64N/A
*-lowering-*.f64N/A
unpow2N/A
associate-*l*N/A
*-lowering-*.f64N/A
*-lowering-*.f6411.0
Simplified11.0%
if -5e112 < (*.f64 (*.f64 x y) y) < 1.99999999999999991e-6Initial program 100.0%
Taylor expanded in x around 0
+-commutativeN/A
accelerator-lowering-fma.f64N/A
unpow2N/A
*-lowering-*.f6492.4
Simplified92.4%
if 1.99999999999999991e-6 < (*.f64 (*.f64 x y) y) Initial program 100.0%
Applied egg-rr51.0%
Taylor expanded in x around 0
+-commutativeN/A
accelerator-lowering-fma.f64N/A
+-commutativeN/A
accelerator-lowering-fma.f64N/A
associate-*r*N/A
cube-multN/A
unpow2N/A
associate-*r*N/A
distribute-rgt-outN/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f64N/A
*-commutativeN/A
accelerator-lowering-fma.f64N/A
*-commutativeN/A
*-lowering-*.f6447.4
Simplified47.4%
Taylor expanded in x around inf
cube-multN/A
unpow2N/A
associate-*l*N/A
*-lowering-*.f64N/A
unpow2N/A
associate-*l*N/A
*-lowering-*.f64N/A
distribute-rgt-inN/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
cube-multN/A
unpow2N/A
associate-*r*N/A
associate-*l*N/A
Simplified47.4%
Taylor expanded in x around 0
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
lft-mult-inverseN/A
associate-*l*N/A
associate-*r/N/A
metadata-evalN/A
associate-*l/N/A
associate-/l*N/A
associate-*l/N/A
associate-*l*N/A
*-commutativeN/A
*-lowering-*.f64N/A
*-commutativeN/A
associate-*l*N/A
associate-*l/N/A
associate-/l*N/A
associate-*l/N/A
metadata-evalN/A
associate-*r/N/A
associate-*l*N/A
lft-mult-inverseN/A
metadata-evalN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
Simplified76.9%
Final simplification71.5%
(FPCore (x y) :precision binary64 (if (<= (* y (* x y)) 2e-6) 1.0 (* x (* y y))))
double code(double x, double y) {
double tmp;
if ((y * (x * y)) <= 2e-6) {
tmp = 1.0;
} else {
tmp = x * (y * y);
}
return tmp;
}
real(8) function code(x, y)
real(8), intent (in) :: x
real(8), intent (in) :: y
real(8) :: tmp
if ((y * (x * y)) <= 2d-6) then
tmp = 1.0d0
else
tmp = x * (y * y)
end if
code = tmp
end function
public static double code(double x, double y) {
double tmp;
if ((y * (x * y)) <= 2e-6) {
tmp = 1.0;
} else {
tmp = x * (y * y);
}
return tmp;
}
def code(x, y): tmp = 0 if (y * (x * y)) <= 2e-6: tmp = 1.0 else: tmp = x * (y * y) return tmp
function code(x, y) tmp = 0.0 if (Float64(y * Float64(x * y)) <= 2e-6) tmp = 1.0; else tmp = Float64(x * Float64(y * y)); end return tmp end
function tmp_2 = code(x, y) tmp = 0.0; if ((y * (x * y)) <= 2e-6) tmp = 1.0; else tmp = x * (y * y); end tmp_2 = tmp; end
code[x_, y_] := If[LessEqual[N[(y * N[(x * y), $MachinePrecision]), $MachinePrecision], 2e-6], 1.0, N[(x * N[(y * y), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;y \cdot \left(x \cdot y\right) \leq 2 \cdot 10^{-6}:\\
\;\;\;\;1\\
\mathbf{else}:\\
\;\;\;\;x \cdot \left(y \cdot y\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 x y) y) < 1.99999999999999991e-6Initial program 100.0%
Applied egg-rr67.1%
if 1.99999999999999991e-6 < (*.f64 (*.f64 x y) y) Initial program 100.0%
Taylor expanded in x around 0
+-commutativeN/A
accelerator-lowering-fma.f64N/A
unpow2N/A
*-lowering-*.f6463.2
Simplified63.2%
Taylor expanded in x around inf
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f6463.2
Simplified63.2%
Final simplification66.2%
(FPCore (x y) :precision binary64 (if (<= (* y (* x y)) 2e-6) 1.0 (fma x y 1.0)))
double code(double x, double y) {
double tmp;
if ((y * (x * y)) <= 2e-6) {
tmp = 1.0;
} else {
tmp = fma(x, y, 1.0);
}
return tmp;
}
function code(x, y) tmp = 0.0 if (Float64(y * Float64(x * y)) <= 2e-6) tmp = 1.0; else tmp = fma(x, y, 1.0); end return tmp end
code[x_, y_] := If[LessEqual[N[(y * N[(x * y), $MachinePrecision]), $MachinePrecision], 2e-6], 1.0, N[(x * y + 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;y \cdot \left(x \cdot y\right) \leq 2 \cdot 10^{-6}:\\
\;\;\;\;1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(x, y, 1\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 x y) y) < 1.99999999999999991e-6Initial program 100.0%
Applied egg-rr67.1%
if 1.99999999999999991e-6 < (*.f64 (*.f64 x y) y) Initial program 100.0%
Applied egg-rr51.0%
Taylor expanded in x around 0
+-commutativeN/A
accelerator-lowering-fma.f6413.8
Simplified13.8%
Final simplification54.2%
(FPCore (x y) :precision binary64 (if (<= (* y (* x y)) 2e+64) 1.0 (* x y)))
double code(double x, double y) {
double tmp;
if ((y * (x * y)) <= 2e+64) {
tmp = 1.0;
} else {
tmp = x * y;
}
return tmp;
}
real(8) function code(x, y)
real(8), intent (in) :: x
real(8), intent (in) :: y
real(8) :: tmp
if ((y * (x * y)) <= 2d+64) then
tmp = 1.0d0
else
tmp = x * y
end if
code = tmp
end function
public static double code(double x, double y) {
double tmp;
if ((y * (x * y)) <= 2e+64) {
tmp = 1.0;
} else {
tmp = x * y;
}
return tmp;
}
def code(x, y): tmp = 0 if (y * (x * y)) <= 2e+64: tmp = 1.0 else: tmp = x * y return tmp
function code(x, y) tmp = 0.0 if (Float64(y * Float64(x * y)) <= 2e+64) tmp = 1.0; else tmp = Float64(x * y); end return tmp end
function tmp_2 = code(x, y) tmp = 0.0; if ((y * (x * y)) <= 2e+64) tmp = 1.0; else tmp = x * y; end tmp_2 = tmp; end
code[x_, y_] := If[LessEqual[N[(y * N[(x * y), $MachinePrecision]), $MachinePrecision], 2e+64], 1.0, N[(x * y), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;y \cdot \left(x \cdot y\right) \leq 2 \cdot 10^{+64}:\\
\;\;\;\;1\\
\mathbf{else}:\\
\;\;\;\;x \cdot y\\
\end{array}
\end{array}
if (*.f64 (*.f64 x y) y) < 2.00000000000000004e64Initial program 100.0%
Applied egg-rr64.9%
if 2.00000000000000004e64 < (*.f64 (*.f64 x y) y) Initial program 100.0%
Applied egg-rr51.8%
Taylor expanded in x around 0
+-commutativeN/A
accelerator-lowering-fma.f6415.1
Simplified15.1%
Taylor expanded in x around inf
*-lowering-*.f6415.0
Simplified15.0%
Final simplification54.2%
(FPCore (x y) :precision binary64 (fma x (* y y) 1.0))
double code(double x, double y) {
return fma(x, (y * y), 1.0);
}
function code(x, y) return fma(x, Float64(y * y), 1.0) end
code[x_, y_] := N[(x * N[(y * y), $MachinePrecision] + 1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(x, y \cdot y, 1\right)
\end{array}
Initial program 100.0%
Taylor expanded in x around 0
+-commutativeN/A
accelerator-lowering-fma.f64N/A
unpow2N/A
*-lowering-*.f6466.2
Simplified66.2%
(FPCore (x y) :precision binary64 1.0)
double code(double x, double y) {
return 1.0;
}
real(8) function code(x, y)
real(8), intent (in) :: x
real(8), intent (in) :: y
code = 1.0d0
end function
public static double code(double x, double y) {
return 1.0;
}
def code(x, y): return 1.0
function code(x, y) return 1.0 end
function tmp = code(x, y) tmp = 1.0; end
code[x_, y_] := 1.0
\begin{array}{l}
\\
1
\end{array}
Initial program 100.0%
Applied egg-rr51.6%
herbie shell --seed 2024196
(FPCore (x y)
:name "Data.Random.Distribution.Normal:normalF from random-fu-0.2.6.2"
:precision binary64
(exp (* (* x y) y)))