
(FPCore (a b) :precision binary64 (- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (+ (* (* a a) (+ 1.0 a)) (* (* b b) (- 1.0 (* 3.0 a)))))) 1.0))
double code(double a, double b) {
return (pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 + a)) + ((b * b) * (1.0 - (3.0 * a)))))) - 1.0;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = ((((a * a) + (b * b)) ** 2.0d0) + (4.0d0 * (((a * a) * (1.0d0 + a)) + ((b * b) * (1.0d0 - (3.0d0 * a)))))) - 1.0d0
end function
public static double code(double a, double b) {
return (Math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 + a)) + ((b * b) * (1.0 - (3.0 * a)))))) - 1.0;
}
def code(a, b): return (math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 + a)) + ((b * b) * (1.0 - (3.0 * a)))))) - 1.0
function code(a, b) return Float64(Float64((Float64(Float64(a * a) + Float64(b * b)) ^ 2.0) + Float64(4.0 * Float64(Float64(Float64(a * a) * Float64(1.0 + a)) + Float64(Float64(b * b) * Float64(1.0 - Float64(3.0 * a)))))) - 1.0) end
function tmp = code(a, b) tmp = ((((a * a) + (b * b)) ^ 2.0) + (4.0 * (((a * a) * (1.0 + a)) + ((b * b) * (1.0 - (3.0 * a)))))) - 1.0; end
code[a_, b_] := N[(N[(N[Power[N[(N[(a * a), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision] + N[(4.0 * N[(N[(N[(a * a), $MachinePrecision] * N[(1.0 + a), $MachinePrecision]), $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * N[(1.0 - N[(3.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\left({\left(a \cdot a + b \cdot b\right)}^{2} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(1 + a\right) + \left(b \cdot b\right) \cdot \left(1 - 3 \cdot a\right)\right)\right) - 1
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 12 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (a b) :precision binary64 (- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (+ (* (* a a) (+ 1.0 a)) (* (* b b) (- 1.0 (* 3.0 a)))))) 1.0))
double code(double a, double b) {
return (pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 + a)) + ((b * b) * (1.0 - (3.0 * a)))))) - 1.0;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = ((((a * a) + (b * b)) ** 2.0d0) + (4.0d0 * (((a * a) * (1.0d0 + a)) + ((b * b) * (1.0d0 - (3.0d0 * a)))))) - 1.0d0
end function
public static double code(double a, double b) {
return (Math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 + a)) + ((b * b) * (1.0 - (3.0 * a)))))) - 1.0;
}
def code(a, b): return (math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 + a)) + ((b * b) * (1.0 - (3.0 * a)))))) - 1.0
function code(a, b) return Float64(Float64((Float64(Float64(a * a) + Float64(b * b)) ^ 2.0) + Float64(4.0 * Float64(Float64(Float64(a * a) * Float64(1.0 + a)) + Float64(Float64(b * b) * Float64(1.0 - Float64(3.0 * a)))))) - 1.0) end
function tmp = code(a, b) tmp = ((((a * a) + (b * b)) ^ 2.0) + (4.0 * (((a * a) * (1.0 + a)) + ((b * b) * (1.0 - (3.0 * a)))))) - 1.0; end
code[a_, b_] := N[(N[(N[Power[N[(N[(a * a), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision] + N[(4.0 * N[(N[(N[(a * a), $MachinePrecision] * N[(1.0 + a), $MachinePrecision]), $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * N[(1.0 - N[(3.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\left({\left(a \cdot a + b \cdot b\right)}^{2} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(1 + a\right) + \left(b \cdot b\right) \cdot \left(1 - 3 \cdot a\right)\right)\right) - 1
\end{array}
(FPCore (a b) :precision binary64 (let* ((t_0 (fma a a (* b b)))) (fma t_0 t_0 (fma 4.0 (* b b) -1.0))))
double code(double a, double b) {
double t_0 = fma(a, a, (b * b));
return fma(t_0, t_0, fma(4.0, (b * b), -1.0));
}
function code(a, b) t_0 = fma(a, a, Float64(b * b)) return fma(t_0, t_0, fma(4.0, Float64(b * b), -1.0)) end
code[a_, b_] := Block[{t$95$0 = N[(a * a + N[(b * b), $MachinePrecision]), $MachinePrecision]}, N[(t$95$0 * t$95$0 + N[(4.0 * N[(b * b), $MachinePrecision] + -1.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(a, a, b \cdot b\right)\\
\mathsf{fma}\left(t\_0, t\_0, \mathsf{fma}\left(4, b \cdot b, -1\right)\right)
\end{array}
\end{array}
Initial program 76.1%
lift--.f64N/A
flip3--N/A
clear-numN/A
Applied rewrites77.2%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6498.8
Applied rewrites98.8%
lift-/.f64N/A
lift-/.f64N/A
remove-double-div98.8
Applied rewrites98.8%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e-5) (fma (fma a (+ a 4.0) 4.0) (* a a) -1.0) (fma (fma a a (* b b)) (* b b) (fma 4.0 (* b b) -1.0))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e-5) {
tmp = fma(fma(a, (a + 4.0), 4.0), (a * a), -1.0);
} else {
tmp = fma(fma(a, a, (b * b)), (b * b), fma(4.0, (b * b), -1.0));
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e-5) tmp = fma(fma(a, Float64(a + 4.0), 4.0), Float64(a * a), -1.0); else tmp = fma(fma(a, a, Float64(b * b)), Float64(b * b), fma(4.0, Float64(b * b), -1.0)); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e-5], N[(N[(a * N[(a + 4.0), $MachinePrecision] + 4.0), $MachinePrecision] * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision], N[(N[(a * a + N[(b * b), $MachinePrecision]), $MachinePrecision] * N[(b * b), $MachinePrecision] + N[(4.0 * N[(b * b), $MachinePrecision] + -1.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{-5}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a, a + 4, 4\right), a \cdot a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a, a, b \cdot b\right), b \cdot b, \mathsf{fma}\left(4, b \cdot b, -1\right)\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 5.00000000000000024e-5Initial program 85.8%
Taylor expanded in b around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
+-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
lower-fma.f6499.0
Applied rewrites99.0%
Applied rewrites99.7%
if 5.00000000000000024e-5 < (*.f64 b b) Initial program 66.5%
lift--.f64N/A
flip3--N/A
clear-numN/A
Applied rewrites68.8%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6499.8
Applied rewrites99.8%
lift-/.f64N/A
lift-/.f64N/A
remove-double-div99.9
Applied rewrites99.9%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6495.7
Applied rewrites95.7%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1e-13) (fma (* a a) 4.0 -1.0) (if (<= (* b b) 5e+117) (* a (* a (* a a))) (* b (* b (* b b))))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1e-13) {
tmp = fma((a * a), 4.0, -1.0);
} else if ((b * b) <= 5e+117) {
tmp = a * (a * (a * a));
} else {
tmp = b * (b * (b * b));
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 1e-13) tmp = fma(Float64(a * a), 4.0, -1.0); elseif (Float64(b * b) <= 5e+117) tmp = Float64(a * Float64(a * Float64(a * a))); else tmp = Float64(b * Float64(b * Float64(b * b))); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 1e-13], N[(N[(a * a), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision], If[LessEqual[N[(b * b), $MachinePrecision], 5e+117], N[(a * N[(a * N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(b * N[(b * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 10^{-13}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, 4, -1\right)\\
\mathbf{elif}\;b \cdot b \leq 5 \cdot 10^{+117}:\\
\;\;\;\;a \cdot \left(a \cdot \left(a \cdot a\right)\right)\\
\mathbf{else}:\\
\;\;\;\;b \cdot \left(b \cdot \left(b \cdot b\right)\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 1e-13Initial program 86.0%
Taylor expanded in b around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
+-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
lower-fma.f6498.9
Applied rewrites98.9%
Taylor expanded in a around 0
Applied rewrites81.3%
if 1e-13 < (*.f64 b b) < 4.99999999999999983e117Initial program 68.9%
Taylor expanded in a around inf
metadata-evalN/A
pow-plusN/A
*-commutativeN/A
lower-*.f64N/A
cube-multN/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6462.9
Applied rewrites62.9%
if 4.99999999999999983e117 < (*.f64 b b) Initial program 66.3%
Taylor expanded in b around inf
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*l*N/A
lower-*.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6498.0
Applied rewrites98.0%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e+117) (fma (fma a (+ a 4.0) 4.0) (* a a) -1.0) (fma b (* b (fma b b 4.0)) -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e+117) {
tmp = fma(fma(a, (a + 4.0), 4.0), (a * a), -1.0);
} else {
tmp = fma(b, (b * fma(b, b, 4.0)), -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e+117) tmp = fma(fma(a, Float64(a + 4.0), 4.0), Float64(a * a), -1.0); else tmp = fma(b, Float64(b * fma(b, b, 4.0)), -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e+117], N[(N[(a * N[(a + 4.0), $MachinePrecision] + 4.0), $MachinePrecision] * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision], N[(b * N[(b * N[(b * b + 4.0), $MachinePrecision]), $MachinePrecision] + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{+117}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a, a + 4, 4\right), a \cdot a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b, b \cdot \mathsf{fma}\left(b, b, 4\right), -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 4.99999999999999983e117Initial program 81.9%
Taylor expanded in b around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
+-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
lower-fma.f6490.1
Applied rewrites90.1%
Applied rewrites90.7%
if 4.99999999999999983e117 < (*.f64 b b) Initial program 66.3%
lift--.f64N/A
flip3--N/A
clear-numN/A
Applied rewrites69.4%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
unpow2N/A
associate-*l*N/A
metadata-evalN/A
lower-fma.f64N/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6498.0
Applied rewrites98.0%
(FPCore (a b) :precision binary64 (if (<= a -1.45e+16) (* (* a a) (* a a)) (if (<= a 5.1e+70) (fma b (* b (fma b b 4.0)) -1.0) (* a (* a (* a a))))))
double code(double a, double b) {
double tmp;
if (a <= -1.45e+16) {
tmp = (a * a) * (a * a);
} else if (a <= 5.1e+70) {
tmp = fma(b, (b * fma(b, b, 4.0)), -1.0);
} else {
tmp = a * (a * (a * a));
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -1.45e+16) tmp = Float64(Float64(a * a) * Float64(a * a)); elseif (a <= 5.1e+70) tmp = fma(b, Float64(b * fma(b, b, 4.0)), -1.0); else tmp = Float64(a * Float64(a * Float64(a * a))); end return tmp end
code[a_, b_] := If[LessEqual[a, -1.45e+16], N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision], If[LessEqual[a, 5.1e+70], N[(b * N[(b * N[(b * b + 4.0), $MachinePrecision]), $MachinePrecision] + -1.0), $MachinePrecision], N[(a * N[(a * N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -1.45 \cdot 10^{+16}:\\
\;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right)\\
\mathbf{elif}\;a \leq 5.1 \cdot 10^{+70}:\\
\;\;\;\;\mathsf{fma}\left(b, b \cdot \mathsf{fma}\left(b, b, 4\right), -1\right)\\
\mathbf{else}:\\
\;\;\;\;a \cdot \left(a \cdot \left(a \cdot a\right)\right)\\
\end{array}
\end{array}
if a < -1.45e16Initial program 35.4%
lift--.f64N/A
flip3--N/A
clear-numN/A
Applied rewrites40.1%
Taylor expanded in a around inf
metadata-evalN/A
pow-sqrN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6492.3
Applied rewrites92.3%
if -1.45e16 < a < 5.10000000000000014e70Initial program 95.7%
lift--.f64N/A
flip3--N/A
clear-numN/A
Applied rewrites95.7%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
unpow2N/A
associate-*l*N/A
metadata-evalN/A
lower-fma.f64N/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6493.1
Applied rewrites93.1%
if 5.10000000000000014e70 < a Initial program 70.6%
Taylor expanded in a around inf
metadata-evalN/A
pow-plusN/A
*-commutativeN/A
lower-*.f64N/A
cube-multN/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
(FPCore (a b) :precision binary64 (if (<= a -1.45e+16) (* (* a a) (* a a)) (if (<= a 5.1e+70) (fma (* b b) (fma b b 4.0) -1.0) (* a (* a (* a a))))))
double code(double a, double b) {
double tmp;
if (a <= -1.45e+16) {
tmp = (a * a) * (a * a);
} else if (a <= 5.1e+70) {
tmp = fma((b * b), fma(b, b, 4.0), -1.0);
} else {
tmp = a * (a * (a * a));
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -1.45e+16) tmp = Float64(Float64(a * a) * Float64(a * a)); elseif (a <= 5.1e+70) tmp = fma(Float64(b * b), fma(b, b, 4.0), -1.0); else tmp = Float64(a * Float64(a * Float64(a * a))); end return tmp end
code[a_, b_] := If[LessEqual[a, -1.45e+16], N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision], If[LessEqual[a, 5.1e+70], N[(N[(b * b), $MachinePrecision] * N[(b * b + 4.0), $MachinePrecision] + -1.0), $MachinePrecision], N[(a * N[(a * N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -1.45 \cdot 10^{+16}:\\
\;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right)\\
\mathbf{elif}\;a \leq 5.1 \cdot 10^{+70}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, \mathsf{fma}\left(b, b, 4\right), -1\right)\\
\mathbf{else}:\\
\;\;\;\;a \cdot \left(a \cdot \left(a \cdot a\right)\right)\\
\end{array}
\end{array}
if a < -1.45e16Initial program 35.4%
lift--.f64N/A
flip3--N/A
clear-numN/A
Applied rewrites40.1%
Taylor expanded in a around inf
metadata-evalN/A
pow-sqrN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6492.3
Applied rewrites92.3%
if -1.45e16 < a < 5.10000000000000014e70Initial program 95.7%
Taylor expanded in a around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f6493.0
Applied rewrites93.0%
if 5.10000000000000014e70 < a Initial program 70.6%
Taylor expanded in a around inf
metadata-evalN/A
pow-plusN/A
*-commutativeN/A
lower-*.f64N/A
cube-multN/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
(FPCore (a b) :precision binary64 (if (<= a -1.45e+16) (* (* a a) (* a a)) (if (<= a 5.1e+70) (fma (* b b) (* b b) -1.0) (* a (* a (* a a))))))
double code(double a, double b) {
double tmp;
if (a <= -1.45e+16) {
tmp = (a * a) * (a * a);
} else if (a <= 5.1e+70) {
tmp = fma((b * b), (b * b), -1.0);
} else {
tmp = a * (a * (a * a));
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -1.45e+16) tmp = Float64(Float64(a * a) * Float64(a * a)); elseif (a <= 5.1e+70) tmp = fma(Float64(b * b), Float64(b * b), -1.0); else tmp = Float64(a * Float64(a * Float64(a * a))); end return tmp end
code[a_, b_] := If[LessEqual[a, -1.45e+16], N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision], If[LessEqual[a, 5.1e+70], N[(N[(b * b), $MachinePrecision] * N[(b * b), $MachinePrecision] + -1.0), $MachinePrecision], N[(a * N[(a * N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -1.45 \cdot 10^{+16}:\\
\;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right)\\
\mathbf{elif}\;a \leq 5.1 \cdot 10^{+70}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, b \cdot b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;a \cdot \left(a \cdot \left(a \cdot a\right)\right)\\
\end{array}
\end{array}
if a < -1.45e16Initial program 35.4%
lift--.f64N/A
flip3--N/A
clear-numN/A
Applied rewrites40.1%
Taylor expanded in a around inf
metadata-evalN/A
pow-sqrN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6492.3
Applied rewrites92.3%
if -1.45e16 < a < 5.10000000000000014e70Initial program 95.7%
Taylor expanded in a around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f6493.0
Applied rewrites93.0%
Taylor expanded in b around inf
Applied rewrites92.4%
if 5.10000000000000014e70 < a Initial program 70.6%
Taylor expanded in a around inf
metadata-evalN/A
pow-plusN/A
*-commutativeN/A
lower-*.f64N/A
cube-multN/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
(FPCore (a b)
:precision binary64
(let* ((t_0 (* a (* a (* a a)))))
(if (<= a -900000000.0)
t_0
(if (<= a 33000000000000.0) (fma (* b b) 4.0 -1.0) t_0))))
double code(double a, double b) {
double t_0 = a * (a * (a * a));
double tmp;
if (a <= -900000000.0) {
tmp = t_0;
} else if (a <= 33000000000000.0) {
tmp = fma((b * b), 4.0, -1.0);
} else {
tmp = t_0;
}
return tmp;
}
function code(a, b) t_0 = Float64(a * Float64(a * Float64(a * a))) tmp = 0.0 if (a <= -900000000.0) tmp = t_0; elseif (a <= 33000000000000.0) tmp = fma(Float64(b * b), 4.0, -1.0); else tmp = t_0; end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(a * N[(a * N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[a, -900000000.0], t$95$0, If[LessEqual[a, 33000000000000.0], N[(N[(b * b), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := a \cdot \left(a \cdot \left(a \cdot a\right)\right)\\
\mathbf{if}\;a \leq -900000000:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 33000000000000:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 4, -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -9e8 or 3.3e13 < a Initial program 52.6%
Taylor expanded in a around inf
metadata-evalN/A
pow-plusN/A
*-commutativeN/A
lower-*.f64N/A
cube-multN/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6489.0
Applied rewrites89.0%
if -9e8 < a < 3.3e13Initial program 99.9%
Taylor expanded in a around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f6497.4
Applied rewrites97.4%
Taylor expanded in b around 0
Applied rewrites74.1%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e+117) (fma (* a a) (* a a) -1.0) (* b (* b (* b b)))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e+117) {
tmp = fma((a * a), (a * a), -1.0);
} else {
tmp = b * (b * (b * b));
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e+117) tmp = fma(Float64(a * a), Float64(a * a), -1.0); else tmp = Float64(b * Float64(b * Float64(b * b))); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e+117], N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision], N[(b * N[(b * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{+117}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, a \cdot a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;b \cdot \left(b \cdot \left(b \cdot b\right)\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 4.99999999999999983e117Initial program 81.9%
Taylor expanded in b around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
+-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
lower-fma.f6490.1
Applied rewrites90.1%
Taylor expanded in a around inf
Applied rewrites89.0%
if 4.99999999999999983e117 < (*.f64 b b) Initial program 66.3%
Taylor expanded in b around inf
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*l*N/A
lower-*.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6498.0
Applied rewrites98.0%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e+304) (fma (* a a) 4.0 -1.0) (fma (* b b) 4.0 -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e+304) {
tmp = fma((a * a), 4.0, -1.0);
} else {
tmp = fma((b * b), 4.0, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e+304) tmp = fma(Float64(a * a), 4.0, -1.0); else tmp = fma(Float64(b * b), 4.0, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e+304], N[(N[(a * a), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision], N[(N[(b * b), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{+304}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, 4, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 4, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 4.9999999999999997e304Initial program 80.1%
Taylor expanded in b around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
+-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
lower-fma.f6479.5
Applied rewrites79.5%
Taylor expanded in a around 0
Applied rewrites62.3%
if 4.9999999999999997e304 < (*.f64 b b) Initial program 62.7%
Taylor expanded in a around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64100.0
Applied rewrites100.0%
Taylor expanded in b around 0
Applied rewrites100.0%
(FPCore (a b) :precision binary64 (fma (* a a) 4.0 -1.0))
double code(double a, double b) {
return fma((a * a), 4.0, -1.0);
}
function code(a, b) return fma(Float64(a * a), 4.0, -1.0) end
code[a_, b_] := N[(N[(a * a), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(a \cdot a, 4, -1\right)
\end{array}
Initial program 76.1%
Taylor expanded in b around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
+-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
lower-fma.f6469.2
Applied rewrites69.2%
Taylor expanded in a around 0
Applied rewrites52.3%
(FPCore (a b) :precision binary64 -1.0)
double code(double a, double b) {
return -1.0;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = -1.0d0
end function
public static double code(double a, double b) {
return -1.0;
}
def code(a, b): return -1.0
function code(a, b) return -1.0 end
function tmp = code(a, b) tmp = -1.0; end
code[a_, b_] := -1.0
\begin{array}{l}
\\
-1
\end{array}
Initial program 76.1%
Taylor expanded in a around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f6465.8
Applied rewrites65.8%
Taylor expanded in b around 0
Applied rewrites23.8%
herbie shell --seed 2024231
(FPCore (a b)
:name "Bouland and Aaronson, Equation (25)"
:precision binary64
(- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (+ (* (* a a) (+ 1.0 a)) (* (* b b) (- 1.0 (* 3.0 a)))))) 1.0))