
(FPCore (a b) :precision binary64 (- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (+ (* (* a a) (- 1.0 a)) (* (* b b) (+ 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) * (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) * (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) * (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) * (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(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) * (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[(3.0 + a), $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(3 + a\right)\right)\right) - 1
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 11 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) (+ 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) * (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) * (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) * (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) * (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(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) * (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[(3.0 + a), $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(3 + a\right)\right)\right) - 1
\end{array}
(FPCore (a b) :precision binary64 (if (<= (* b b) 4e-19) (fma (* (fma (- 1.0 a) 4.0 (* a a)) a) a -1.0) (fma (fma a (* 2.0 a) (fma b b 12.0)) (* b b) (fma (* a a) (* a a) -1.0))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 4e-19) {
tmp = fma((fma((1.0 - a), 4.0, (a * a)) * a), a, -1.0);
} else {
tmp = fma(fma(a, (2.0 * a), fma(b, b, 12.0)), (b * b), fma((a * a), (a * a), -1.0));
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 4e-19) tmp = fma(Float64(fma(Float64(1.0 - a), 4.0, Float64(a * a)) * a), a, -1.0); else tmp = fma(fma(a, Float64(2.0 * a), fma(b, b, 12.0)), Float64(b * b), fma(Float64(a * a), Float64(a * a), -1.0)); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 4e-19], N[(N[(N[(N[(1.0 - a), $MachinePrecision] * 4.0 + N[(a * a), $MachinePrecision]), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(a * N[(2.0 * a), $MachinePrecision] + N[(b * b + 12.0), $MachinePrecision]), $MachinePrecision] * N[(b * b), $MachinePrecision] + N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 4 \cdot 10^{-19}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(1 - a, 4, a \cdot a\right) \cdot a, a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a, 2 \cdot a, \mathsf{fma}\left(b, b, 12\right)\right), b \cdot b, \mathsf{fma}\left(a \cdot a, a \cdot a, -1\right)\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 3.9999999999999999e-19Initial program 83.4%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6497.5
Applied rewrites97.5%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
+-commutativeN/A
associate--l+N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites92.0%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6499.9
Applied rewrites99.9%
Applied rewrites100.0%
if 3.9999999999999999e-19 < (*.f64 b b) Initial program 63.5%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6499.9
Applied rewrites99.9%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
+-commutativeN/A
associate--l+N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Taylor expanded in a around inf
Applied rewrites99.9%
Taylor expanded in a around inf
Applied rewrites99.9%
(FPCore (a b) :precision binary64 (- (+ (* (* 3.0 (* b b)) 4.0) (pow (+ (* b b) (* a a)) 2.0)) 1.0))
double code(double a, double b) {
return (((3.0 * (b * b)) * 4.0) + pow(((b * b) + (a * a)), 2.0)) - 1.0;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = (((3.0d0 * (b * b)) * 4.0d0) + (((b * b) + (a * a)) ** 2.0d0)) - 1.0d0
end function
public static double code(double a, double b) {
return (((3.0 * (b * b)) * 4.0) + Math.pow(((b * b) + (a * a)), 2.0)) - 1.0;
}
def code(a, b): return (((3.0 * (b * b)) * 4.0) + math.pow(((b * b) + (a * a)), 2.0)) - 1.0
function code(a, b) return Float64(Float64(Float64(Float64(3.0 * Float64(b * b)) * 4.0) + (Float64(Float64(b * b) + Float64(a * a)) ^ 2.0)) - 1.0) end
function tmp = code(a, b) tmp = (((3.0 * (b * b)) * 4.0) + (((b * b) + (a * a)) ^ 2.0)) - 1.0; end
code[a_, b_] := N[(N[(N[(N[(3.0 * N[(b * b), $MachinePrecision]), $MachinePrecision] * 4.0), $MachinePrecision] + N[Power[N[(N[(b * b), $MachinePrecision] + N[(a * a), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\left(\left(3 \cdot \left(b \cdot b\right)\right) \cdot 4 + {\left(b \cdot b + a \cdot a\right)}^{2}\right) - 1
\end{array}
Initial program 73.3%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6498.7
Applied rewrites98.7%
Final simplification98.7%
(FPCore (a b) :precision binary64 (if (<= (* b b) 4e-19) (fma (* (fma (- 1.0 a) 4.0 (* a a)) a) a -1.0) (fma (fma a (fma 2.0 a 4.0) (fma b b 12.0)) (* b b) -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 4e-19) {
tmp = fma((fma((1.0 - a), 4.0, (a * a)) * a), a, -1.0);
} else {
tmp = fma(fma(a, fma(2.0, a, 4.0), fma(b, b, 12.0)), (b * b), -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 4e-19) tmp = fma(Float64(fma(Float64(1.0 - a), 4.0, Float64(a * a)) * a), a, -1.0); else tmp = fma(fma(a, fma(2.0, a, 4.0), fma(b, b, 12.0)), Float64(b * b), -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 4e-19], N[(N[(N[(N[(1.0 - a), $MachinePrecision] * 4.0 + N[(a * a), $MachinePrecision]), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(a * N[(2.0 * a + 4.0), $MachinePrecision] + N[(b * b + 12.0), $MachinePrecision]), $MachinePrecision] * N[(b * b), $MachinePrecision] + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 4 \cdot 10^{-19}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(1 - a, 4, a \cdot a\right) \cdot a, a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a, \mathsf{fma}\left(2, a, 4\right), \mathsf{fma}\left(b, b, 12\right)\right), b \cdot b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 3.9999999999999999e-19Initial program 83.4%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6497.5
Applied rewrites97.5%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
+-commutativeN/A
associate--l+N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites92.0%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6499.9
Applied rewrites99.9%
Applied rewrites100.0%
if 3.9999999999999999e-19 < (*.f64 b b) Initial program 63.5%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6499.9
Applied rewrites99.9%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
+-commutativeN/A
associate--l+N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Taylor expanded in a around 0
Applied rewrites95.9%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1e+48) (fma (* (fma (- 1.0 a) 4.0 (* a a)) a) a -1.0) (fma (* (* b b) b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1e+48) {
tmp = fma((fma((1.0 - a), 4.0, (a * a)) * a), a, -1.0);
} else {
tmp = fma(((b * b) * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 1e+48) tmp = fma(Float64(fma(Float64(1.0 - a), 4.0, Float64(a * a)) * a), a, -1.0); else tmp = fma(Float64(Float64(b * b) * b), b, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 1e+48], N[(N[(N[(N[(1.0 - a), $MachinePrecision] * 4.0 + N[(a * a), $MachinePrecision]), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(N[(b * b), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 10^{+48}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(1 - a, 4, a \cdot a\right) \cdot a, a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(b \cdot b\right) \cdot b, b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 1.00000000000000004e48Initial program 82.0%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6497.6
Applied rewrites97.6%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
+-commutativeN/A
associate--l+N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites92.4%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6498.4
Applied rewrites98.4%
Applied rewrites98.5%
if 1.00000000000000004e48 < (*.f64 b b) Initial program 63.8%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6499.9
Applied rewrites99.9%
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
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6493.2
Applied rewrites93.2%
Taylor expanded in b around inf
Applied rewrites93.2%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1e+48) (fma (fma (- a 4.0) a 4.0) (* a a) -1.0) (fma (* (* b b) b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1e+48) {
tmp = fma(fma((a - 4.0), a, 4.0), (a * a), -1.0);
} else {
tmp = fma(((b * b) * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 1e+48) tmp = fma(fma(Float64(a - 4.0), a, 4.0), Float64(a * a), -1.0); else tmp = fma(Float64(Float64(b * b) * b), b, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 1e+48], N[(N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision], N[(N[(N[(b * b), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 10^{+48}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a - 4, a, 4\right), a \cdot a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(b \cdot b\right) \cdot b, b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 1.00000000000000004e48Initial program 82.0%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6497.6
Applied rewrites97.6%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
+-commutativeN/A
associate--l+N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites92.4%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6498.4
Applied rewrites98.4%
Taylor expanded in a around 0
Applied rewrites98.4%
if 1.00000000000000004e48 < (*.f64 b b) Initial program 63.8%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6499.9
Applied rewrites99.9%
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
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6493.2
Applied rewrites93.2%
Taylor expanded in b around inf
Applied rewrites93.2%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1e+48) (fma (* a a) (* a a) -1.0) (fma (* (* b b) b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1e+48) {
tmp = fma((a * a), (a * a), -1.0);
} else {
tmp = fma(((b * b) * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 1e+48) tmp = fma(Float64(a * a), Float64(a * a), -1.0); else tmp = fma(Float64(Float64(b * b) * b), b, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 1e+48], N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision], N[(N[(N[(b * b), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 10^{+48}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, a \cdot a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(b \cdot b\right) \cdot b, b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 1.00000000000000004e48Initial program 82.0%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6497.6
Applied rewrites97.6%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
+-commutativeN/A
associate--l+N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites92.4%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6498.4
Applied rewrites98.4%
Taylor expanded in a around inf
Applied rewrites96.1%
if 1.00000000000000004e48 < (*.f64 b b) Initial program 63.8%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6499.9
Applied rewrites99.9%
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
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6493.2
Applied rewrites93.2%
Taylor expanded in b around inf
Applied rewrites93.2%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1e+48) (fma (* a a) (* a a) -1.0) (fma (* b b) (* b b) -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1e+48) {
tmp = fma((a * a), (a * a), -1.0);
} else {
tmp = fma((b * b), (b * b), -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 1e+48) tmp = fma(Float64(a * a), Float64(a * a), -1.0); else tmp = fma(Float64(b * b), Float64(b * b), -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 1e+48], N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision], N[(N[(b * b), $MachinePrecision] * N[(b * b), $MachinePrecision] + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 10^{+48}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, a \cdot a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, b \cdot b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 1.00000000000000004e48Initial program 82.0%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6497.6
Applied rewrites97.6%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
+-commutativeN/A
associate--l+N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites92.4%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6498.4
Applied rewrites98.4%
Taylor expanded in a around inf
Applied rewrites96.1%
if 1.00000000000000004e48 < (*.f64 b b) Initial program 63.8%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6499.9
Applied rewrites99.9%
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
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6493.2
Applied rewrites93.2%
Taylor expanded in b around inf
Applied rewrites93.2%
Applied rewrites93.1%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e+281) (fma (* a a) (* a a) -1.0) (fma (* b b) 12.0 -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e+281) {
tmp = fma((a * a), (a * a), -1.0);
} else {
tmp = fma((b * b), 12.0, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e+281) tmp = fma(Float64(a * a), Float64(a * a), -1.0); else tmp = fma(Float64(b * b), 12.0, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e+281], N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision], N[(N[(b * b), $MachinePrecision] * 12.0 + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{+281}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, a \cdot a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 12, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 5.00000000000000016e281Initial program 79.5%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6498.2
Applied rewrites98.2%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
+-commutativeN/A
associate--l+N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites94.6%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6479.4
Applied rewrites79.4%
Taylor expanded in a around inf
Applied rewrites77.8%
if 5.00000000000000016e281 < (*.f64 b b) Initial program 55.4%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
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
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f64100.0
Applied rewrites100.0%
Taylor expanded in b around 0
Applied rewrites100.0%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e+281) (fma 4.0 (* a a) -1.0) (fma (* b b) 12.0 -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e+281) {
tmp = fma(4.0, (a * a), -1.0);
} else {
tmp = fma((b * b), 12.0, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e+281) tmp = fma(4.0, Float64(a * a), -1.0); else tmp = fma(Float64(b * b), 12.0, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e+281], N[(4.0 * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision], N[(N[(b * b), $MachinePrecision] * 12.0 + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{+281}:\\
\;\;\;\;\mathsf{fma}\left(4, a \cdot a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 12, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 5.00000000000000016e281Initial program 79.5%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6498.2
Applied rewrites98.2%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
+-commutativeN/A
associate--l+N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites94.6%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6479.4
Applied rewrites79.4%
Taylor expanded in a around 0
Applied rewrites57.7%
if 5.00000000000000016e281 < (*.f64 b b) Initial program 55.4%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
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
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/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 (* b b) 12.0 -1.0))
double code(double a, double b) {
return fma((b * b), 12.0, -1.0);
}
function code(a, b) return fma(Float64(b * b), 12.0, -1.0) end
code[a_, b_] := N[(N[(b * b), $MachinePrecision] * 12.0 + -1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(b \cdot b, 12, -1\right)
\end{array}
Initial program 73.3%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6498.7
Applied rewrites98.7%
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
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6472.0
Applied rewrites72.0%
Taylor expanded in b around 0
Applied rewrites53.5%
(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 73.3%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6498.7
Applied rewrites98.7%
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
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6472.0
Applied rewrites72.0%
Taylor expanded in b around 0
Applied rewrites27.0%
herbie shell --seed 2024275
(FPCore (a b)
:name "Bouland and Aaronson, Equation (24)"
:precision binary64
(- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (+ (* (* a a) (- 1.0 a)) (* (* b b) (+ 3.0 a))))) 1.0))