
(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) 1e-20) (fma (fma (- a 4.0) a 4.0) (* a a) -1.0) (fma (fma b b (fma a (fma 2.0 a 4.0) 12.0)) (* b b) -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1e-20) {
tmp = fma(fma((a - 4.0), a, 4.0), (a * a), -1.0);
} else {
tmp = fma(fma(b, b, fma(a, fma(2.0, a, 4.0), 12.0)), (b * b), -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 1e-20) tmp = fma(fma(Float64(a - 4.0), a, 4.0), Float64(a * a), -1.0); else tmp = fma(fma(b, b, fma(a, fma(2.0, a, 4.0), 12.0)), Float64(b * b), -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 1e-20], N[(N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision], N[(N[(b * b + N[(a * N[(2.0 * a + 4.0), $MachinePrecision] + 12.0), $MachinePrecision]), $MachinePrecision] * N[(b * b), $MachinePrecision] + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 10^{-20}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a - 4, a, 4\right), a \cdot a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, \mathsf{fma}\left(a, \mathsf{fma}\left(2, a, 4\right), 12\right)\right), b \cdot b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 9.99999999999999945e-21Initial program 89.3%
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 rewrites89.3%
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%
Taylor expanded in a around 0
Applied rewrites99.9%
if 9.99999999999999945e-21 < (*.f64 b b) Initial program 65.1%
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 rewrites98.9%
(FPCore (a b)
:precision binary64
(if (<=
(+
(* (+ (* (+ 3.0 a) (* b b)) (* (- 1.0 a) (* a a))) 4.0)
(pow (+ (* a a) (* b b)) 2.0))
0.5)
(fma 4.0 (* a a) -1.0)
(* (* a a) (* a a))))
double code(double a, double b) {
double tmp;
if ((((((3.0 + a) * (b * b)) + ((1.0 - a) * (a * a))) * 4.0) + pow(((a * a) + (b * b)), 2.0)) <= 0.5) {
tmp = fma(4.0, (a * a), -1.0);
} else {
tmp = (a * a) * (a * a);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(Float64(Float64(Float64(Float64(3.0 + a) * Float64(b * b)) + Float64(Float64(1.0 - a) * Float64(a * a))) * 4.0) + (Float64(Float64(a * a) + Float64(b * b)) ^ 2.0)) <= 0.5) tmp = fma(4.0, Float64(a * a), -1.0); else tmp = Float64(Float64(a * a) * Float64(a * a)); end return tmp end
code[a_, b_] := If[LessEqual[N[(N[(N[(N[(N[(3.0 + a), $MachinePrecision] * N[(b * b), $MachinePrecision]), $MachinePrecision] + N[(N[(1.0 - a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * 4.0), $MachinePrecision] + N[Power[N[(N[(a * a), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision], 0.5], N[(4.0 * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision], N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\left(\left(3 + a\right) \cdot \left(b \cdot b\right) + \left(1 - a\right) \cdot \left(a \cdot a\right)\right) \cdot 4 + {\left(a \cdot a + b \cdot b\right)}^{2} \leq 0.5:\\
\;\;\;\;\mathsf{fma}\left(4, a \cdot a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right)\\
\end{array}
\end{array}
if (+.f64 (pow.f64 (+.f64 (*.f64 a a) (*.f64 b b)) #s(literal 2 binary64)) (*.f64 #s(literal 4 binary64) (+.f64 (*.f64 (*.f64 a a) (-.f64 #s(literal 1 binary64) a)) (*.f64 (*.f64 b b) (+.f64 #s(literal 3 binary64) a))))) < 0.5Initial program 100.0%
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 rewrites100.0%
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-*.f6499.5
Applied rewrites99.5%
Taylor expanded in a around 0
Applied rewrites98.6%
if 0.5 < (+.f64 (pow.f64 (+.f64 (*.f64 a a) (*.f64 b b)) #s(literal 2 binary64)) (*.f64 #s(literal 4 binary64) (+.f64 (*.f64 (*.f64 a a) (-.f64 #s(literal 1 binary64) a)) (*.f64 (*.f64 b b) (+.f64 #s(literal 3 binary64) a))))) Initial program 67.0%
Taylor expanded in a around inf
metadata-evalN/A
pow-plusN/A
lower-*.f64N/A
unpow3N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6453.4
Applied rewrites53.4%
Applied rewrites53.4%
Final simplification69.1%
(FPCore (a b) :precision binary64 (let* ((t_0 (fma b b (* a a)))) (fma (* (* b b) 3.0) 4.0 (fma t_0 t_0 -1.0))))
double code(double a, double b) {
double t_0 = fma(b, b, (a * a));
return fma(((b * b) * 3.0), 4.0, fma(t_0, t_0, -1.0));
}
function code(a, b) t_0 = fma(b, b, Float64(a * a)) return fma(Float64(Float64(b * b) * 3.0), 4.0, fma(t_0, t_0, -1.0)) end
code[a_, b_] := Block[{t$95$0 = N[(b * b + N[(a * a), $MachinePrecision]), $MachinePrecision]}, N[(N[(N[(b * b), $MachinePrecision] * 3.0), $MachinePrecision] * 4.0 + N[(t$95$0 * t$95$0 + -1.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(b, b, a \cdot a\right)\\
\mathsf{fma}\left(\left(b \cdot b\right) \cdot 3, 4, \mathsf{fma}\left(t\_0, t\_0, -1\right)\right)
\end{array}
\end{array}
Initial program 78.5%
lift--.f64N/A
lift-+.f64N/A
+-commutativeN/A
associate--l+N/A
lift-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites79.6%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6499.2
Applied rewrites99.2%
Final simplification99.2%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e-9) (fma (fma (- a 4.0) a 4.0) (* a a) -1.0) (* (fma (fma 2.0 a 4.0) a (fma b b 12.0)) (* b b))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e-9) {
tmp = fma(fma((a - 4.0), a, 4.0), (a * a), -1.0);
} else {
tmp = fma(fma(2.0, a, 4.0), a, fma(b, b, 12.0)) * (b * b);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e-9) tmp = fma(fma(Float64(a - 4.0), a, 4.0), Float64(a * a), -1.0); else tmp = Float64(fma(fma(2.0, a, 4.0), a, fma(b, b, 12.0)) * Float64(b * b)); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e-9], N[(N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision], N[(N[(N[(2.0 * a + 4.0), $MachinePrecision] * a + N[(b * b + 12.0), $MachinePrecision]), $MachinePrecision] * N[(b * b), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{-9}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a - 4, a, 4\right), a \cdot a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(2, a, 4\right), a, \mathsf{fma}\left(b, b, 12\right)\right) \cdot \left(b \cdot b\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 5.0000000000000001e-9Initial program 89.5%
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 rewrites89.4%
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-*.f6499.6
Applied rewrites99.6%
Taylor expanded in a around 0
Applied rewrites99.6%
if 5.0000000000000001e-9 < (*.f64 b b) Initial program 64.5%
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 rewrites99.9%
Taylor expanded in b around inf
Applied rewrites98.8%
Taylor expanded in b around 0
Applied rewrites98.8%
Taylor expanded in b around 0
Applied rewrites98.9%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e-9) (fma (fma (- a 4.0) a 4.0) (* a a) -1.0) (* (* (fma b b (fma (fma 2.0 a 4.0) a 12.0)) b) b)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e-9) {
tmp = fma(fma((a - 4.0), a, 4.0), (a * a), -1.0);
} else {
tmp = (fma(b, b, fma(fma(2.0, a, 4.0), a, 12.0)) * b) * b;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e-9) tmp = fma(fma(Float64(a - 4.0), a, 4.0), Float64(a * a), -1.0); else tmp = Float64(Float64(fma(b, b, fma(fma(2.0, a, 4.0), a, 12.0)) * b) * b); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e-9], N[(N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision], N[(N[(N[(b * b + N[(N[(2.0 * a + 4.0), $MachinePrecision] * a + 12.0), $MachinePrecision]), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{-9}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a - 4, a, 4\right), a \cdot a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\left(\mathsf{fma}\left(b, b, \mathsf{fma}\left(\mathsf{fma}\left(2, a, 4\right), a, 12\right)\right) \cdot b\right) \cdot b\\
\end{array}
\end{array}
if (*.f64 b b) < 5.0000000000000001e-9Initial program 89.5%
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 rewrites89.4%
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-*.f6499.6
Applied rewrites99.6%
Taylor expanded in a around 0
Applied rewrites99.6%
if 5.0000000000000001e-9 < (*.f64 b b) Initial program 64.5%
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 rewrites99.9%
Taylor expanded in b around inf
Applied rewrites98.8%
Taylor expanded in b around 0
Applied rewrites98.8%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1e+17) (fma (fma (- a 4.0) a 4.0) (* a a) -1.0) (fma (* b b) (fma b b 12.0) -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1e+17) {
tmp = fma(fma((a - 4.0), a, 4.0), (a * a), -1.0);
} else {
tmp = fma((b * b), fma(b, b, 12.0), -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 1e+17) tmp = fma(fma(Float64(a - 4.0), a, 4.0), Float64(a * a), -1.0); else tmp = fma(Float64(b * b), fma(b, b, 12.0), -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 1e+17], N[(N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision], N[(N[(b * b), $MachinePrecision] * N[(b * b + 12.0), $MachinePrecision] + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 10^{+17}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a - 4, a, 4\right), a \cdot a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, \mathsf{fma}\left(b, b, 12\right), -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 1e17Initial program 88.2%
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 rewrites89.6%
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-*.f6499.6
Applied rewrites99.6%
Taylor expanded in a around 0
Applied rewrites99.6%
if 1e17 < (*.f64 b b) Initial program 65.7%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
+-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f6492.4
Applied rewrites92.4%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1e+17) (fma (* a a) (* a a) -1.0) (fma (* b b) (fma b b 12.0) -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1e+17) {
tmp = fma((a * a), (a * a), -1.0);
} else {
tmp = fma((b * b), fma(b, b, 12.0), -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 1e+17) tmp = fma(Float64(a * a), Float64(a * a), -1.0); else tmp = fma(Float64(b * b), fma(b, b, 12.0), -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 1e+17], N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision], N[(N[(b * b), $MachinePrecision] * N[(b * b + 12.0), $MachinePrecision] + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 10^{+17}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, a \cdot a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, \mathsf{fma}\left(b, b, 12\right), -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 1e17Initial program 88.2%
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 rewrites89.6%
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-*.f6499.6
Applied rewrites99.6%
Taylor expanded in a around inf
Applied rewrites98.3%
if 1e17 < (*.f64 b b) Initial program 65.7%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
+-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f6492.4
Applied rewrites92.4%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1e+17) (fma (* a a) (* a a) -1.0) (* (* (* b b) b) b)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1e+17) {
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) <= 1e+17) tmp = fma(Float64(a * a), Float64(a * a), -1.0); else tmp = Float64(Float64(Float64(b * b) * b) * b); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 1e+17], N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision], N[(N[(N[(b * b), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 10^{+17}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, a \cdot a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\left(\left(b \cdot b\right) \cdot b\right) \cdot b\\
\end{array}
\end{array}
if (*.f64 b b) < 1e17Initial program 88.2%
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 rewrites89.6%
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-*.f6499.6
Applied rewrites99.6%
Taylor expanded in a around inf
Applied rewrites98.3%
if 1e17 < (*.f64 b b) Initial program 65.7%
Taylor expanded in b around inf
metadata-evalN/A
pow-plusN/A
cube-unmultN/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-*.f6492.4
Applied rewrites92.4%
(FPCore (a b) :precision binary64 (if (<= b 250000000.0) (fma 4.0 (* a a) -1.0) (* (* (* b b) b) b)))
double code(double a, double b) {
double tmp;
if (b <= 250000000.0) {
tmp = fma(4.0, (a * a), -1.0);
} else {
tmp = ((b * b) * b) * b;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (b <= 250000000.0) tmp = fma(4.0, Float64(a * a), -1.0); else tmp = Float64(Float64(Float64(b * b) * b) * b); end return tmp end
code[a_, b_] := If[LessEqual[b, 250000000.0], N[(4.0 * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision], N[(N[(N[(b * b), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 250000000:\\
\;\;\;\;\mathsf{fma}\left(4, a \cdot a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\left(\left(b \cdot b\right) \cdot b\right) \cdot b\\
\end{array}
\end{array}
if b < 2.5e8Initial program 81.9%
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 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-*.f6481.4
Applied rewrites81.4%
Taylor expanded in a around 0
Applied rewrites66.2%
if 2.5e8 < b Initial program 66.0%
Taylor expanded in b around inf
metadata-evalN/A
pow-plusN/A
cube-unmultN/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-*.f6491.6
Applied rewrites91.6%
(FPCore (a b) :precision binary64 (fma 4.0 (* a a) -1.0))
double code(double a, double b) {
return fma(4.0, (a * a), -1.0);
}
function code(a, b) return fma(4.0, Float64(a * a), -1.0) end
code[a_, b_] := N[(4.0 * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(4, a \cdot a, -1\right)
\end{array}
Initial program 78.5%
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 rewrites94.1%
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-*.f6469.4
Applied rewrites69.4%
Taylor expanded in a around 0
Applied rewrites56.0%
(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 78.5%
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 rewrites94.1%
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-*.f6469.4
Applied rewrites69.4%
Taylor expanded in a around 0
Applied rewrites34.6%
herbie shell --seed 2024240
(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))