
(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 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) (+ 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 (<= a 2e+73) (- (+ (* (* (* (- 1.0 a) a) a) 4.0) (pow (+ (* b b) (* a a)) 2.0)) 1.0) (* (* a a) (* a a))))
double code(double a, double b) {
double tmp;
if (a <= 2e+73) {
tmp = (((((1.0 - a) * a) * a) * 4.0) + pow(((b * b) + (a * a)), 2.0)) - 1.0;
} else {
tmp = (a * a) * (a * a);
}
return tmp;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: tmp
if (a <= 2d+73) then
tmp = (((((1.0d0 - a) * a) * a) * 4.0d0) + (((b * b) + (a * a)) ** 2.0d0)) - 1.0d0
else
tmp = (a * a) * (a * a)
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if (a <= 2e+73) {
tmp = (((((1.0 - a) * a) * a) * 4.0) + Math.pow(((b * b) + (a * a)), 2.0)) - 1.0;
} else {
tmp = (a * a) * (a * a);
}
return tmp;
}
def code(a, b): tmp = 0 if a <= 2e+73: tmp = (((((1.0 - a) * a) * a) * 4.0) + math.pow(((b * b) + (a * a)), 2.0)) - 1.0 else: tmp = (a * a) * (a * a) return tmp
function code(a, b) tmp = 0.0 if (a <= 2e+73) tmp = Float64(Float64(Float64(Float64(Float64(Float64(1.0 - a) * a) * a) * 4.0) + (Float64(Float64(b * b) + Float64(a * a)) ^ 2.0)) - 1.0); else tmp = Float64(Float64(a * a) * Float64(a * a)); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if (a <= 2e+73) tmp = (((((1.0 - a) * a) * a) * 4.0) + (((b * b) + (a * a)) ^ 2.0)) - 1.0; else tmp = (a * a) * (a * a); end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[a, 2e+73], N[(N[(N[(N[(N[(N[(1.0 - a), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] * 4.0), $MachinePrecision] + N[Power[N[(N[(b * b), $MachinePrecision] + N[(a * a), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq 2 \cdot 10^{+73}:\\
\;\;\;\;\left(\left(\left(\left(1 - a\right) \cdot a\right) \cdot a\right) \cdot 4 + {\left(b \cdot b + a \cdot a\right)}^{2}\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right)\\
\end{array}
\end{array}
if a < 1.99999999999999997e73Initial program 87.6%
Taylor expanded in b around 0
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
mul-1-negN/A
sub-negN/A
lower-*.f64N/A
lower--.f6499.8
Applied rewrites99.8%
if 1.99999999999999997e73 < a Initial program 4.5%
Taylor expanded in b around 0
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
mul-1-negN/A
sub-negN/A
lower-*.f64N/A
lower--.f644.5
Applied rewrites4.5%
Taylor expanded in a around inf
lower-pow.f64100.0
Applied rewrites100.0%
Applied rewrites100.0%
Final simplification99.9%
(FPCore (a b)
:precision binary64
(if (<= (* b b) 2e+14)
(fma (* a a) (fma a a (* (- 1.0 a) 4.0)) -1.0)
(-
(fma (* 4.0 a) a (* (fma (fma 2.0 a 4.0) a (fma b b 12.0)) (* b b)))
1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 2e+14) {
tmp = fma((a * a), fma(a, a, ((1.0 - a) * 4.0)), -1.0);
} else {
tmp = fma((4.0 * a), a, (fma(fma(2.0, a, 4.0), a, fma(b, b, 12.0)) * (b * b))) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 2e+14) tmp = fma(Float64(a * a), fma(a, a, Float64(Float64(1.0 - a) * 4.0)), -1.0); else tmp = Float64(fma(Float64(4.0 * a), a, Float64(fma(fma(2.0, a, 4.0), a, fma(b, b, 12.0)) * Float64(b * b))) - 1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 2e+14], N[(N[(a * a), $MachinePrecision] * N[(a * a + N[(N[(1.0 - a), $MachinePrecision] * 4.0), $MachinePrecision]), $MachinePrecision] + -1.0), $MachinePrecision], N[(N[(N[(4.0 * a), $MachinePrecision] * a + N[(N[(N[(2.0 * a + 4.0), $MachinePrecision] * a + N[(b * b + 12.0), $MachinePrecision]), $MachinePrecision] * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 2 \cdot 10^{+14}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, \mathsf{fma}\left(a, a, \left(1 - a\right) \cdot 4\right), -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(4 \cdot a, a, \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)\right) - 1\\
\end{array}
\end{array}
if (*.f64 b b) < 2e14Initial program 82.4%
Taylor expanded in b around 0
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
mul-1-negN/A
sub-negN/A
lower-*.f64N/A
lower--.f6482.4
Applied rewrites82.4%
Taylor expanded in b around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*l*N/A
distribute-lft-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
lower-*.f64N/A
lower--.f6499.9
Applied rewrites99.9%
if 2e14 < (*.f64 b b) Initial program 64.5%
Taylor expanded in b around 0
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
mul-1-negN/A
sub-negN/A
lower-*.f64N/A
lower--.f6484.5
Applied rewrites84.5%
Taylor expanded in a around 0
Applied rewrites96.4%
Final simplification98.1%
(FPCore (a b) :precision binary64 (if (<= (* b b) 2e-44) (fma (* a a) 4.0 -1.0) (if (<= (* b b) 2e+14) (* (* a a) (* a a)) (* (* b b) (* b b)))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 2e-44) {
tmp = fma((a * a), 4.0, -1.0);
} else if ((b * b) <= 2e+14) {
tmp = (a * a) * (a * a);
} else {
tmp = (b * b) * (b * b);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 2e-44) tmp = fma(Float64(a * a), 4.0, -1.0); elseif (Float64(b * b) <= 2e+14) tmp = Float64(Float64(a * a) * Float64(a * a)); else tmp = Float64(Float64(b * b) * Float64(b * b)); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 2e-44], N[(N[(a * a), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision], If[LessEqual[N[(b * b), $MachinePrecision], 2e+14], N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision], N[(N[(b * b), $MachinePrecision] * N[(b * b), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 2 \cdot 10^{-44}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, 4, -1\right)\\
\mathbf{elif}\;b \cdot b \leq 2 \cdot 10^{+14}:\\
\;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right)\\
\mathbf{else}:\\
\;\;\;\;\left(b \cdot b\right) \cdot \left(b \cdot b\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 1.99999999999999991e-44Initial program 81.0%
Taylor expanded in b around 0
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
mul-1-negN/A
sub-negN/A
lower-*.f64N/A
lower--.f6481.0
Applied rewrites81.0%
Taylor expanded in b around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*l*N/A
distribute-lft-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
lower-*.f64N/A
lower--.f6499.9
Applied rewrites99.9%
Taylor expanded in a around 0
Applied rewrites79.9%
if 1.99999999999999991e-44 < (*.f64 b b) < 2e14Initial program 99.4%
Taylor expanded in b around 0
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
mul-1-negN/A
sub-negN/A
lower-*.f64N/A
lower--.f6499.4
Applied rewrites99.4%
Taylor expanded in a around inf
lower-pow.f6476.9
Applied rewrites76.9%
Applied rewrites76.5%
if 2e14 < (*.f64 b b) Initial program 64.5%
Taylor expanded in b around 0
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
mul-1-negN/A
sub-negN/A
lower-*.f64N/A
lower--.f6484.5
Applied rewrites84.5%
Taylor expanded in b around inf
lower-pow.f6491.0
Applied rewrites91.0%
Applied rewrites90.9%
(FPCore (a b) :precision binary64 (if (<= (* b b) 2e+14) (fma (* a a) (fma a a (* (- 1.0 a) 4.0)) -1.0) (fma (* (* b b) b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 2e+14) {
tmp = fma((a * a), fma(a, a, ((1.0 - a) * 4.0)), -1.0);
} else {
tmp = fma(((b * b) * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 2e+14) tmp = fma(Float64(a * a), fma(a, a, Float64(Float64(1.0 - a) * 4.0)), -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], 2e+14], N[(N[(a * a), $MachinePrecision] * N[(a * a + N[(N[(1.0 - a), $MachinePrecision] * 4.0), $MachinePrecision]), $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 2 \cdot 10^{+14}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, \mathsf{fma}\left(a, a, \left(1 - a\right) \cdot 4\right), -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) < 2e14Initial program 82.4%
Taylor expanded in b around 0
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
mul-1-negN/A
sub-negN/A
lower-*.f64N/A
lower--.f6482.4
Applied rewrites82.4%
Taylor expanded in b around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*l*N/A
distribute-lft-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
lower-*.f64N/A
lower--.f6499.9
Applied rewrites99.9%
if 2e14 < (*.f64 b b) Initial program 64.5%
Taylor expanded in b around 0
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
mul-1-negN/A
sub-negN/A
lower-*.f64N/A
lower--.f6484.5
Applied rewrites84.5%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6490.9
Applied rewrites90.9%
Taylor expanded in b around inf
Applied rewrites90.9%
(FPCore (a b) :precision binary64 (if (<= (* b b) 2e+14) (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) <= 2e+14) {
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) <= 2e+14) tmp = fma(Float64(fma(Float64(a - 4.0), a, 4.0) * 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], 2e+14], N[(N[(N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $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 2 \cdot 10^{+14}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a - 4, a, 4\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) < 2e14Initial program 82.4%
Taylor expanded in b around 0
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
mul-1-negN/A
sub-negN/A
lower-*.f64N/A
lower--.f6482.4
Applied rewrites82.4%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6450.1
Applied rewrites50.1%
Taylor expanded in b around 0
sub-negN/A
Applied rewrites99.9%
if 2e14 < (*.f64 b b) Initial program 64.5%
Taylor expanded in b around 0
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
mul-1-negN/A
sub-negN/A
lower-*.f64N/A
lower--.f6484.5
Applied rewrites84.5%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6490.9
Applied rewrites90.9%
Taylor expanded in b around inf
Applied rewrites90.9%
(FPCore (a b) :precision binary64 (if (<= (* b b) 2e+14) (fma (* a a) (* (- a 4.0) a) -1.0) (fma (* (* b b) b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 2e+14) {
tmp = fma((a * a), ((a - 4.0) * 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) <= 2e+14) tmp = fma(Float64(a * a), Float64(Float64(a - 4.0) * 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], 2e+14], N[(N[(a * a), $MachinePrecision] * N[(N[(a - 4.0), $MachinePrecision] * 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 2 \cdot 10^{+14}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, \left(a - 4\right) \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) < 2e14Initial program 82.4%
Taylor expanded in b around 0
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
mul-1-negN/A
sub-negN/A
lower-*.f64N/A
lower--.f6482.4
Applied rewrites82.4%
Taylor expanded in b around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*l*N/A
distribute-lft-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
lower-*.f64N/A
lower--.f6499.9
Applied rewrites99.9%
Taylor expanded in a around inf
Applied rewrites99.1%
if 2e14 < (*.f64 b b) Initial program 64.5%
Taylor expanded in b around 0
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
mul-1-negN/A
sub-negN/A
lower-*.f64N/A
lower--.f6484.5
Applied rewrites84.5%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6490.9
Applied rewrites90.9%
Taylor expanded in b around inf
Applied rewrites90.9%
(FPCore (a b)
:precision binary64
(let* ((t_0 (* (* a a) (* a a))))
(if (<= a -1.7e+18)
t_0
(if (<= a 1.6e+15) (fma (* (* b b) b) b -1.0) t_0))))
double code(double a, double b) {
double t_0 = (a * a) * (a * a);
double tmp;
if (a <= -1.7e+18) {
tmp = t_0;
} else if (a <= 1.6e+15) {
tmp = fma(((b * b) * b), b, -1.0);
} else {
tmp = t_0;
}
return tmp;
}
function code(a, b) t_0 = Float64(Float64(a * a) * Float64(a * a)) tmp = 0.0 if (a <= -1.7e+18) tmp = t_0; elseif (a <= 1.6e+15) tmp = fma(Float64(Float64(b * b) * b), b, -1.0); else tmp = t_0; end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[a, -1.7e+18], t$95$0, If[LessEqual[a, 1.6e+15], N[(N[(N[(b * b), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(a \cdot a\right) \cdot \left(a \cdot a\right)\\
\mathbf{if}\;a \leq -1.7 \cdot 10^{+18}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 1.6 \cdot 10^{+15}:\\
\;\;\;\;\mathsf{fma}\left(\left(b \cdot b\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -1.7e18 or 1.6e15 < a Initial program 42.7%
Taylor expanded in b around 0
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
mul-1-negN/A
sub-negN/A
lower-*.f64N/A
lower--.f6464.5
Applied rewrites64.5%
Taylor expanded in a around inf
lower-pow.f6492.1
Applied rewrites92.1%
Applied rewrites92.0%
if -1.7e18 < a < 1.6e15Initial program 99.9%
Taylor expanded in b around 0
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
mul-1-negN/A
sub-negN/A
lower-*.f64N/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
*-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6496.8
Applied rewrites96.8%
Taylor expanded in b around inf
Applied rewrites96.8%
(FPCore (a b) :precision binary64 (if (<= (* b b) 2e+14) (fma (* a a) (fma a a 4.0) -1.0) (fma (* (* b b) b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 2e+14) {
tmp = fma((a * a), fma(a, a, 4.0), -1.0);
} else {
tmp = fma(((b * b) * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 2e+14) tmp = fma(Float64(a * a), fma(a, a, 4.0), -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], 2e+14], N[(N[(a * a), $MachinePrecision] * N[(a * a + 4.0), $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 2 \cdot 10^{+14}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, \mathsf{fma}\left(a, a, 4\right), -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) < 2e14Initial program 82.4%
Taylor expanded in b around 0
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
mul-1-negN/A
sub-negN/A
lower-*.f64N/A
lower--.f6482.4
Applied rewrites82.4%
Taylor expanded in b around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*l*N/A
distribute-lft-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
lower-*.f64N/A
lower--.f6499.9
Applied rewrites99.9%
Taylor expanded in a around 0
Applied rewrites98.4%
if 2e14 < (*.f64 b b) Initial program 64.5%
Taylor expanded in b around 0
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
mul-1-negN/A
sub-negN/A
lower-*.f64N/A
lower--.f6484.5
Applied rewrites84.5%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6490.9
Applied rewrites90.9%
Taylor expanded in b around inf
Applied rewrites90.9%
(FPCore (a b) :precision binary64 (let* ((t_0 (* (* a a) (* a a)))) (if (<= a -35.0) t_0 (if (<= a 900000.0) (fma 12.0 (* b b) -1.0) t_0))))
double code(double a, double b) {
double t_0 = (a * a) * (a * a);
double tmp;
if (a <= -35.0) {
tmp = t_0;
} else if (a <= 900000.0) {
tmp = fma(12.0, (b * b), -1.0);
} else {
tmp = t_0;
}
return tmp;
}
function code(a, b) t_0 = Float64(Float64(a * a) * Float64(a * a)) tmp = 0.0 if (a <= -35.0) tmp = t_0; elseif (a <= 900000.0) tmp = fma(12.0, Float64(b * b), -1.0); else tmp = t_0; end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[a, -35.0], t$95$0, If[LessEqual[a, 900000.0], N[(12.0 * N[(b * b), $MachinePrecision] + -1.0), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(a \cdot a\right) \cdot \left(a \cdot a\right)\\
\mathbf{if}\;a \leq -35:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 900000:\\
\;\;\;\;\mathsf{fma}\left(12, b \cdot b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -35 or 9e5 < a Initial program 46.3%
Taylor expanded in b around 0
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
mul-1-negN/A
sub-negN/A
lower-*.f64N/A
lower--.f6466.8
Applied rewrites66.8%
Taylor expanded in a around inf
lower-pow.f6488.3
Applied rewrites88.3%
Applied rewrites88.2%
if -35 < a < 9e5Initial program 99.9%
Taylor expanded in b around 0
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
mul-1-negN/A
sub-negN/A
lower-*.f64N/A
lower--.f6499.9
Applied rewrites99.9%
Taylor expanded in a around 0
Applied rewrites99.8%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6499.6
Applied rewrites99.6%
Taylor expanded in b around 0
Applied rewrites75.3%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1e+307) (fma (* a a) 4.0 -1.0) (fma 12.0 (* b b) -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1e+307) {
tmp = fma((a * a), 4.0, -1.0);
} else {
tmp = fma(12.0, (b * b), -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 1e+307) tmp = fma(Float64(a * a), 4.0, -1.0); else tmp = fma(12.0, Float64(b * b), -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 1e+307], N[(N[(a * a), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision], N[(12.0 * N[(b * b), $MachinePrecision] + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 10^{+307}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, 4, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(12, b \cdot b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 9.99999999999999986e306Initial program 79.4%
Taylor expanded in b around 0
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
mul-1-negN/A
sub-negN/A
lower-*.f64N/A
lower--.f6483.6
Applied rewrites83.6%
Taylor expanded in b around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*l*N/A
distribute-lft-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
lower-*.f64N/A
lower--.f6477.9
Applied rewrites77.9%
Taylor expanded in a around 0
Applied rewrites58.8%
if 9.99999999999999986e306 < (*.f64 b b) Initial program 55.4%
Taylor expanded in b around 0
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
mul-1-negN/A
sub-negN/A
lower-*.f64N/A
lower--.f6483.1
Applied rewrites83.1%
Taylor expanded in a around 0
Applied rewrites100.0%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Taylor expanded in b around 0
Applied rewrites100.0%
(FPCore (a b) :precision binary64 (fma 12.0 (* b b) -1.0))
double code(double a, double b) {
return fma(12.0, (b * b), -1.0);
}
function code(a, b) return fma(12.0, Float64(b * b), -1.0) end
code[a_, b_] := N[(12.0 * N[(b * b), $MachinePrecision] + -1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(12, b \cdot b, -1\right)
\end{array}
Initial program 73.3%
Taylor expanded in b around 0
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
mul-1-negN/A
sub-negN/A
lower-*.f64N/A
lower--.f6483.5
Applied rewrites83.5%
Taylor expanded in a around 0
Applied rewrites81.4%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6470.8
Applied rewrites70.8%
Taylor expanded in b around 0
Applied rewrites51.7%
(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 b around 0
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
mul-1-negN/A
sub-negN/A
lower-*.f64N/A
lower--.f6483.5
Applied rewrites83.5%
Taylor expanded in a around 0
Applied rewrites81.4%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6470.8
Applied rewrites70.8%
Taylor expanded in b around 0
Applied rewrites25.0%
herbie shell --seed 2024268
(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))