
(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 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) (- 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)))) (+ (+ (/ t_0 (/ 1.0 t_0)) (* 4.0 (* b b))) -1.0)))
double code(double a, double b) {
double t_0 = fma(a, a, (b * b));
return ((t_0 / (1.0 / t_0)) + (4.0 * (b * b))) + -1.0;
}
function code(a, b) t_0 = fma(a, a, Float64(b * b)) return Float64(Float64(Float64(t_0 / Float64(1.0 / t_0)) + Float64(4.0 * Float64(b * b))) + -1.0) end
code[a_, b_] := Block[{t$95$0 = N[(a * a + N[(b * b), $MachinePrecision]), $MachinePrecision]}, N[(N[(N[(t$95$0 / N[(1.0 / t$95$0), $MachinePrecision]), $MachinePrecision] + N[(4.0 * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(a, a, b \cdot b\right)\\
\left(\frac{t\_0}{\frac{1}{t\_0}} + 4 \cdot \left(b \cdot b\right)\right) + -1
\end{array}
\end{array}
Initial program 72.2%
lift-pow.f64N/A
unpow2N/A
lift-+.f64N/A
flip-+N/A
clear-numN/A
un-div-invN/A
lower-/.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f64N/A
clear-numN/A
flip-+N/A
lift-+.f64N/A
lower-/.f6472.2
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f6472.2
Applied rewrites72.2%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6498.8
Applied rewrites98.8%
Final simplification98.8%
(FPCore (a b)
:precision binary64
(if (<=
(+
(pow (+ (* b b) (* a a)) 2.0)
(* 4.0 (+ (* (* a a) (+ a 1.0)) (* (* b b) (- 1.0 (* a 3.0))))))
0.4)
-1.0
(* b (* b 4.0))))
double code(double a, double b) {
double tmp;
if ((pow(((b * b) + (a * a)), 2.0) + (4.0 * (((a * a) * (a + 1.0)) + ((b * b) * (1.0 - (a * 3.0)))))) <= 0.4) {
tmp = -1.0;
} else {
tmp = b * (b * 4.0);
}
return tmp;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: tmp
if (((((b * b) + (a * a)) ** 2.0d0) + (4.0d0 * (((a * a) * (a + 1.0d0)) + ((b * b) * (1.0d0 - (a * 3.0d0)))))) <= 0.4d0) then
tmp = -1.0d0
else
tmp = b * (b * 4.0d0)
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if ((Math.pow(((b * b) + (a * a)), 2.0) + (4.0 * (((a * a) * (a + 1.0)) + ((b * b) * (1.0 - (a * 3.0)))))) <= 0.4) {
tmp = -1.0;
} else {
tmp = b * (b * 4.0);
}
return tmp;
}
def code(a, b): tmp = 0 if (math.pow(((b * b) + (a * a)), 2.0) + (4.0 * (((a * a) * (a + 1.0)) + ((b * b) * (1.0 - (a * 3.0)))))) <= 0.4: tmp = -1.0 else: tmp = b * (b * 4.0) return tmp
function code(a, b) tmp = 0.0 if (Float64((Float64(Float64(b * b) + Float64(a * a)) ^ 2.0) + Float64(4.0 * Float64(Float64(Float64(a * a) * Float64(a + 1.0)) + Float64(Float64(b * b) * Float64(1.0 - Float64(a * 3.0)))))) <= 0.4) tmp = -1.0; else tmp = Float64(b * Float64(b * 4.0)); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if (((((b * b) + (a * a)) ^ 2.0) + (4.0 * (((a * a) * (a + 1.0)) + ((b * b) * (1.0 - (a * 3.0)))))) <= 0.4) tmp = -1.0; else tmp = b * (b * 4.0); end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[N[(N[Power[N[(N[(b * b), $MachinePrecision] + N[(a * a), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision] + N[(4.0 * N[(N[(N[(a * a), $MachinePrecision] * N[(a + 1.0), $MachinePrecision]), $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * N[(1.0 - N[(a * 3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 0.4], -1.0, N[(b * N[(b * 4.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;{\left(b \cdot b + a \cdot a\right)}^{2} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(a + 1\right) + \left(b \cdot b\right) \cdot \left(1 - a \cdot 3\right)\right) \leq 0.4:\\
\;\;\;\;-1\\
\mathbf{else}:\\
\;\;\;\;b \cdot \left(b \cdot 4\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 1 binary64) (*.f64 #s(literal 3 binary64) a)))))) < 0.40000000000000002Initial program 100.0%
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.f6498.1
Applied rewrites98.1%
Taylor expanded in b around 0
Applied rewrites97.5%
if 0.40000000000000002 < (+.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 1 binary64) (*.f64 #s(literal 3 binary64) a)))))) 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.f6451.4
Applied rewrites51.4%
Taylor expanded in b around inf
Applied rewrites52.0%
Taylor expanded in b around 0
Applied rewrites30.4%
Final simplification47.4%
(FPCore (a b) :precision binary64 (if (<= (* b b) 2e+45) (fma (fma a (+ a 4.0) 4.0) (* a a) -1.0) (* b (* b (* b b)))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 2e+45) {
tmp = fma(fma(a, (a + 4.0), 4.0), (a * a), -1.0);
} else {
tmp = b * (b * (b * b));
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 2e+45) tmp = fma(fma(a, Float64(a + 4.0), 4.0), 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], 2e+45], 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), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 2 \cdot 10^{+45}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a, a + 4, 4\right), 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) < 1.9999999999999999e45Initial program 79.5%
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.f6497.8
Applied rewrites97.8%
Applied rewrites97.8%
if 1.9999999999999999e45 < (*.f64 b b) Initial program 60.5%
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-*.f6495.3
Applied rewrites95.3%
(FPCore (a b) :precision binary64 (if (<= (* b b) 2e+45) (fma (* a (* a (+ a 4.0))) a -1.0) (* b (* b (* b b)))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 2e+45) {
tmp = fma((a * (a * (a + 4.0))), a, -1.0);
} else {
tmp = b * (b * (b * b));
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 2e+45) tmp = fma(Float64(a * Float64(a * Float64(a + 4.0))), 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], 2e+45], N[(N[(a * N[(a * N[(a + 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * a + -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 2 \cdot 10^{+45}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot \left(a \cdot \left(a + 4\right)\right), a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;b \cdot \left(b \cdot \left(b \cdot b\right)\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 1.9999999999999999e45Initial program 79.5%
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.f6497.8
Applied rewrites97.8%
Taylor expanded in a around inf
Applied rewrites96.2%
Applied rewrites96.2%
if 1.9999999999999999e45 < (*.f64 b b) Initial program 60.5%
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-*.f6495.3
Applied rewrites95.3%
(FPCore (a b) :precision binary64 (if (<= (* b b) 2e+45) (fma (* a a) (* a (+ a 4.0)) -1.0) (* b (* b (* b b)))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 2e+45) {
tmp = fma((a * a), (a * (a + 4.0)), -1.0);
} else {
tmp = b * (b * (b * b));
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 2e+45) tmp = fma(Float64(a * a), Float64(a * Float64(a + 4.0)), -1.0); else tmp = Float64(b * Float64(b * Float64(b * b))); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 2e+45], N[(N[(a * a), $MachinePrecision] * N[(a * N[(a + 4.0), $MachinePrecision]), $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 2 \cdot 10^{+45}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, a \cdot \left(a + 4\right), -1\right)\\
\mathbf{else}:\\
\;\;\;\;b \cdot \left(b \cdot \left(b \cdot b\right)\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 1.9999999999999999e45Initial program 79.5%
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.f6497.8
Applied rewrites97.8%
Taylor expanded in a around inf
Applied rewrites96.2%
if 1.9999999999999999e45 < (*.f64 b b) Initial program 60.5%
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-*.f6495.3
Applied rewrites95.3%
Final simplification95.8%
(FPCore (a b) :precision binary64 (if (<= a -2.7e+26) (* (* a a) (* a a)) (if (<= a 5.1e+41) (fma (* b b) (fma b b 4.0) -1.0) (* a (* a (* a a))))))
double code(double a, double b) {
double tmp;
if (a <= -2.7e+26) {
tmp = (a * a) * (a * a);
} else if (a <= 5.1e+41) {
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 <= -2.7e+26) tmp = Float64(Float64(a * a) * Float64(a * a)); elseif (a <= 5.1e+41) 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, -2.7e+26], N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision], If[LessEqual[a, 5.1e+41], 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 -2.7 \cdot 10^{+26}:\\
\;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right)\\
\mathbf{elif}\;a \leq 5.1 \cdot 10^{+41}:\\
\;\;\;\;\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 < -2.7e26Initial program 29.6%
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-*.f6495.6
Applied rewrites95.6%
Applied rewrites95.7%
if -2.7e26 < a < 5.09999999999999978e41Initial program 95.4%
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.f6495.3
Applied rewrites95.3%
if 5.09999999999999978e41 < a Initial program 66.0%
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-*.f6499.9
Applied rewrites99.9%
(FPCore (a b) :precision binary64 (if (<= (* b b) 2e+45) (+ -1.0 (* a (* a (* a a)))) (* b (* b (* b b)))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 2e+45) {
tmp = -1.0 + (a * (a * (a * a)));
} else {
tmp = b * (b * (b * b));
}
return tmp;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: tmp
if ((b * b) <= 2d+45) then
tmp = (-1.0d0) + (a * (a * (a * a)))
else
tmp = b * (b * (b * b))
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if ((b * b) <= 2e+45) {
tmp = -1.0 + (a * (a * (a * a)));
} else {
tmp = b * (b * (b * b));
}
return tmp;
}
def code(a, b): tmp = 0 if (b * b) <= 2e+45: tmp = -1.0 + (a * (a * (a * a))) else: tmp = b * (b * (b * b)) return tmp
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 2e+45) tmp = Float64(-1.0 + Float64(a * Float64(a * Float64(a * a)))); else tmp = Float64(b * Float64(b * Float64(b * b))); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if ((b * b) <= 2e+45) tmp = -1.0 + (a * (a * (a * a))); else tmp = b * (b * (b * b)); end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 2e+45], N[(-1.0 + N[(a * N[(a * N[(a * a), $MachinePrecision]), $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 2 \cdot 10^{+45}:\\
\;\;\;\;-1 + 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) < 1.9999999999999999e45Initial program 79.5%
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-*.f6496.0
Applied rewrites96.0%
if 1.9999999999999999e45 < (*.f64 b b) Initial program 60.5%
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-*.f6495.3
Applied rewrites95.3%
Final simplification95.7%
(FPCore (a b) :precision binary64 (if (<= a -2.55e+26) (* (* a a) (* a a)) (if (<= a 9.8e+32) (fma (* b b) 4.0 -1.0) (* a (* a (* a a))))))
double code(double a, double b) {
double tmp;
if (a <= -2.55e+26) {
tmp = (a * a) * (a * a);
} else if (a <= 9.8e+32) {
tmp = fma((b * b), 4.0, -1.0);
} else {
tmp = a * (a * (a * a));
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -2.55e+26) tmp = Float64(Float64(a * a) * Float64(a * a)); elseif (a <= 9.8e+32) tmp = fma(Float64(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, -2.55e+26], N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision], If[LessEqual[a, 9.8e+32], N[(N[(b * b), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision], N[(a * N[(a * N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -2.55 \cdot 10^{+26}:\\
\;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right)\\
\mathbf{elif}\;a \leq 9.8 \cdot 10^{+32}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 4, -1\right)\\
\mathbf{else}:\\
\;\;\;\;a \cdot \left(a \cdot \left(a \cdot a\right)\right)\\
\end{array}
\end{array}
if a < -2.5499999999999999e26Initial program 29.6%
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-*.f6495.6
Applied rewrites95.6%
Applied rewrites95.7%
if -2.5499999999999999e26 < a < 9.8000000000000003e32Initial program 96.1%
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.f6495.9
Applied rewrites95.9%
Taylor expanded in b around 0
Applied rewrites72.2%
if 9.8000000000000003e32 < a Initial program 66.0%
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-*.f6496.9
Applied rewrites96.9%
(FPCore (a b) :precision binary64 (let* ((t_0 (* a (* a (* a a))))) (if (<= a -2.55e+26) t_0 (if (<= a 9.8e+32) (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 <= -2.55e+26) {
tmp = t_0;
} else if (a <= 9.8e+32) {
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 <= -2.55e+26) tmp = t_0; elseif (a <= 9.8e+32) 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, -2.55e+26], t$95$0, If[LessEqual[a, 9.8e+32], 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 -2.55 \cdot 10^{+26}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 9.8 \cdot 10^{+32}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 4, -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -2.5499999999999999e26 or 9.8000000000000003e32 < a Initial program 47.5%
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-*.f6496.2
Applied rewrites96.2%
if -2.5499999999999999e26 < a < 9.8000000000000003e32Initial program 96.1%
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.f6495.9
Applied rewrites95.9%
Taylor expanded in b around 0
Applied rewrites72.2%
(FPCore (a b) :precision binary64 (if (<= b 1.85e+142) (fma (* a a) 4.0 -1.0) (* b (* b 4.0))))
double code(double a, double b) {
double tmp;
if (b <= 1.85e+142) {
tmp = fma((a * a), 4.0, -1.0);
} else {
tmp = b * (b * 4.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (b <= 1.85e+142) tmp = fma(Float64(a * a), 4.0, -1.0); else tmp = Float64(b * Float64(b * 4.0)); end return tmp end
code[a_, b_] := If[LessEqual[b, 1.85e+142], N[(N[(a * a), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision], N[(b * N[(b * 4.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 1.85 \cdot 10^{+142}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, 4, -1\right)\\
\mathbf{else}:\\
\;\;\;\;b \cdot \left(b \cdot 4\right)\\
\end{array}
\end{array}
if b < 1.8499999999999999e142Initial 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.f6479.5
Applied rewrites79.5%
Taylor expanded in a around 0
Applied rewrites57.3%
if 1.8499999999999999e142 < b Initial program 45.5%
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 inf
Applied rewrites100.0%
Taylor expanded in b around 0
Applied rewrites94.6%
Final simplification62.1%
(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 72.2%
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.f6463.3
Applied rewrites63.3%
Taylor expanded in b around 0
Applied rewrites25.3%
herbie shell --seed 2024227
(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))