
(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 (<= a 2.3e+67) (- (+ (* (* (* (- 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 <= 2.3e+67) {
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 <= 2.3d+67) 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 <= 2.3e+67) {
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 <= 2.3e+67: 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 <= 2.3e+67) 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 <= 2.3e+67) 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, 2.3e+67], 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 2.3 \cdot 10^{+67}:\\
\;\;\;\;\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 < 2.2999999999999999e67Initial program 89.3%
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--.f6499.3
Applied rewrites99.3%
if 2.2999999999999999e67 < a Initial program 10.5%
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--.f6410.5
Applied rewrites10.5%
Taylor expanded in a around inf
lower-pow.f64100.0
Applied rewrites100.0%
Applied rewrites100.0%
Final simplification99.5%
(FPCore (a b) :precision binary64 (if (<= (* b b) 4e+72) (- (* (* (fma (- a 4.0) a 4.0) a) a) 1.0) (pow b 4.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 4e+72) {
tmp = ((fma((a - 4.0), a, 4.0) * a) * a) - 1.0;
} else {
tmp = pow(b, 4.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 4e+72) tmp = Float64(Float64(Float64(fma(Float64(a - 4.0), a, 4.0) * a) * a) - 1.0); else tmp = b ^ 4.0; end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 4e+72], N[(N[(N[(N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision], N[Power[b, 4.0], $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 4 \cdot 10^{+72}:\\
\;\;\;\;\left(\mathsf{fma}\left(a - 4, a, 4\right) \cdot a\right) \cdot a - 1\\
\mathbf{else}:\\
\;\;\;\;{b}^{4}\\
\end{array}
\end{array}
if (*.f64 b b) < 3.99999999999999978e72Initial program 79.0%
Taylor expanded in b around 0
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower--.f6496.5
Applied rewrites96.5%
Taylor expanded in a around 0
Applied rewrites96.6%
if 3.99999999999999978e72 < (*.f64 b b) Initial program 61.6%
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--.f6481.2
Applied rewrites81.2%
Taylor expanded in b around inf
lower-pow.f6494.0
Applied rewrites94.0%
(FPCore (a b) :precision binary64 (if (<= (* b b) 4e+72) (- (* (* (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) <= 4e+72) {
tmp = ((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) <= 4e+72) tmp = Float64(Float64(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], 4e+72], N[(N[(N[(N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $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 4 \cdot 10^{+72}:\\
\;\;\;\;\left(\mathsf{fma}\left(a - 4, a, 4\right) \cdot a\right) \cdot a - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(b \cdot b\right) \cdot b, b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 3.99999999999999978e72Initial program 79.0%
Taylor expanded in b around 0
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower--.f6496.5
Applied rewrites96.5%
Taylor expanded in a around 0
Applied rewrites96.6%
if 3.99999999999999978e72 < (*.f64 b b) Initial program 61.6%
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--.f6481.2
Applied rewrites81.2%
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.f6493.9
Applied rewrites93.9%
Taylor expanded in b around inf
Applied rewrites93.9%
(FPCore (a b) :precision binary64 (if (<= (* b b) 4e+72) (- (* (fma a 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) <= 4e+72) {
tmp = (fma(a, 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) <= 4e+72) tmp = Float64(Float64(fma(a, 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], 4e+72], N[(N[(N[(a * a + 4.0), $MachinePrecision] * N[(a * a), $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 4 \cdot 10^{+72}:\\
\;\;\;\;\mathsf{fma}\left(a, a, 4\right) \cdot \left(a \cdot a\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(b \cdot b\right) \cdot b, b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 3.99999999999999978e72Initial program 79.0%
Taylor expanded in b around 0
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower--.f6496.5
Applied rewrites96.5%
Taylor expanded in a around 0
Applied rewrites95.3%
if 3.99999999999999978e72 < (*.f64 b b) Initial program 61.6%
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--.f6481.2
Applied rewrites81.2%
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.f6493.9
Applied rewrites93.9%
Taylor expanded in b around inf
Applied rewrites93.9%
Final simplification94.7%
(FPCore (a b)
:precision binary64
(let* ((t_0 (* (* a a) (* a a))))
(if (<= a -32000.0)
t_0
(if (<= a 4800000000000.0) (fma (* (fma b b 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 <= -32000.0) {
tmp = t_0;
} else if (a <= 4800000000000.0) {
tmp = fma((fma(b, b, 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 <= -32000.0) tmp = t_0; elseif (a <= 4800000000000.0) tmp = fma(Float64(fma(b, b, 12.0) * 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, -32000.0], t$95$0, If[LessEqual[a, 4800000000000.0], N[(N[(N[(b * b + 12.0), $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 -32000:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 4800000000000:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 12\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -32000 or 4.8e12 < a Initial program 44.5%
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--.f6460.6
Applied rewrites60.6%
Taylor expanded in a around inf
lower-pow.f6490.9
Applied rewrites90.9%
Applied rewrites90.8%
if -32000 < a < 4.8e12Initial 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--.f6499.0
Applied rewrites99.0%
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.f6499.0
Applied rewrites99.0%
(FPCore (a b) :precision binary64 (if (<= (* b b) 4e+72) (- (* (* a a) (* a a)) 1.0) (fma (* (* b b) b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 4e+72) {
tmp = ((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) <= 4e+72) tmp = Float64(Float64(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], 4e+72], N[(N[(N[(a * a), $MachinePrecision] * N[(a * a), $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 4 \cdot 10^{+72}:\\
\;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(b \cdot b\right) \cdot b, b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 3.99999999999999978e72Initial program 79.0%
Taylor expanded in a around inf
lower-pow.f6495.3
Applied rewrites95.3%
Applied rewrites95.2%
if 3.99999999999999978e72 < (*.f64 b b) Initial program 61.6%
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--.f6481.2
Applied rewrites81.2%
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.f6493.9
Applied rewrites93.9%
Taylor expanded in b around inf
Applied rewrites93.9%
(FPCore (a b)
:precision binary64
(let* ((t_0 (* (* a a) (* a a))))
(if (<= a -32000.0)
t_0
(if (<= a 4800000000000.0) (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 <= -32000.0) {
tmp = t_0;
} else if (a <= 4800000000000.0) {
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 <= -32000.0) tmp = t_0; elseif (a <= 4800000000000.0) 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, -32000.0], t$95$0, If[LessEqual[a, 4800000000000.0], 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 -32000:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 4800000000000:\\
\;\;\;\;\mathsf{fma}\left(\left(b \cdot b\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -32000 or 4.8e12 < a Initial program 44.5%
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--.f6460.6
Applied rewrites60.6%
Taylor expanded in a around inf
lower-pow.f6490.9
Applied rewrites90.9%
Applied rewrites90.8%
if -32000 < a < 4.8e12Initial 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--.f6499.0
Applied rewrites99.0%
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.f6499.0
Applied rewrites99.0%
Taylor expanded in b around inf
Applied rewrites98.2%
(FPCore (a b)
:precision binary64
(let* ((t_0 (* (* a a) (* a a))))
(if (<= a -2700.0)
t_0
(if (<= a 250000000.0) (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 <= -2700.0) {
tmp = t_0;
} else if (a <= 250000000.0) {
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 <= -2700.0) tmp = t_0; elseif (a <= 250000000.0) 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, -2700.0], t$95$0, If[LessEqual[a, 250000000.0], 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 -2700:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 250000000:\\
\;\;\;\;\mathsf{fma}\left(12, b \cdot b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -2700 or 2.5e8 < a Initial program 45.3%
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--.f6461.2
Applied rewrites61.2%
Taylor expanded in a around inf
lower-pow.f6490.1
Applied rewrites90.1%
Applied rewrites89.9%
if -2700 < a < 2.5e8Initial 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--.f6499.0
Applied rewrites99.0%
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.f6499.8
Applied rewrites99.8%
Taylor expanded in b around 0
Applied rewrites75.2%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1e+285) (- (* 4.0 (* a a)) 1.0) (fma 12.0 (* b b) -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1e+285) {
tmp = (4.0 * (a * a)) - 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+285) tmp = Float64(Float64(4.0 * Float64(a * a)) - 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+285], N[(N[(4.0 * N[(a * a), $MachinePrecision]), $MachinePrecision] - 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^{+285}:\\
\;\;\;\;4 \cdot \left(a \cdot a\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(12, b \cdot b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 9.9999999999999998e284Initial program 74.7%
Taylor expanded in b around 0
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower--.f6483.2
Applied rewrites83.2%
Taylor expanded in a around 0
Applied rewrites61.3%
if 9.9999999999999998e284 < (*.f64 b b) Initial program 62.3%
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--.f6483.6
Applied rewrites83.6%
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.f64100.0
Applied rewrites100.0%
Taylor expanded in b around 0
Applied rewrites92.7%
Final simplification68.8%
(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 71.7%
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--.f6479.5
Applied rewrites79.5%
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.f6465.7
Applied rewrites65.7%
Taylor expanded in b around 0
Applied rewrites47.8%
(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 71.7%
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--.f6479.5
Applied rewrites79.5%
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.f6465.7
Applied rewrites65.7%
Taylor expanded in b around 0
Applied rewrites24.7%
herbie shell --seed 2024255
(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))