
(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) 5e-40) (- (* (* (fma (- a 4.0) a 4.0) a) a) 1.0) (- (* (* (fma b b (fma a 4.0 12.0)) b) b) 1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e-40) {
tmp = ((fma((a - 4.0), a, 4.0) * a) * a) - 1.0;
} else {
tmp = ((fma(b, b, fma(a, 4.0, 12.0)) * b) * b) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e-40) tmp = Float64(Float64(Float64(fma(Float64(a - 4.0), a, 4.0) * a) * a) - 1.0); else tmp = Float64(Float64(Float64(fma(b, b, fma(a, 4.0, 12.0)) * b) * b) - 1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e-40], N[(N[(N[(N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(N[(b * b + N[(a * 4.0 + 12.0), $MachinePrecision]), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{-40}:\\
\;\;\;\;\left(\mathsf{fma}\left(a - 4, a, 4\right) \cdot a\right) \cdot a - 1\\
\mathbf{else}:\\
\;\;\;\;\left(\mathsf{fma}\left(b, b, \mathsf{fma}\left(a, 4, 12\right)\right) \cdot b\right) \cdot b - 1\\
\end{array}
\end{array}
if (*.f64 b b) < 4.99999999999999965e-40Initial program 83.8%
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--.f6499.9
Applied rewrites99.9%
Taylor expanded in a around 0
Applied rewrites99.9%
if 4.99999999999999965e-40 < (*.f64 b b) Initial program 64.5%
Taylor expanded in a around 0
associate-+r+N/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
distribute-lft-inN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
Applied rewrites94.2%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e-40) (- (* (* (fma (- a 4.0) a 4.0) a) a) 1.0) (fma (* (fma b b 12.0) b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e-40) {
tmp = ((fma((a - 4.0), a, 4.0) * a) * a) - 1.0;
} else {
tmp = fma((fma(b, b, 12.0) * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e-40) tmp = Float64(Float64(Float64(fma(Float64(a - 4.0), a, 4.0) * a) * a) - 1.0); else tmp = fma(Float64(fma(b, b, 12.0) * b), b, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e-40], 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 + 12.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{-40}:\\
\;\;\;\;\left(\mathsf{fma}\left(a - 4, a, 4\right) \cdot a\right) \cdot a - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 12\right) \cdot b, b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 4.99999999999999965e-40Initial program 83.8%
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--.f6499.9
Applied rewrites99.9%
Taylor expanded in a around 0
Applied rewrites99.9%
if 4.99999999999999965e-40 < (*.f64 b b) Initial program 64.5%
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--.f6436.2
Applied rewrites36.2%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6491.9
Applied rewrites91.9%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e-40) (- (* (* (fma a a 4.0) a) a) 1.0) (fma (* (fma b b 12.0) b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e-40) {
tmp = ((fma(a, a, 4.0) * a) * a) - 1.0;
} else {
tmp = fma((fma(b, b, 12.0) * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e-40) tmp = Float64(Float64(Float64(fma(a, a, 4.0) * a) * a) - 1.0); else tmp = fma(Float64(fma(b, b, 12.0) * b), b, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e-40], N[(N[(N[(N[(a * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(b * b + 12.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{-40}:\\
\;\;\;\;\left(\mathsf{fma}\left(a, a, 4\right) \cdot a\right) \cdot a - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 12\right) \cdot b, b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 4.99999999999999965e-40Initial program 83.8%
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--.f6499.9
Applied rewrites99.9%
Taylor expanded in a around 0
Applied rewrites98.0%
Applied rewrites98.0%
if 4.99999999999999965e-40 < (*.f64 b b) Initial program 64.5%
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--.f6436.2
Applied rewrites36.2%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6491.9
Applied rewrites91.9%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e-40) (- (* (* a a) (fma a a 4.0)) 1.0) (fma (* (fma b b 12.0) b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e-40) {
tmp = ((a * a) * fma(a, a, 4.0)) - 1.0;
} else {
tmp = fma((fma(b, b, 12.0) * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e-40) tmp = Float64(Float64(Float64(a * a) * fma(a, a, 4.0)) - 1.0); else tmp = fma(Float64(fma(b, b, 12.0) * b), b, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e-40], N[(N[(N[(a * a), $MachinePrecision] * N[(a * a + 4.0), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(b * b + 12.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{-40}:\\
\;\;\;\;\left(a \cdot a\right) \cdot \mathsf{fma}\left(a, a, 4\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 12\right) \cdot b, b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 4.99999999999999965e-40Initial program 83.8%
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--.f6499.9
Applied rewrites99.9%
Taylor expanded in a around 0
Applied rewrites98.0%
if 4.99999999999999965e-40 < (*.f64 b b) Initial program 64.5%
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--.f6436.2
Applied rewrites36.2%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6491.9
Applied rewrites91.9%
(FPCore (a b)
:precision binary64
(let* ((t_0 (- (* 4.0 (* a a)) 1.0)))
(if (<= a -6.1e+153)
t_0
(if (<= a 9.5e+145) (fma (* (fma b b 12.0) b) b -1.0) t_0))))
double code(double a, double b) {
double t_0 = (4.0 * (a * a)) - 1.0;
double tmp;
if (a <= -6.1e+153) {
tmp = t_0;
} else if (a <= 9.5e+145) {
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(4.0 * Float64(a * a)) - 1.0) tmp = 0.0 if (a <= -6.1e+153) tmp = t_0; elseif (a <= 9.5e+145) 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[(4.0 * N[(a * a), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]}, If[LessEqual[a, -6.1e+153], t$95$0, If[LessEqual[a, 9.5e+145], 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 := 4 \cdot \left(a \cdot a\right) - 1\\
\mathbf{if}\;a \leq -6.1 \cdot 10^{+153}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 9.5 \cdot 10^{+145}:\\
\;\;\;\;\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 < -6.0999999999999998e153 or 9.49999999999999948e145 < a Initial program 32.4%
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--.f64100.0
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites98.7%
if -6.0999999999999998e153 < a < 9.49999999999999948e145Initial program 90.2%
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--.f6459.6
Applied rewrites59.6%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6479.7
Applied rewrites79.7%
Final simplification84.7%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e-40) (- (* (* a a) (* a a)) 1.0) (fma (* (fma b b 12.0) b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e-40) {
tmp = ((a * a) * (a * a)) - 1.0;
} else {
tmp = fma((fma(b, b, 12.0) * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e-40) tmp = Float64(Float64(Float64(a * a) * Float64(a * a)) - 1.0); else tmp = fma(Float64(fma(b, b, 12.0) * b), b, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e-40], N[(N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(b * b + 12.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{-40}:\\
\;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 12\right) \cdot b, b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 4.99999999999999965e-40Initial program 83.8%
Taylor expanded in a around inf
lower-pow.f6497.8
Applied rewrites97.8%
Applied rewrites97.6%
if 4.99999999999999965e-40 < (*.f64 b b) Initial program 64.5%
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--.f6436.2
Applied rewrites36.2%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6491.9
Applied rewrites91.9%
(FPCore (a b)
:precision binary64
(let* ((t_0 (- (* 4.0 (* a a)) 1.0)))
(if (<= a -6.1e+153)
t_0
(if (<= a 9.5e+145) (fma (* (* b b) b) b -1.0) t_0))))
double code(double a, double b) {
double t_0 = (4.0 * (a * a)) - 1.0;
double tmp;
if (a <= -6.1e+153) {
tmp = t_0;
} else if (a <= 9.5e+145) {
tmp = fma(((b * b) * b), b, -1.0);
} else {
tmp = t_0;
}
return tmp;
}
function code(a, b) t_0 = Float64(Float64(4.0 * Float64(a * a)) - 1.0) tmp = 0.0 if (a <= -6.1e+153) tmp = t_0; elseif (a <= 9.5e+145) 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[(4.0 * N[(a * a), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]}, If[LessEqual[a, -6.1e+153], t$95$0, If[LessEqual[a, 9.5e+145], N[(N[(N[(b * b), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := 4 \cdot \left(a \cdot a\right) - 1\\
\mathbf{if}\;a \leq -6.1 \cdot 10^{+153}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 9.5 \cdot 10^{+145}:\\
\;\;\;\;\mathsf{fma}\left(\left(b \cdot b\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -6.0999999999999998e153 or 9.49999999999999948e145 < a Initial program 32.4%
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--.f64100.0
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites98.7%
if -6.0999999999999998e153 < a < 9.49999999999999948e145Initial program 90.2%
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--.f6459.6
Applied rewrites59.6%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6479.7
Applied rewrites79.7%
Taylor expanded in b around inf
Applied rewrites79.2%
Final simplification84.4%
(FPCore (a b)
:precision binary64
(let* ((t_0 (- (* 4.0 (* a a)) 1.0)))
(if (<= a -6.1e+153)
t_0
(if (<= a 9.5e+145) (fma (* b b) (* b b) -1.0) t_0))))
double code(double a, double b) {
double t_0 = (4.0 * (a * a)) - 1.0;
double tmp;
if (a <= -6.1e+153) {
tmp = t_0;
} else if (a <= 9.5e+145) {
tmp = fma((b * b), (b * b), -1.0);
} else {
tmp = t_0;
}
return tmp;
}
function code(a, b) t_0 = Float64(Float64(4.0 * Float64(a * a)) - 1.0) tmp = 0.0 if (a <= -6.1e+153) tmp = t_0; elseif (a <= 9.5e+145) tmp = fma(Float64(b * b), Float64(b * b), -1.0); else tmp = t_0; end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(4.0 * N[(a * a), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]}, If[LessEqual[a, -6.1e+153], t$95$0, If[LessEqual[a, 9.5e+145], N[(N[(b * b), $MachinePrecision] * N[(b * b), $MachinePrecision] + -1.0), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := 4 \cdot \left(a \cdot a\right) - 1\\
\mathbf{if}\;a \leq -6.1 \cdot 10^{+153}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 9.5 \cdot 10^{+145}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, b \cdot b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -6.0999999999999998e153 or 9.49999999999999948e145 < a Initial program 32.4%
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--.f64100.0
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites98.7%
if -6.0999999999999998e153 < a < 9.49999999999999948e145Initial program 90.2%
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--.f6459.6
Applied rewrites59.6%
Taylor expanded in a around 0
Applied rewrites59.6%
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-*.f6479.6
Applied rewrites79.6%
Taylor expanded in b around inf
Applied rewrites79.1%
Final simplification84.3%
(FPCore (a b) :precision binary64 (if (<= (* b b) 4e+294) (- (* 4.0 (* a a)) 1.0) (fma 12.0 (* b b) -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 4e+294) {
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) <= 4e+294) 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], 4e+294], 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 4 \cdot 10^{+294}:\\
\;\;\;\;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) < 4.00000000000000027e294Initial program 81.1%
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--.f6482.0
Applied rewrites82.0%
Taylor expanded in a around 0
Applied rewrites62.2%
if 4.00000000000000027e294 < (*.f64 b b) Initial program 55.6%
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--.f6434.4
Applied rewrites34.4%
Taylor expanded in a around 0
Applied rewrites34.4%
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-*.f64100.0
Applied rewrites100.0%
Taylor expanded in b around 0
Applied rewrites98.6%
Final simplification71.1%
(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 74.8%
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--.f6470.3
Applied rewrites70.3%
Taylor expanded in a around 0
Applied rewrites70.3%
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-*.f6467.3
Applied rewrites67.3%
Taylor expanded in b around 0
Applied rewrites51.3%
(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 74.8%
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--.f6470.3
Applied rewrites70.3%
Taylor expanded in a around 0
Applied rewrites70.3%
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-*.f6467.3
Applied rewrites67.3%
Taylor expanded in b around 0
Applied rewrites26.1%
herbie shell --seed 2024251
(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))