
(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 9 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 (- (+ (* (* 3.0 (* b b)) 4.0) (pow (+ (* b b) (* a a)) 2.0)) 1.0))
double code(double a, double b) {
return (((3.0 * (b * b)) * 4.0) + pow(((b * b) + (a * a)), 2.0)) - 1.0;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = (((3.0d0 * (b * b)) * 4.0d0) + (((b * b) + (a * a)) ** 2.0d0)) - 1.0d0
end function
public static double code(double a, double b) {
return (((3.0 * (b * b)) * 4.0) + Math.pow(((b * b) + (a * a)), 2.0)) - 1.0;
}
def code(a, b): return (((3.0 * (b * b)) * 4.0) + math.pow(((b * b) + (a * a)), 2.0)) - 1.0
function code(a, b) return Float64(Float64(Float64(Float64(3.0 * Float64(b * b)) * 4.0) + (Float64(Float64(b * b) + Float64(a * a)) ^ 2.0)) - 1.0) end
function tmp = code(a, b) tmp = (((3.0 * (b * b)) * 4.0) + (((b * b) + (a * a)) ^ 2.0)) - 1.0; end
code[a_, b_] := N[(N[(N[(N[(3.0 * N[(b * b), $MachinePrecision]), $MachinePrecision] * 4.0), $MachinePrecision] + N[Power[N[(N[(b * b), $MachinePrecision] + N[(a * a), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\left(\left(3 \cdot \left(b \cdot b\right)\right) \cdot 4 + {\left(b \cdot b + a \cdot a\right)}^{2}\right) - 1
\end{array}
Initial program 77.6%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6498.4
Applied rewrites98.4%
Final simplification98.4%
(FPCore (a b)
:precision binary64
(if (<= (* b b) 5e+18)
(fma (* (fma 4.0 (- 1.0 a) (* a a)) a) a -1.0)
(-
(fma (* (fma (fma 2.0 a 4.0) a (fma b b 12.0)) b) b (* (* 4.0 a) a))
1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e+18) {
tmp = fma((fma(4.0, (1.0 - a), (a * a)) * a), a, -1.0);
} else {
tmp = fma((fma(fma(2.0, a, 4.0), a, fma(b, b, 12.0)) * b), b, ((4.0 * a) * a)) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e+18) tmp = fma(Float64(fma(4.0, Float64(1.0 - a), Float64(a * a)) * a), a, -1.0); else tmp = Float64(fma(Float64(fma(fma(2.0, a, 4.0), a, fma(b, b, 12.0)) * b), b, Float64(Float64(4.0 * a) * a)) - 1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e+18], N[(N[(N[(4.0 * N[(1.0 - a), $MachinePrecision] + N[(a * a), $MachinePrecision]), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(N[(N[(N[(2.0 * a + 4.0), $MachinePrecision] * a + N[(b * b + 12.0), $MachinePrecision]), $MachinePrecision] * b), $MachinePrecision] * b + N[(N[(4.0 * a), $MachinePrecision] * a), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{+18}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(4, 1 - a, a \cdot a\right) \cdot a, a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(2, a, 4\right), a, \mathsf{fma}\left(b, b, 12\right)\right) \cdot b, b, \left(4 \cdot a\right) \cdot a\right) - 1\\
\end{array}
\end{array}
if (*.f64 b b) < 5e18Initial program 80.0%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6497.3
Applied rewrites97.3%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*l*N/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6498.1
Applied rewrites98.1%
Applied rewrites98.2%
if 5e18 < (*.f64 b b) Initial program 74.4%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6499.9
Applied rewrites99.9%
Taylor expanded in a around 0
Applied rewrites98.3%
(FPCore (a b) :precision binary64 (if (<= (* b b) 2e+85) (fma (* (fma 4.0 (- 1.0 a) (* 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) <= 2e+85) {
tmp = fma((fma(4.0, (1.0 - a), (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) <= 2e+85) tmp = fma(Float64(fma(4.0, Float64(1.0 - a), Float64(a * a)) * 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], 2e+85], N[(N[(N[(4.0 * N[(1.0 - a), $MachinePrecision] + N[(a * a), $MachinePrecision]), $MachinePrecision] * a), $MachinePrecision] * a + -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 2 \cdot 10^{+85}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(4, 1 - a, a \cdot a\right) \cdot a, a, -1\right)\\
\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) < 2e85Initial program 80.5%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6497.4
Applied rewrites97.4%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*l*N/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6496.3
Applied rewrites96.3%
Applied rewrites96.4%
if 2e85 < (*.f64 b b) Initial program 73.2%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/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.f6497.9
Applied rewrites97.9%
(FPCore (a b) :precision binary64 (if (<= (* b b) 2e+85) (fma (* a a) (fma (- a 4.0) 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) <= 2e+85) {
tmp = fma((a * a), fma((a - 4.0), 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) <= 2e+85) tmp = fma(Float64(a * a), fma(Float64(a - 4.0), 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], 2e+85], N[(N[(a * a), $MachinePrecision] * N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $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 2 \cdot 10^{+85}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, \mathsf{fma}\left(a - 4, a, 4\right), -1\right)\\
\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) < 2e85Initial program 80.5%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6497.4
Applied rewrites97.4%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*l*N/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6496.3
Applied rewrites96.3%
Taylor expanded in a around 0
Applied rewrites96.3%
if 2e85 < (*.f64 b b) Initial program 73.2%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/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.f6497.9
Applied rewrites97.9%
(FPCore (a b)
:precision binary64
(if (<= a -3.3e+102)
(fma (* a a) (fma -4.0 a 4.0) -1.0)
(if (<= a 9.6e+119)
(fma (* (fma b b 12.0) b) b -1.0)
(fma (* a a) 4.0 -1.0))))
double code(double a, double b) {
double tmp;
if (a <= -3.3e+102) {
tmp = fma((a * a), fma(-4.0, a, 4.0), -1.0);
} else if (a <= 9.6e+119) {
tmp = fma((fma(b, b, 12.0) * b), b, -1.0);
} else {
tmp = fma((a * a), 4.0, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -3.3e+102) tmp = fma(Float64(a * a), fma(-4.0, a, 4.0), -1.0); elseif (a <= 9.6e+119) tmp = fma(Float64(fma(b, b, 12.0) * b), b, -1.0); else tmp = fma(Float64(a * a), 4.0, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, -3.3e+102], N[(N[(a * a), $MachinePrecision] * N[(-4.0 * a + 4.0), $MachinePrecision] + -1.0), $MachinePrecision], If[LessEqual[a, 9.6e+119], N[(N[(N[(b * b + 12.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision], N[(N[(a * a), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -3.3 \cdot 10^{+102}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, \mathsf{fma}\left(-4, a, 4\right), -1\right)\\
\mathbf{elif}\;a \leq 9.6 \cdot 10^{+119}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 12\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, 4, -1\right)\\
\end{array}
\end{array}
if a < -3.29999999999999999e102Initial program 62.8%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*l*N/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites100.0%
if -3.29999999999999999e102 < a < 9.6e119Initial program 97.0%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6497.7
Applied rewrites97.7%
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.f6480.4
Applied rewrites80.4%
if 9.6e119 < a Initial program 0.0%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*l*N/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites84.6%
(FPCore (a b) :precision binary64 (if (<= a -3.3e+102) (fma (* a a) (fma -4.0 a 4.0) -1.0) (if (<= a 9.6e+119) (- (* 12.0 (* b b)) 1.0) (fma (* a a) 4.0 -1.0))))
double code(double a, double b) {
double tmp;
if (a <= -3.3e+102) {
tmp = fma((a * a), fma(-4.0, a, 4.0), -1.0);
} else if (a <= 9.6e+119) {
tmp = (12.0 * (b * b)) - 1.0;
} else {
tmp = fma((a * a), 4.0, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -3.3e+102) tmp = fma(Float64(a * a), fma(-4.0, a, 4.0), -1.0); elseif (a <= 9.6e+119) tmp = Float64(Float64(12.0 * Float64(b * b)) - 1.0); else tmp = fma(Float64(a * a), 4.0, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, -3.3e+102], N[(N[(a * a), $MachinePrecision] * N[(-4.0 * a + 4.0), $MachinePrecision] + -1.0), $MachinePrecision], If[LessEqual[a, 9.6e+119], N[(N[(12.0 * N[(b * b), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(a * a), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -3.3 \cdot 10^{+102}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, \mathsf{fma}\left(-4, a, 4\right), -1\right)\\
\mathbf{elif}\;a \leq 9.6 \cdot 10^{+119}:\\
\;\;\;\;12 \cdot \left(b \cdot b\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, 4, -1\right)\\
\end{array}
\end{array}
if a < -3.29999999999999999e102Initial program 62.8%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*l*N/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites100.0%
if -3.29999999999999999e102 < a < 9.6e119Initial program 97.0%
Taylor expanded in a around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-pow.f6480.5
Applied rewrites80.5%
Taylor expanded in b around 0
Applied rewrites62.0%
if 9.6e119 < a Initial program 0.0%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*l*N/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites84.6%
Final simplification71.6%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1e+241) (fma (* a a) 4.0 -1.0) (- (* 12.0 (* b b)) 1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1e+241) {
tmp = fma((a * a), 4.0, -1.0);
} else {
tmp = (12.0 * (b * b)) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 1e+241) tmp = fma(Float64(a * a), 4.0, -1.0); else tmp = Float64(Float64(12.0 * Float64(b * b)) - 1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 1e+241], N[(N[(a * a), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision], N[(N[(12.0 * N[(b * b), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 10^{+241}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, 4, -1\right)\\
\mathbf{else}:\\
\;\;\;\;12 \cdot \left(b \cdot b\right) - 1\\
\end{array}
\end{array}
if (*.f64 b b) < 1.0000000000000001e241Initial program 81.0%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6497.8
Applied rewrites97.8%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*l*N/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6484.7
Applied rewrites84.7%
Taylor expanded in a around 0
Applied rewrites57.8%
if 1.0000000000000001e241 < (*.f64 b b) Initial program 68.6%
Taylor expanded in a around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-pow.f64100.0
Applied rewrites100.0%
Taylor expanded in b around 0
Applied rewrites90.9%
Final simplification66.8%
(FPCore (a b) :precision binary64 (fma (* a a) 4.0 -1.0))
double code(double a, double b) {
return fma((a * a), 4.0, -1.0);
}
function code(a, b) return fma(Float64(a * a), 4.0, -1.0) end
code[a_, b_] := N[(N[(a * a), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(a \cdot a, 4, -1\right)
\end{array}
Initial program 77.6%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6498.4
Applied rewrites98.4%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*l*N/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6471.2
Applied rewrites71.2%
Taylor expanded in a around 0
Applied rewrites49.0%
(FPCore (a b) :precision binary64 -1.0)
double code(double a, double b) {
return -1.0;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = -1.0d0
end function
public static double code(double a, double b) {
return -1.0;
}
def code(a, b): return -1.0
function code(a, b) return -1.0 end
function tmp = code(a, b) tmp = -1.0; end
code[a_, b_] := -1.0
\begin{array}{l}
\\
-1
\end{array}
Initial program 77.6%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6498.4
Applied rewrites98.4%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*l*N/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6471.2
Applied rewrites71.2%
Taylor expanded in a around 0
Applied rewrites25.0%
herbie shell --seed 2024331
(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))