
(FPCore (a b) :precision binary64 (- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (+ (* (* a a) (- 1.0 a)) (* (* b b) (+ 3.0 a))))) 1.0))
double code(double a, double b) {
return (pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) - 1.0;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = ((((a * a) + (b * b)) ** 2.0d0) + (4.0d0 * (((a * a) * (1.0d0 - a)) + ((b * b) * (3.0d0 + a))))) - 1.0d0
end function
public static double code(double a, double b) {
return (Math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) - 1.0;
}
def code(a, b): return (math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) - 1.0
function code(a, b) return Float64(Float64((Float64(Float64(a * a) + Float64(b * b)) ^ 2.0) + Float64(4.0 * Float64(Float64(Float64(a * a) * Float64(1.0 - a)) + Float64(Float64(b * b) * Float64(3.0 + a))))) - 1.0) end
function tmp = code(a, b) tmp = ((((a * a) + (b * b)) ^ 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) - 1.0; end
code[a_, b_] := N[(N[(N[Power[N[(N[(a * a), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision] + N[(4.0 * N[(N[(N[(a * a), $MachinePrecision] * N[(1.0 - a), $MachinePrecision]), $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * N[(3.0 + a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\left({\left(a \cdot a + b \cdot b\right)}^{2} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(1 - a\right) + \left(b \cdot b\right) \cdot \left(3 + a\right)\right)\right) - 1
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 12 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (a b) :precision binary64 (- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (+ (* (* a a) (- 1.0 a)) (* (* b b) (+ 3.0 a))))) 1.0))
double code(double a, double b) {
return (pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) - 1.0;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = ((((a * a) + (b * b)) ** 2.0d0) + (4.0d0 * (((a * a) * (1.0d0 - a)) + ((b * b) * (3.0d0 + a))))) - 1.0d0
end function
public static double code(double a, double b) {
return (Math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) - 1.0;
}
def code(a, b): return (math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) - 1.0
function code(a, b) return Float64(Float64((Float64(Float64(a * a) + Float64(b * b)) ^ 2.0) + Float64(4.0 * Float64(Float64(Float64(a * a) * Float64(1.0 - a)) + Float64(Float64(b * b) * Float64(3.0 + a))))) - 1.0) end
function tmp = code(a, b) tmp = ((((a * a) + (b * b)) ^ 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) - 1.0; end
code[a_, b_] := N[(N[(N[Power[N[(N[(a * a), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision] + N[(4.0 * N[(N[(N[(a * a), $MachinePrecision] * N[(1.0 - a), $MachinePrecision]), $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * N[(3.0 + a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\left({\left(a \cdot a + b \cdot b\right)}^{2} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(1 - a\right) + \left(b \cdot b\right) \cdot \left(3 + a\right)\right)\right) - 1
\end{array}
(FPCore (a b) :precision binary64 (fma b (* b (fma b b (fma a (fma 2.0 a 4.0) 12.0))) (fma (* a a) (fma a a (fma 4.0 (- a) 4.0)) -1.0)))
double code(double a, double b) {
return fma(b, (b * fma(b, b, fma(a, fma(2.0, a, 4.0), 12.0))), fma((a * a), fma(a, a, fma(4.0, -a, 4.0)), -1.0));
}
function code(a, b) return fma(b, Float64(b * fma(b, b, fma(a, fma(2.0, a, 4.0), 12.0))), fma(Float64(a * a), fma(a, a, fma(4.0, Float64(-a), 4.0)), -1.0)) end
code[a_, b_] := N[(b * N[(b * N[(b * b + N[(a * N[(2.0 * a + 4.0), $MachinePrecision] + 12.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(a * a), $MachinePrecision] * N[(a * a + N[(4.0 * (-a) + 4.0), $MachinePrecision]), $MachinePrecision] + -1.0), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(b, b \cdot \mathsf{fma}\left(b, b, \mathsf{fma}\left(a, \mathsf{fma}\left(2, a, 4\right), 12\right)\right), \mathsf{fma}\left(a \cdot a, \mathsf{fma}\left(a, a, \mathsf{fma}\left(4, -a, 4\right)\right), -1\right)\right)
\end{array}
Initial program 72.5%
Taylor expanded in b around 0
Applied rewrites99.9%
(FPCore (a b)
:precision binary64
(if (<=
(+
(pow (+ (* a a) (* b b)) 2.0)
(* 4.0 (+ (* (* a a) (- 1.0 a)) (* (* b b) (+ a 3.0)))))
4e-5)
-1.0
(* 4.0 (* a a))))
double code(double a, double b) {
double tmp;
if ((pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (a + 3.0))))) <= 4e-5) {
tmp = -1.0;
} else {
tmp = 4.0 * (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 * a) + (b * b)) ** 2.0d0) + (4.0d0 * (((a * a) * (1.0d0 - a)) + ((b * b) * (a + 3.0d0))))) <= 4d-5) then
tmp = -1.0d0
else
tmp = 4.0d0 * (a * a)
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if ((Math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (a + 3.0))))) <= 4e-5) {
tmp = -1.0;
} else {
tmp = 4.0 * (a * a);
}
return tmp;
}
def code(a, b): tmp = 0 if (math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (a + 3.0))))) <= 4e-5: tmp = -1.0 else: tmp = 4.0 * (a * a) return tmp
function code(a, b) tmp = 0.0 if (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(a + 3.0))))) <= 4e-5) tmp = -1.0; else tmp = Float64(4.0 * Float64(a * a)); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if (((((a * a) + (b * b)) ^ 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (a + 3.0))))) <= 4e-5) tmp = -1.0; else tmp = 4.0 * (a * a); end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[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[(a + 3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 4e-5], -1.0, N[(4.0 * N[(a * a), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;{\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(a + 3\right)\right) \leq 4 \cdot 10^{-5}:\\
\;\;\;\;-1\\
\mathbf{else}:\\
\;\;\;\;4 \cdot \left(a \cdot a\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 3 binary64) a))))) < 4.00000000000000033e-5Initial program 100.0%
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-*.f6498.2
Applied rewrites98.2%
Taylor expanded in a around 0
Applied rewrites98.2%
if 4.00000000000000033e-5 < (+.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 3 binary64) a))))) Initial program 61.2%
Taylor expanded in a around 0
Applied rewrites77.9%
Taylor expanded in b around 0
sub-negN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6438.3
Applied rewrites38.3%
Taylor expanded in a around inf
lower-*.f64N/A
unpow2N/A
lower-*.f6438.7
Applied rewrites38.7%
Final simplification56.1%
(FPCore (a b) :precision binary64 (if (<= (* b b) 0.0004) (fma (* a a) (fma a (+ a -4.0) 4.0) -1.0) (fma b (* b (fma b b (fma a (fma 2.0 a 4.0) 12.0))) -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 0.0004) {
tmp = fma((a * a), fma(a, (a + -4.0), 4.0), -1.0);
} else {
tmp = fma(b, (b * fma(b, b, fma(a, fma(2.0, a, 4.0), 12.0))), -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 0.0004) tmp = fma(Float64(a * a), fma(a, Float64(a + -4.0), 4.0), -1.0); else tmp = fma(b, Float64(b * fma(b, b, fma(a, fma(2.0, a, 4.0), 12.0))), -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 0.0004], N[(N[(a * a), $MachinePrecision] * N[(a * N[(a + -4.0), $MachinePrecision] + 4.0), $MachinePrecision] + -1.0), $MachinePrecision], N[(b * N[(b * N[(b * b + N[(a * N[(2.0 * a + 4.0), $MachinePrecision] + 12.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 0.0004:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, \mathsf{fma}\left(a, a + -4, 4\right), -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b, b \cdot \mathsf{fma}\left(b, b, \mathsf{fma}\left(a, \mathsf{fma}\left(2, a, 4\right), 12\right)\right), -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 4.00000000000000019e-4Initial program 82.2%
Taylor expanded in b around 0
Applied rewrites99.9%
Taylor expanded in b around 0
sub-negN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
+-commutativeN/A
+-commutativeN/A
unpow2N/A
distribute-rgt-inN/A
metadata-evalN/A
sub-negN/A
lower-fma.f64N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
lower-+.f6499.7
Applied rewrites99.7%
if 4.00000000000000019e-4 < (*.f64 b b) Initial program 60.7%
Taylor expanded in b around 0
Applied rewrites99.9%
Taylor expanded in a around 0
Applied rewrites96.2%
Final simplification98.2%
(FPCore (a b) :precision binary64 (if (<= (* b b) 0.0004) (fma (* a a) (fma a (+ a -4.0) 4.0) -1.0) (fma (* b b) (fma b b (fma 2.0 (* a a) 12.0)) -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 0.0004) {
tmp = fma((a * a), fma(a, (a + -4.0), 4.0), -1.0);
} else {
tmp = fma((b * b), fma(b, b, fma(2.0, (a * a), 12.0)), -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 0.0004) tmp = fma(Float64(a * a), fma(a, Float64(a + -4.0), 4.0), -1.0); else tmp = fma(Float64(b * b), fma(b, b, fma(2.0, Float64(a * a), 12.0)), -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 0.0004], N[(N[(a * a), $MachinePrecision] * N[(a * N[(a + -4.0), $MachinePrecision] + 4.0), $MachinePrecision] + -1.0), $MachinePrecision], N[(N[(b * b), $MachinePrecision] * N[(b * b + N[(2.0 * N[(a * a), $MachinePrecision] + 12.0), $MachinePrecision]), $MachinePrecision] + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 0.0004:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, \mathsf{fma}\left(a, a + -4, 4\right), -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, \mathsf{fma}\left(b, b, \mathsf{fma}\left(2, a \cdot a, 12\right)\right), -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 4.00000000000000019e-4Initial program 82.2%
Taylor expanded in b around 0
Applied rewrites99.9%
Taylor expanded in b around 0
sub-negN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
+-commutativeN/A
+-commutativeN/A
unpow2N/A
distribute-rgt-inN/A
metadata-evalN/A
sub-negN/A
lower-fma.f64N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
lower-+.f6499.7
Applied rewrites99.7%
if 4.00000000000000019e-4 < (*.f64 b b) Initial program 60.7%
Applied rewrites64.2%
Taylor expanded in a around 0
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-*.f6499.9
Applied rewrites99.9%
Taylor expanded in a around 0
associate-+r-N/A
associate--l+N/A
associate-+r+N/A
associate-*r*N/A
distribute-rgt-inN/A
+-commutativeN/A
sub-negN/A
metadata-evalN/A
associate-+l+N/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-inN/A
associate-+r+N/A
lower-fma.f64N/A
Applied rewrites96.2%
Final simplification98.1%
(FPCore (a b) :precision binary64 (let* ((t_0 (fma b b (* a a)))) (fma (* b b) 12.0 (fma t_0 t_0 -1.0))))
double code(double a, double b) {
double t_0 = fma(b, b, (a * a));
return fma((b * b), 12.0, fma(t_0, t_0, -1.0));
}
function code(a, b) t_0 = fma(b, b, Float64(a * a)) return fma(Float64(b * b), 12.0, fma(t_0, t_0, -1.0)) end
code[a_, b_] := Block[{t$95$0 = N[(b * b + N[(a * a), $MachinePrecision]), $MachinePrecision]}, N[(N[(b * b), $MachinePrecision] * 12.0 + N[(t$95$0 * t$95$0 + -1.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(b, b, a \cdot a\right)\\
\mathsf{fma}\left(b \cdot b, 12, \mathsf{fma}\left(t\_0, t\_0, -1\right)\right)
\end{array}
\end{array}
Initial program 72.5%
Applied rewrites74.1%
Taylor expanded in a around 0
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-*.f6498.5
Applied rewrites98.5%
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
lift-fma.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
associate-*l*N/A
metadata-evalN/A
lower-fma.f6498.5
Applied rewrites98.5%
(FPCore (a b) :precision binary64 (if (<= (* b b) 0.0004) (fma (* a a) (fma a (+ a -4.0) 4.0) -1.0) (* b (* b (fma a (* a 2.0) (* b b))))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 0.0004) {
tmp = fma((a * a), fma(a, (a + -4.0), 4.0), -1.0);
} else {
tmp = b * (b * fma(a, (a * 2.0), (b * b)));
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 0.0004) tmp = fma(Float64(a * a), fma(a, Float64(a + -4.0), 4.0), -1.0); else tmp = Float64(b * Float64(b * fma(a, Float64(a * 2.0), Float64(b * b)))); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 0.0004], N[(N[(a * a), $MachinePrecision] * N[(a * N[(a + -4.0), $MachinePrecision] + 4.0), $MachinePrecision] + -1.0), $MachinePrecision], N[(b * N[(b * N[(a * N[(a * 2.0), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 0.0004:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, \mathsf{fma}\left(a, a + -4, 4\right), -1\right)\\
\mathbf{else}:\\
\;\;\;\;b \cdot \left(b \cdot \mathsf{fma}\left(a, a \cdot 2, b \cdot b\right)\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 4.00000000000000019e-4Initial program 82.2%
Taylor expanded in b around 0
Applied rewrites99.9%
Taylor expanded in b around 0
sub-negN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
+-commutativeN/A
+-commutativeN/A
unpow2N/A
distribute-rgt-inN/A
metadata-evalN/A
sub-negN/A
lower-fma.f64N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
lower-+.f6499.7
Applied rewrites99.7%
if 4.00000000000000019e-4 < (*.f64 b b) Initial program 60.7%
Taylor expanded in a around 0
Applied rewrites91.9%
Taylor expanded in b around inf
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*l*N/A
unpow2N/A
cube-multN/A
lower-*.f64N/A
cube-multN/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6495.8
Applied rewrites95.8%
Taylor expanded in b around inf
Applied rewrites95.8%
Final simplification98.0%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e+87) (fma (* a a) (fma a (+ a -4.0) 4.0) -1.0) (* b (* b (* b b)))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e+87) {
tmp = fma((a * a), fma(a, (a + -4.0), 4.0), -1.0);
} else {
tmp = b * (b * (b * b));
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e+87) tmp = fma(Float64(a * a), fma(a, Float64(a + -4.0), 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], 5e+87], N[(N[(a * a), $MachinePrecision] * N[(a * N[(a + -4.0), $MachinePrecision] + 4.0), $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 5 \cdot 10^{+87}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, \mathsf{fma}\left(a, a + -4, 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) < 4.9999999999999998e87Initial program 80.2%
Taylor expanded in b around 0
Applied rewrites99.9%
Taylor expanded in b around 0
sub-negN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
+-commutativeN/A
+-commutativeN/A
unpow2N/A
distribute-rgt-inN/A
metadata-evalN/A
sub-negN/A
lower-fma.f64N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
lower-+.f6495.2
Applied rewrites95.2%
if 4.9999999999999998e87 < (*.f64 b b) Initial program 60.1%
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-*.f6496.6
Applied rewrites96.6%
Final simplification95.7%
(FPCore (a b) :precision binary64 (let* ((t_0 (* a (* a (* a a))))) (if (<= a -2.1e+28) t_0 (if (<= a 900.0) (fma b (* b 12.0) -1.0) t_0))))
double code(double a, double b) {
double t_0 = a * (a * (a * a));
double tmp;
if (a <= -2.1e+28) {
tmp = t_0;
} else if (a <= 900.0) {
tmp = fma(b, (b * 12.0), -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 <= -2.1e+28) tmp = t_0; elseif (a <= 900.0) tmp = fma(b, Float64(b * 12.0), -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, -2.1e+28], t$95$0, If[LessEqual[a, 900.0], N[(b * N[(b * 12.0), $MachinePrecision] + -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 -2.1 \cdot 10^{+28}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 900:\\
\;\;\;\;\mathsf{fma}\left(b, b \cdot 12, -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -2.09999999999999989e28 or 900 < a Initial program 44.6%
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-*.f6491.3
Applied rewrites91.3%
if -2.09999999999999989e28 < a < 900Initial program 98.4%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
+-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f6498.4
Applied rewrites98.4%
Taylor expanded in b around 0
sub-negN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
metadata-eval81.1
Applied rewrites81.1%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e+87) (fma (* a (* a a)) a -1.0) (* b (* b (* b b)))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e+87) {
tmp = fma((a * (a * a)), a, -1.0);
} else {
tmp = b * (b * (b * b));
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e+87) tmp = fma(Float64(a * Float64(a * 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], 5e+87], N[(N[(a * N[(a * a), $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 5 \cdot 10^{+87}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot \left(a \cdot a\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) < 4.9999999999999998e87Initial program 80.2%
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-*.f6492.9
Applied rewrites92.9%
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
sub-negN/A
lift-*.f64N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f6492.9
Applied rewrites92.9%
if 4.9999999999999998e87 < (*.f64 b b) Initial program 60.1%
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-*.f6496.6
Applied rewrites96.6%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1e+302) (fma 4.0 (* a a) -1.0) (fma b (* b 12.0) -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1e+302) {
tmp = fma(4.0, (a * a), -1.0);
} else {
tmp = fma(b, (b * 12.0), -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 1e+302) tmp = fma(4.0, Float64(a * a), -1.0); else tmp = fma(b, Float64(b * 12.0), -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 1e+302], N[(4.0 * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision], N[(b * N[(b * 12.0), $MachinePrecision] + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 10^{+302}:\\
\;\;\;\;\mathsf{fma}\left(4, a \cdot a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b, b \cdot 12, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 1.0000000000000001e302Initial program 75.9%
Taylor expanded in a around 0
Applied rewrites78.8%
Taylor expanded in b around 0
sub-negN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6466.3
Applied rewrites66.3%
if 1.0000000000000001e302 < (*.f64 b b) Initial program 62.5%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
+-commutativeN/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 0
sub-negN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
metadata-eval97.4
Applied rewrites97.4%
(FPCore (a b) :precision binary64 (fma 4.0 (* a a) -1.0))
double code(double a, double b) {
return fma(4.0, (a * a), -1.0);
}
function code(a, b) return fma(4.0, Float64(a * a), -1.0) end
code[a_, b_] := N[(4.0 * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(4, a \cdot a, -1\right)
\end{array}
Initial program 72.5%
Taylor expanded in a around 0
Applied rewrites84.1%
Taylor expanded in b around 0
sub-negN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6456.0
Applied rewrites56.0%
(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 72.5%
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-*.f6472.9
Applied rewrites72.9%
Taylor expanded in a around 0
Applied rewrites29.3%
herbie shell --seed 2024219
(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))