
(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 13 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 (fma (fma a (fma a 2.0 4.0) 12.0) b (* b (* b b))) (fma (* a a) (fma a a (fma 4.0 (- a) 4.0)) -1.0)))
double code(double a, double b) {
return fma(b, fma(fma(a, fma(a, 2.0, 4.0), 12.0), b, (b * (b * b))), fma((a * a), fma(a, a, fma(4.0, -a, 4.0)), -1.0));
}
function code(a, b) return fma(b, fma(fma(a, fma(a, 2.0, 4.0), 12.0), b, Float64(b * Float64(b * b))), fma(Float64(a * a), fma(a, a, fma(4.0, Float64(-a), 4.0)), -1.0)) end
code[a_, b_] := N[(b * N[(N[(a * N[(a * 2.0 + 4.0), $MachinePrecision] + 12.0), $MachinePrecision] * b + N[(b * N[(b * b), $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, \mathsf{fma}\left(\mathsf{fma}\left(a, \mathsf{fma}\left(a, 2, 4\right), 12\right), b, b \cdot \left(b \cdot b\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 71.7%
Taylor expanded in b around 0
Simplified99.5%
lift-fma.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-commutativeN/A
lift-*.f64N/A
lower-fma.f6499.5
lift-fma.f64N/A
*-commutativeN/A
lower-fma.f6499.5
Applied egg-rr99.5%
(FPCore (a b)
:precision binary64
(if (<=
(+
(pow (+ (* b b) (* a a)) 2.0)
(* 4.0 (+ (* (* a a) (- 1.0 a)) (* (* b b) (+ a 3.0)))))
1e-13)
-1.0
(* 12.0 (* b b))))
double code(double a, double b) {
double tmp;
if ((pow(((b * b) + (a * a)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (a + 3.0))))) <= 1e-13) {
tmp = -1.0;
} else {
tmp = 12.0 * (b * b);
}
return tmp;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: tmp
if (((((b * b) + (a * a)) ** 2.0d0) + (4.0d0 * (((a * a) * (1.0d0 - a)) + ((b * b) * (a + 3.0d0))))) <= 1d-13) then
tmp = -1.0d0
else
tmp = 12.0d0 * (b * b)
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if ((Math.pow(((b * b) + (a * a)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (a + 3.0))))) <= 1e-13) {
tmp = -1.0;
} else {
tmp = 12.0 * (b * b);
}
return tmp;
}
def code(a, b): tmp = 0 if (math.pow(((b * b) + (a * a)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (a + 3.0))))) <= 1e-13: tmp = -1.0 else: tmp = 12.0 * (b * b) return tmp
function code(a, b) tmp = 0.0 if (Float64((Float64(Float64(b * b) + Float64(a * a)) ^ 2.0) + Float64(4.0 * Float64(Float64(Float64(a * a) * Float64(1.0 - a)) + Float64(Float64(b * b) * Float64(a + 3.0))))) <= 1e-13) tmp = -1.0; else tmp = Float64(12.0 * Float64(b * b)); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if (((((b * b) + (a * a)) ^ 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (a + 3.0))))) <= 1e-13) tmp = -1.0; else tmp = 12.0 * (b * b); end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[N[(N[Power[N[(N[(b * b), $MachinePrecision] + N[(a * a), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision] + N[(4.0 * N[(N[(N[(a * a), $MachinePrecision] * N[(1.0 - a), $MachinePrecision]), $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * N[(a + 3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 1e-13], -1.0, N[(12.0 * N[(b * b), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;{\left(b \cdot b + a \cdot a\right)}^{2} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(1 - a\right) + \left(b \cdot b\right) \cdot \left(a + 3\right)\right) \leq 10^{-13}:\\
\;\;\;\;-1\\
\mathbf{else}:\\
\;\;\;\;12 \cdot \left(b \cdot b\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))))) < 1e-13Initial program 100.0%
Taylor expanded in b around 0
Simplified100.0%
Taylor expanded in a around 0
sub-negN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64100.0
Simplified100.0%
Taylor expanded in b around 0
Simplified99.7%
if 1e-13 < (+.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 62.3%
Taylor expanded in b around 0
Simplified81.4%
Taylor expanded in a around 0
sub-negN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6435.2
Simplified35.2%
Taylor expanded in b around inf
lower-*.f64N/A
unpow2N/A
lower-*.f6435.7
Simplified35.7%
Final simplification51.7%
(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 71.7%
Taylor expanded in b around 0
Simplified99.5%
(FPCore (a b) :precision binary64 (let* ((t_0 (fma a a (* b b)))) (fma t_0 t_0 (fma 12.0 (* b b) -1.0))))
double code(double a, double b) {
double t_0 = fma(a, a, (b * b));
return fma(t_0, t_0, fma(12.0, (b * b), -1.0));
}
function code(a, b) t_0 = fma(a, a, Float64(b * b)) return fma(t_0, t_0, fma(12.0, Float64(b * b), -1.0)) end
code[a_, b_] := Block[{t$95$0 = N[(a * a + N[(b * b), $MachinePrecision]), $MachinePrecision]}, N[(t$95$0 * t$95$0 + N[(12.0 * N[(b * b), $MachinePrecision] + -1.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(a, a, b \cdot b\right)\\
\mathsf{fma}\left(t\_0, t\_0, \mathsf{fma}\left(12, b \cdot b, -1\right)\right)
\end{array}
\end{array}
Initial program 71.7%
Applied egg-rr39.0%
Taylor expanded in a around 0
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-*.f6442.0
Simplified42.0%
Applied egg-rr99.4%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e-15) (fma (* a a) 4.0 -1.0) (if (<= (* b b) 1e+67) (* (* a a) (* a a)) (* b (* b (* b b))))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e-15) {
tmp = fma((a * a), 4.0, -1.0);
} else if ((b * b) <= 1e+67) {
tmp = (a * a) * (a * a);
} else {
tmp = b * (b * (b * b));
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e-15) tmp = fma(Float64(a * a), 4.0, -1.0); elseif (Float64(b * b) <= 1e+67) tmp = Float64(Float64(a * a) * Float64(a * a)); else tmp = Float64(b * Float64(b * Float64(b * b))); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e-15], N[(N[(a * a), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision], If[LessEqual[N[(b * b), $MachinePrecision], 1e+67], N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $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^{-15}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, 4, -1\right)\\
\mathbf{elif}\;b \cdot b \leq 10^{+67}:\\
\;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right)\\
\mathbf{else}:\\
\;\;\;\;b \cdot \left(b \cdot \left(b \cdot b\right)\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 4.99999999999999999e-15Initial program 81.9%
Taylor expanded in b around 0
Simplified99.2%
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
lower-+.f6499.8
Simplified99.8%
Taylor expanded in a around 0
Simplified75.8%
if 4.99999999999999999e-15 < (*.f64 b b) < 9.99999999999999983e66Initial program 82.1%
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-*.f6459.5
Simplified59.5%
lift-*.f64N/A
associate-*r*N/A
lift-*.f64N/A
lower-*.f6459.5
Applied egg-rr59.5%
if 9.99999999999999983e66 < (*.f64 b b) Initial program 57.0%
Taylor expanded in b around inf
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*l*N/A
lower-*.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6495.5
Simplified95.5%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e-15) (fma (* a a) 4.0 -1.0) (if (<= (* b b) 1e+67) (* a (* a (* a a))) (* b (* b (* b b))))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e-15) {
tmp = fma((a * a), 4.0, -1.0);
} else if ((b * b) <= 1e+67) {
tmp = a * (a * (a * a));
} else {
tmp = b * (b * (b * b));
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e-15) tmp = fma(Float64(a * a), 4.0, -1.0); elseif (Float64(b * b) <= 1e+67) tmp = Float64(a * Float64(a * Float64(a * a))); else tmp = Float64(b * Float64(b * Float64(b * b))); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e-15], N[(N[(a * a), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision], If[LessEqual[N[(b * b), $MachinePrecision], 1e+67], N[(a * N[(a * N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(b * N[(b * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{-15}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, 4, -1\right)\\
\mathbf{elif}\;b \cdot b \leq 10^{+67}:\\
\;\;\;\;a \cdot \left(a \cdot \left(a \cdot a\right)\right)\\
\mathbf{else}:\\
\;\;\;\;b \cdot \left(b \cdot \left(b \cdot b\right)\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 4.99999999999999999e-15Initial program 81.9%
Taylor expanded in b around 0
Simplified99.2%
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
lower-+.f6499.8
Simplified99.8%
Taylor expanded in a around 0
Simplified75.8%
if 4.99999999999999999e-15 < (*.f64 b b) < 9.99999999999999983e66Initial program 82.1%
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-*.f6459.5
Simplified59.5%
if 9.99999999999999983e66 < (*.f64 b b) Initial program 57.0%
Taylor expanded in b around inf
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*l*N/A
lower-*.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6495.5
Simplified95.5%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1e+67) (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) <= 1e+67) {
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) <= 1e+67) 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], 1e+67], 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 10^{+67}:\\
\;\;\;\;\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) < 9.99999999999999983e66Initial program 82.0%
Taylor expanded in b around 0
Simplified99.2%
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
lower-+.f6493.5
Simplified93.5%
if 9.99999999999999983e66 < (*.f64 b b) Initial program 57.0%
Taylor expanded in b around inf
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*l*N/A
lower-*.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6495.5
Simplified95.5%
(FPCore (a b)
:precision binary64
(let* ((t_0 (* (* a a) (* a a))))
(if (<= a -600000.0)
t_0
(if (<= a 2.1e+19) (fma (* b b) (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 <= -600000.0) {
tmp = t_0;
} else if (a <= 2.1e+19) {
tmp = fma((b * b), fma(b, b, 12.0), -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 <= -600000.0) tmp = t_0; elseif (a <= 2.1e+19) tmp = fma(Float64(b * b), fma(b, b, 12.0), -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, -600000.0], t$95$0, If[LessEqual[a, 2.1e+19], N[(N[(b * b), $MachinePrecision] * N[(b * b + 12.0), $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 -600000:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 2.1 \cdot 10^{+19}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, \mathsf{fma}\left(b, b, 12\right), -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -6e5 or 2.1e19 < a Initial program 44.4%
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-*.f6491.7
Simplified91.7%
lift-*.f64N/A
associate-*r*N/A
lift-*.f64N/A
lower-*.f6491.7
Applied egg-rr91.7%
if -6e5 < a < 2.1e19Initial program 99.1%
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.f6498.3
Simplified98.3%
(FPCore (a b) :precision binary64 (let* ((t_0 (fma a a (* b b)))) (fma t_0 t_0 -1.0)))
double code(double a, double b) {
double t_0 = fma(a, a, (b * b));
return fma(t_0, t_0, -1.0);
}
function code(a, b) t_0 = fma(a, a, Float64(b * b)) return fma(t_0, t_0, -1.0) end
code[a_, b_] := Block[{t$95$0 = N[(a * a + N[(b * b), $MachinePrecision]), $MachinePrecision]}, N[(t$95$0 * t$95$0 + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(a, a, b \cdot b\right)\\
\mathsf{fma}\left(t\_0, t\_0, -1\right)
\end{array}
\end{array}
Initial program 71.7%
Applied egg-rr39.0%
Taylor expanded in a around 0
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-*.f6442.0
Simplified42.0%
Applied egg-rr99.4%
Taylor expanded in b around 0
Simplified98.2%
(FPCore (a b) :precision binary64 (let* ((t_0 (* a (* a (* a a))))) (if (<= a -2300.0) t_0 (if (<= a 6500.0) (fma (* b 12.0) b -1.0) t_0))))
double code(double a, double b) {
double t_0 = a * (a * (a * a));
double tmp;
if (a <= -2300.0) {
tmp = t_0;
} else if (a <= 6500.0) {
tmp = fma((b * 12.0), b, -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 <= -2300.0) tmp = t_0; elseif (a <= 6500.0) tmp = fma(Float64(b * 12.0), b, -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, -2300.0], t$95$0, If[LessEqual[a, 6500.0], N[(N[(b * 12.0), $MachinePrecision] * b + -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 -2300:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 6500:\\
\;\;\;\;\mathsf{fma}\left(b \cdot 12, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -2300 or 6500 < a Initial program 46.5%
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-*.f6489.3
Simplified89.3%
if -2300 < a < 6500Initial program 99.0%
Taylor expanded in b around 0
Simplified74.4%
Taylor expanded in a around 0
sub-negN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6474.4
Simplified74.4%
associate-*l*N/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f6474.4
Applied egg-rr74.4%
Final simplification82.1%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1e+292) (fma (* a a) 4.0 -1.0) (* 12.0 (* b b))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1e+292) {
tmp = fma((a * a), 4.0, -1.0);
} else {
tmp = 12.0 * (b * b);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 1e+292) tmp = fma(Float64(a * a), 4.0, -1.0); else tmp = Float64(12.0 * Float64(b * b)); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 1e+292], N[(N[(a * a), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision], N[(12.0 * N[(b * b), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 10^{+292}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, 4, -1\right)\\
\mathbf{else}:\\
\;\;\;\;12 \cdot \left(b \cdot b\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 1e292Initial program 80.5%
Taylor expanded in b around 0
Simplified99.4%
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
lower-+.f6480.0
Simplified80.0%
Taylor expanded in a around 0
Simplified59.7%
if 1e292 < (*.f64 b b) Initial program 46.2%
Taylor expanded in b around 0
Simplified100.0%
Taylor expanded in a around 0
sub-negN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6497.2
Simplified97.2%
Taylor expanded in b around inf
lower-*.f64N/A
unpow2N/A
lower-*.f6497.2
Simplified97.2%
(FPCore (a b) :precision binary64 (fma (* b 12.0) b -1.0))
double code(double a, double b) {
return fma((b * 12.0), b, -1.0);
}
function code(a, b) return fma(Float64(b * 12.0), b, -1.0) end
code[a_, b_] := N[(N[(b * 12.0), $MachinePrecision] * b + -1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(b \cdot 12, b, -1\right)
\end{array}
Initial program 71.7%
Taylor expanded in b around 0
Simplified86.1%
Taylor expanded in a around 0
sub-negN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6451.4
Simplified51.4%
associate-*l*N/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f6451.4
Applied egg-rr51.4%
Final simplification51.4%
(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
Simplified86.1%
Taylor expanded in a around 0
sub-negN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6451.4
Simplified51.4%
Taylor expanded in b around 0
Simplified25.5%
herbie shell --seed 2024208
(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))