
(FPCore (a b) :precision binary64 (- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (+ (* (* a a) (+ 1.0 a)) (* (* b b) (- 1.0 (* 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) * (1.0 - (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) * (1.0d0 - (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) * (1.0 - (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) * (1.0 - (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(1.0 - 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) * (1.0 - (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[(1.0 - N[(3.0 * a), $MachinePrecision]), $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(1 - 3 \cdot a\right)\right)\right) - 1
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 15 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) (- 1.0 (* 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) * (1.0 - (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) * (1.0d0 - (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) * (1.0 - (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) * (1.0 - (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(1.0 - 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) * (1.0 - (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[(1.0 - N[(3.0 * a), $MachinePrecision]), $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(1 - 3 \cdot a\right)\right)\right) - 1
\end{array}
(FPCore (a b) :precision binary64 (+ (+ (/ (fma a a (* b b)) (/ 1.0 (fma 1.0 (/ (* b (* a b)) a) (* a a)))) (* 4.0 (* b b))) -1.0))
double code(double a, double b) {
return ((fma(a, a, (b * b)) / (1.0 / fma(1.0, ((b * (a * b)) / a), (a * a)))) + (4.0 * (b * b))) + -1.0;
}
function code(a, b) return Float64(Float64(Float64(fma(a, a, Float64(b * b)) / Float64(1.0 / fma(1.0, Float64(Float64(b * Float64(a * b)) / a), Float64(a * a)))) + Float64(4.0 * Float64(b * b))) + -1.0) end
code[a_, b_] := N[(N[(N[(N[(a * a + N[(b * b), $MachinePrecision]), $MachinePrecision] / N[(1.0 / N[(1.0 * N[(N[(b * N[(a * b), $MachinePrecision]), $MachinePrecision] / a), $MachinePrecision] + N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(4.0 * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + -1.0), $MachinePrecision]
\begin{array}{l}
\\
\left(\frac{\mathsf{fma}\left(a, a, b \cdot b\right)}{\frac{1}{\mathsf{fma}\left(1, \frac{b \cdot \left(a \cdot b\right)}{a}, a \cdot a\right)}} + 4 \cdot \left(b \cdot b\right)\right) + -1
\end{array}
Initial program 74.5%
lift-pow.f64N/A
unpow2N/A
lift-+.f64N/A
flip-+N/A
clear-numN/A
un-div-invN/A
lower-/.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f64N/A
clear-numN/A
flip-+N/A
lift-+.f64N/A
lower-/.f6474.5
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f6474.5
Applied rewrites74.5%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6499.3
Applied rewrites99.3%
Taylor expanded in a around inf
+-commutativeN/A
distribute-lft-inN/A
associate-*r/N/A
unpow2N/A
associate-*l*N/A
unpow2N/A
times-fracN/A
*-rgt-identityN/A
associate-*r/N/A
rgt-mult-inverseN/A
*-rgt-identityN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6499.4
Applied rewrites99.4%
Applied rewrites99.4%
Final simplification99.4%
(FPCore (a b) :precision binary64 (+ (+ (* 4.0 (* b b)) (/ (fma a a (* b b)) (/ 1.0 (fma 1.0 (/ (* a (* b b)) a) (* a a))))) -1.0))
double code(double a, double b) {
return ((4.0 * (b * b)) + (fma(a, a, (b * b)) / (1.0 / fma(1.0, ((a * (b * b)) / a), (a * a))))) + -1.0;
}
function code(a, b) return Float64(Float64(Float64(4.0 * Float64(b * b)) + Float64(fma(a, a, Float64(b * b)) / Float64(1.0 / fma(1.0, Float64(Float64(a * Float64(b * b)) / a), Float64(a * a))))) + -1.0) end
code[a_, b_] := N[(N[(N[(4.0 * N[(b * b), $MachinePrecision]), $MachinePrecision] + N[(N[(a * a + N[(b * b), $MachinePrecision]), $MachinePrecision] / N[(1.0 / N[(1.0 * N[(N[(a * N[(b * b), $MachinePrecision]), $MachinePrecision] / a), $MachinePrecision] + N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + -1.0), $MachinePrecision]
\begin{array}{l}
\\
\left(4 \cdot \left(b \cdot b\right) + \frac{\mathsf{fma}\left(a, a, b \cdot b\right)}{\frac{1}{\mathsf{fma}\left(1, \frac{a \cdot \left(b \cdot b\right)}{a}, a \cdot a\right)}}\right) + -1
\end{array}
Initial program 74.5%
lift-pow.f64N/A
unpow2N/A
lift-+.f64N/A
flip-+N/A
clear-numN/A
un-div-invN/A
lower-/.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f64N/A
clear-numN/A
flip-+N/A
lift-+.f64N/A
lower-/.f6474.5
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f6474.5
Applied rewrites74.5%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6499.3
Applied rewrites99.3%
Taylor expanded in a around inf
+-commutativeN/A
distribute-lft-inN/A
associate-*r/N/A
unpow2N/A
associate-*l*N/A
unpow2N/A
times-fracN/A
*-rgt-identityN/A
associate-*r/N/A
rgt-mult-inverseN/A
*-rgt-identityN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6499.4
Applied rewrites99.4%
Final simplification99.4%
(FPCore (a b)
:precision binary64
(let* ((t_0
(+ (+ (* 4.0 (* b b)) (/ (fma a a (* b b)) (/ 1.0 (* a a)))) -1.0)))
(if (<= a -8.2e+14)
t_0
(if (<= a 1650000000.0) (fma (* b b) (fma b b 4.0) -1.0) t_0))))
double code(double a, double b) {
double t_0 = ((4.0 * (b * b)) + (fma(a, a, (b * b)) / (1.0 / (a * a)))) + -1.0;
double tmp;
if (a <= -8.2e+14) {
tmp = t_0;
} else if (a <= 1650000000.0) {
tmp = fma((b * b), fma(b, b, 4.0), -1.0);
} else {
tmp = t_0;
}
return tmp;
}
function code(a, b) t_0 = Float64(Float64(Float64(4.0 * Float64(b * b)) + Float64(fma(a, a, Float64(b * b)) / Float64(1.0 / Float64(a * a)))) + -1.0) tmp = 0.0 if (a <= -8.2e+14) tmp = t_0; elseif (a <= 1650000000.0) tmp = fma(Float64(b * b), fma(b, b, 4.0), -1.0); else tmp = t_0; end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(N[(4.0 * N[(b * b), $MachinePrecision]), $MachinePrecision] + N[(N[(a * a + N[(b * b), $MachinePrecision]), $MachinePrecision] / N[(1.0 / N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + -1.0), $MachinePrecision]}, If[LessEqual[a, -8.2e+14], t$95$0, If[LessEqual[a, 1650000000.0], N[(N[(b * b), $MachinePrecision] * N[(b * b + 4.0), $MachinePrecision] + -1.0), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(4 \cdot \left(b \cdot b\right) + \frac{\mathsf{fma}\left(a, a, b \cdot b\right)}{\frac{1}{a \cdot a}}\right) + -1\\
\mathbf{if}\;a \leq -8.2 \cdot 10^{+14}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 1650000000:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, \mathsf{fma}\left(b, b, 4\right), -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -8.2e14 or 1.65e9 < a Initial program 46.6%
lift-pow.f64N/A
unpow2N/A
lift-+.f64N/A
flip-+N/A
clear-numN/A
un-div-invN/A
lower-/.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f64N/A
clear-numN/A
flip-+N/A
lift-+.f64N/A
lower-/.f6446.6
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f6446.6
Applied rewrites46.6%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6499.9
Applied rewrites99.9%
Taylor expanded in a around inf
unpow2N/A
lower-*.f6499.1
Applied rewrites99.1%
if -8.2e14 < a < 1.65e9Initial program 99.1%
Taylor expanded in a around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f6498.6
Applied rewrites98.6%
Final simplification98.9%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1e-92) (fma (fma a (+ a 4.0) 4.0) (* a a) -1.0) (+ (+ (* 4.0 (* b b)) (/ (fma a a (* b b)) (/ 1.0 (* b b)))) -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1e-92) {
tmp = fma(fma(a, (a + 4.0), 4.0), (a * a), -1.0);
} else {
tmp = ((4.0 * (b * b)) + (fma(a, a, (b * b)) / (1.0 / (b * b)))) + -1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 1e-92) tmp = fma(fma(a, Float64(a + 4.0), 4.0), Float64(a * a), -1.0); else tmp = Float64(Float64(Float64(4.0 * Float64(b * b)) + Float64(fma(a, a, Float64(b * b)) / Float64(1.0 / Float64(b * b)))) + -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 1e-92], N[(N[(a * N[(a + 4.0), $MachinePrecision] + 4.0), $MachinePrecision] * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision], N[(N[(N[(4.0 * N[(b * b), $MachinePrecision]), $MachinePrecision] + N[(N[(a * a + N[(b * b), $MachinePrecision]), $MachinePrecision] / N[(1.0 / N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 10^{-92}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a, a + 4, 4\right), a \cdot a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\left(4 \cdot \left(b \cdot b\right) + \frac{\mathsf{fma}\left(a, a, b \cdot b\right)}{\frac{1}{b \cdot b}}\right) + -1\\
\end{array}
\end{array}
if (*.f64 b b) < 9.99999999999999988e-93Initial program 85.0%
Taylor expanded in b around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
+-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
lower-fma.f6499.9
Applied rewrites99.9%
Applied rewrites99.9%
if 9.99999999999999988e-93 < (*.f64 b b) Initial program 65.1%
lift-pow.f64N/A
unpow2N/A
lift-+.f64N/A
flip-+N/A
clear-numN/A
un-div-invN/A
lower-/.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f64N/A
clear-numN/A
flip-+N/A
lift-+.f64N/A
lower-/.f6465.1
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f6465.1
Applied rewrites65.1%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6499.9
Applied rewrites99.9%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6496.5
Applied rewrites96.5%
Final simplification98.1%
(FPCore (a b) :precision binary64 (let* ((t_0 (fma a a (* b b)))) (+ (+ (* 4.0 (* b b)) (/ t_0 (/ 1.0 t_0))) -1.0)))
double code(double a, double b) {
double t_0 = fma(a, a, (b * b));
return ((4.0 * (b * b)) + (t_0 / (1.0 / t_0))) + -1.0;
}
function code(a, b) t_0 = fma(a, a, Float64(b * b)) return Float64(Float64(Float64(4.0 * Float64(b * b)) + Float64(t_0 / Float64(1.0 / t_0))) + -1.0) end
code[a_, b_] := Block[{t$95$0 = N[(a * a + N[(b * b), $MachinePrecision]), $MachinePrecision]}, N[(N[(N[(4.0 * N[(b * b), $MachinePrecision]), $MachinePrecision] + N[(t$95$0 / N[(1.0 / t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(a, a, b \cdot b\right)\\
\left(4 \cdot \left(b \cdot b\right) + \frac{t\_0}{\frac{1}{t\_0}}\right) + -1
\end{array}
\end{array}
Initial program 74.5%
lift-pow.f64N/A
unpow2N/A
lift-+.f64N/A
flip-+N/A
clear-numN/A
un-div-invN/A
lower-/.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f64N/A
clear-numN/A
flip-+N/A
lift-+.f64N/A
lower-/.f6474.5
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f6474.5
Applied rewrites74.5%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6499.3
Applied rewrites99.3%
Final simplification99.3%
(FPCore (a b) :precision binary64 (if (<= (* b b) 400000000.0) (fma (fma a (+ a 4.0) 4.0) (* a a) -1.0) (* b (* b (* b b)))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 400000000.0) {
tmp = fma(fma(a, (a + 4.0), 4.0), (a * a), -1.0);
} else {
tmp = b * (b * (b * b));
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 400000000.0) tmp = fma(fma(a, Float64(a + 4.0), 4.0), Float64(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], 400000000.0], N[(N[(a * N[(a + 4.0), $MachinePrecision] + 4.0), $MachinePrecision] * N[(a * a), $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 400000000:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a, a + 4, 4\right), a \cdot a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;b \cdot \left(b \cdot \left(b \cdot b\right)\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 4e8Initial program 84.3%
Taylor expanded in b around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
+-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
lower-fma.f6498.7
Applied rewrites98.7%
Applied rewrites98.7%
if 4e8 < (*.f64 b b) Initial program 62.5%
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-*.f6493.3
Applied rewrites93.3%
(FPCore (a b) :precision binary64 (if (<= (* b b) 400000000.0) (fma (* a (* a (+ a 4.0))) a -1.0) (* b (* b (* b b)))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 400000000.0) {
tmp = fma((a * (a * (a + 4.0))), a, -1.0);
} else {
tmp = b * (b * (b * b));
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 400000000.0) tmp = fma(Float64(a * Float64(a * Float64(a + 4.0))), 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], 400000000.0], N[(N[(a * N[(a * N[(a + 4.0), $MachinePrecision]), $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 400000000:\\
\;\;\;\;\mathsf{fma}\left(a \cdot \left(a \cdot \left(a + 4\right)\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) < 4e8Initial program 84.3%
Taylor expanded in b around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
+-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
lower-fma.f6498.7
Applied rewrites98.7%
Taylor expanded in a around inf
Applied rewrites97.8%
Applied rewrites97.8%
if 4e8 < (*.f64 b b) Initial program 62.5%
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-*.f6493.3
Applied rewrites93.3%
(FPCore (a b) :precision binary64 (if (<= (* b b) 400000000.0) (fma (* a a) (* a (+ a 4.0)) -1.0) (* b (* b (* b b)))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 400000000.0) {
tmp = fma((a * a), (a * (a + 4.0)), -1.0);
} else {
tmp = b * (b * (b * b));
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 400000000.0) tmp = fma(Float64(a * a), Float64(a * Float64(a + 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], 400000000.0], N[(N[(a * a), $MachinePrecision] * N[(a * N[(a + 4.0), $MachinePrecision]), $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 400000000:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, a \cdot \left(a + 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) < 4e8Initial program 84.3%
Taylor expanded in b around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
+-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
lower-fma.f6498.7
Applied rewrites98.7%
Taylor expanded in a around inf
Applied rewrites97.8%
if 4e8 < (*.f64 b b) Initial program 62.5%
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-*.f6493.3
Applied rewrites93.3%
Final simplification95.8%
(FPCore (a b) :precision binary64 (if (<= (* b b) 400000000.0) (+ (* a (* a (* a a))) -1.0) (* b (* b (* b b)))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 400000000.0) {
tmp = (a * (a * (a * a))) + -1.0;
} else {
tmp = b * (b * (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) <= 400000000.0d0) then
tmp = (a * (a * (a * a))) + (-1.0d0)
else
tmp = b * (b * (b * b))
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if ((b * b) <= 400000000.0) {
tmp = (a * (a * (a * a))) + -1.0;
} else {
tmp = b * (b * (b * b));
}
return tmp;
}
def code(a, b): tmp = 0 if (b * b) <= 400000000.0: tmp = (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) <= 400000000.0) tmp = Float64(Float64(a * Float64(a * Float64(a * a))) + -1.0); else tmp = Float64(b * Float64(b * Float64(b * b))); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if ((b * b) <= 400000000.0) tmp = (a * (a * (a * a))) + -1.0; else tmp = b * (b * (b * b)); end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 400000000.0], N[(N[(a * N[(a * N[(a * a), $MachinePrecision]), $MachinePrecision]), $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 400000000:\\
\;\;\;\;a \cdot \left(a \cdot \left(a \cdot a\right)\right) + -1\\
\mathbf{else}:\\
\;\;\;\;b \cdot \left(b \cdot \left(b \cdot b\right)\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 4e8Initial program 84.3%
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-*.f6497.7
Applied rewrites97.7%
if 4e8 < (*.f64 b b) Initial program 62.5%
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-*.f6493.3
Applied rewrites93.3%
Final simplification95.7%
(FPCore (a b)
:precision binary64
(let* ((t_0 (* a (* a (* a a)))))
(if (<= a -1.45e+56)
t_0
(if (<= a 6500000000.0) (fma (* b b) 4.0 -1.0) t_0))))
double code(double a, double b) {
double t_0 = a * (a * (a * a));
double tmp;
if (a <= -1.45e+56) {
tmp = t_0;
} else if (a <= 6500000000.0) {
tmp = fma((b * b), 4.0, -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 <= -1.45e+56) tmp = t_0; elseif (a <= 6500000000.0) tmp = fma(Float64(b * b), 4.0, -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, -1.45e+56], t$95$0, If[LessEqual[a, 6500000000.0], N[(N[(b * b), $MachinePrecision] * 4.0 + -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 -1.45 \cdot 10^{+56}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 6500000000:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 4, -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -1.45000000000000004e56 or 6.5e9 < a Initial program 43.8%
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-*.f6493.5
Applied rewrites93.5%
if -1.45000000000000004e56 < a < 6.5e9Initial program 99.1%
Taylor expanded in a around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f6497.3
Applied rewrites97.3%
Taylor expanded in b around 0
Applied rewrites76.6%
(FPCore (a b) :precision binary64 (if (<= (* b b) 400000000.0) (fma (* a a) (* a a) -1.0) (* b (* b (* b b)))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 400000000.0) {
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) <= 400000000.0) tmp = fma(Float64(a * a), Float64(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], 400000000.0], N[(N[(a * a), $MachinePrecision] * N[(a * a), $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 400000000:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, a \cdot a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;b \cdot \left(b \cdot \left(b \cdot b\right)\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 4e8Initial program 84.3%
Taylor expanded in b around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
+-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
lower-fma.f6498.7
Applied rewrites98.7%
Taylor expanded in a around inf
Applied rewrites97.7%
if 4e8 < (*.f64 b b) Initial program 62.5%
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-*.f6493.3
Applied rewrites93.3%
(FPCore (a b) :precision binary64 (if (<= (* b b) 400000000.0) (fma (* a a) 4.0 -1.0) (* b (* b (* b b)))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 400000000.0) {
tmp = fma((a * a), 4.0, -1.0);
} else {
tmp = b * (b * (b * b));
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 400000000.0) tmp = fma(Float64(a * a), 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], 400000000.0], N[(N[(a * a), $MachinePrecision] * 4.0 + -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 400000000:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, 4, -1\right)\\
\mathbf{else}:\\
\;\;\;\;b \cdot \left(b \cdot \left(b \cdot b\right)\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 4e8Initial program 84.3%
Taylor expanded in b around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
+-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
lower-fma.f6498.7
Applied rewrites98.7%
Taylor expanded in a around 0
Applied rewrites79.0%
if 4e8 < (*.f64 b b) Initial program 62.5%
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-*.f6493.3
Applied rewrites93.3%
(FPCore (a b) :precision binary64 (if (<= (* b b) 4.45e+307) (fma (* a a) 4.0 -1.0) (fma (* b b) 4.0 -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 4.45e+307) {
tmp = fma((a * a), 4.0, -1.0);
} else {
tmp = fma((b * b), 4.0, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 4.45e+307) tmp = fma(Float64(a * a), 4.0, -1.0); else tmp = fma(Float64(b * b), 4.0, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 4.45e+307], N[(N[(a * a), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision], N[(N[(b * b), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 4.45 \cdot 10^{+307}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, 4, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 4, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 4.45000000000000007e307Initial program 80.1%
Taylor expanded in b around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
+-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
lower-fma.f6482.6
Applied rewrites82.6%
Taylor expanded in a around 0
Applied rewrites63.2%
if 4.45000000000000007e307 < (*.f64 b b) Initial program 55.9%
Taylor expanded in a around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/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
Applied rewrites100.0%
(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 74.5%
Taylor expanded in b around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
+-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
lower-fma.f6473.3
Applied rewrites73.3%
Taylor expanded in a around 0
Applied rewrites55.0%
(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 74.5%
Taylor expanded in a around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f6472.7
Applied rewrites72.7%
Taylor expanded in b around 0
Applied rewrites30.4%
herbie shell --seed 2024226
(FPCore (a b)
:name "Bouland and Aaronson, Equation (25)"
:precision binary64
(- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (+ (* (* a a) (+ 1.0 a)) (* (* b b) (- 1.0 (* 3.0 a)))))) 1.0))