
(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
(let* ((t_0
(fma
(* (fma (- a 4.0) a 4.0) a)
a
(fma (* (fma (fma 2.0 a 4.0) a 12.0) b) b -1.0))))
(if (<= a -4.1e-5)
t_0
(if (<= a 1.15e-9) (- (* (* (fma b b (fma 4.0 a 12.0)) b) b) 1.0) t_0))))
double code(double a, double b) {
double t_0 = fma((fma((a - 4.0), a, 4.0) * a), a, fma((fma(fma(2.0, a, 4.0), a, 12.0) * b), b, -1.0));
double tmp;
if (a <= -4.1e-5) {
tmp = t_0;
} else if (a <= 1.15e-9) {
tmp = ((fma(b, b, fma(4.0, a, 12.0)) * b) * b) - 1.0;
} else {
tmp = t_0;
}
return tmp;
}
function code(a, b) t_0 = fma(Float64(fma(Float64(a - 4.0), a, 4.0) * a), a, fma(Float64(fma(fma(2.0, a, 4.0), a, 12.0) * b), b, -1.0)) tmp = 0.0 if (a <= -4.1e-5) tmp = t_0; elseif (a <= 1.15e-9) tmp = Float64(Float64(Float64(fma(b, b, fma(4.0, a, 12.0)) * b) * b) - 1.0); else tmp = t_0; end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + N[(N[(N[(N[(2.0 * a + 4.0), $MachinePrecision] * a + 12.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[a, -4.1e-5], t$95$0, If[LessEqual[a, 1.15e-9], N[(N[(N[(N[(b * b + N[(4.0 * a + 12.0), $MachinePrecision]), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision] - 1.0), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(\mathsf{fma}\left(a - 4, a, 4\right) \cdot a, a, \mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(2, a, 4\right), a, 12\right) \cdot b, b, -1\right)\right)\\
\mathbf{if}\;a \leq -4.1 \cdot 10^{-5}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 1.15 \cdot 10^{-9}:\\
\;\;\;\;\left(\mathsf{fma}\left(b, b, \mathsf{fma}\left(4, a, 12\right)\right) \cdot b\right) \cdot b - 1\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -4.10000000000000005e-5 or 1.15e-9 < a Initial program 41.9%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6498.4
Applied rewrites98.4%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
+-commutativeN/A
associate--l+N/A
unpow2N/A
distribute-lft-inN/A
metadata-evalN/A
associate-*l*N/A
*-commutativeN/A
Applied rewrites98.5%
Taylor expanded in b around 0
Applied rewrites98.5%
if -4.10000000000000005e-5 < a < 1.15e-9Initial program 99.9%
Taylor expanded in a around 0
associate-+r+N/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
distribute-lft-inN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
Applied rewrites99.9%
(FPCore (a b) :precision binary64 (- (+ (* (* (* b b) 3.0) 4.0) (pow (fma b b (* a a)) 2.0)) 1.0))
double code(double a, double b) {
return ((((b * b) * 3.0) * 4.0) + pow(fma(b, b, (a * a)), 2.0)) - 1.0;
}
function code(a, b) return Float64(Float64(Float64(Float64(Float64(b * b) * 3.0) * 4.0) + (fma(b, b, Float64(a * a)) ^ 2.0)) - 1.0) end
code[a_, b_] := N[(N[(N[(N[(N[(b * b), $MachinePrecision] * 3.0), $MachinePrecision] * 4.0), $MachinePrecision] + N[Power[N[(b * b + N[(a * a), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\left(\left(\left(b \cdot b\right) \cdot 3\right) \cdot 4 + {\left(\mathsf{fma}\left(b, b, a \cdot a\right)\right)}^{2}\right) - 1
\end{array}
Initial program 70.2%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6499.0
Applied rewrites99.0%
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6499.0
Applied rewrites99.0%
Final simplification99.0%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e-15) (- (* (* (fma (- a 4.0) a 4.0) a) a) 1.0) (- (* (* (fma b b (fma 4.0 a 12.0)) b) b) 1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e-15) {
tmp = ((fma((a - 4.0), a, 4.0) * a) * a) - 1.0;
} else {
tmp = ((fma(b, b, fma(4.0, a, 12.0)) * b) * b) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e-15) tmp = Float64(Float64(Float64(fma(Float64(a - 4.0), a, 4.0) * a) * a) - 1.0); else tmp = Float64(Float64(Float64(fma(b, b, fma(4.0, a, 12.0)) * b) * b) - 1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e-15], N[(N[(N[(N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(N[(b * b + N[(4.0 * a + 12.0), $MachinePrecision]), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{-15}:\\
\;\;\;\;\left(\mathsf{fma}\left(a - 4, a, 4\right) \cdot a\right) \cdot a - 1\\
\mathbf{else}:\\
\;\;\;\;\left(\mathsf{fma}\left(b, b, \mathsf{fma}\left(4, a, 12\right)\right) \cdot b\right) \cdot b - 1\\
\end{array}
\end{array}
if (*.f64 b b) < 4.99999999999999999e-15Initial program 79.3%
Taylor expanded in b around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
+-commutativeN/A
distribute-lft1-inN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f64N/A
lower-pow.f6479.3
Applied rewrites79.3%
Taylor expanded in a around 0
Applied rewrites99.9%
if 4.99999999999999999e-15 < (*.f64 b b) Initial program 62.1%
Taylor expanded in a around 0
associate-+r+N/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
distribute-lft-inN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
Applied rewrites92.2%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e-15) (- (* (* (fma (- a 4.0) a 4.0) a) a) 1.0) (fma (fma 4.0 a (fma b b 12.0)) (* b b) -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e-15) {
tmp = ((fma((a - 4.0), a, 4.0) * a) * a) - 1.0;
} else {
tmp = fma(fma(4.0, a, fma(b, b, 12.0)), (b * b), -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e-15) tmp = Float64(Float64(Float64(fma(Float64(a - 4.0), a, 4.0) * a) * a) - 1.0); else tmp = fma(fma(4.0, a, fma(b, b, 12.0)), Float64(b * b), -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e-15], N[(N[(N[(N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(4.0 * a + N[(b * b + 12.0), $MachinePrecision]), $MachinePrecision] * N[(b * b), $MachinePrecision] + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{-15}:\\
\;\;\;\;\left(\mathsf{fma}\left(a - 4, a, 4\right) \cdot a\right) \cdot a - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(4, a, \mathsf{fma}\left(b, b, 12\right)\right), b \cdot b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 4.99999999999999999e-15Initial program 79.3%
Taylor expanded in b around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
+-commutativeN/A
distribute-lft1-inN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f64N/A
lower-pow.f6479.3
Applied rewrites79.3%
Taylor expanded in a around 0
Applied rewrites99.9%
if 4.99999999999999999e-15 < (*.f64 b b) Initial program 62.1%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6499.7
Applied rewrites99.7%
Taylor expanded in a around 0
sub-negN/A
associate-+r+N/A
associate-*r*N/A
distribute-rgt-inN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-inN/A
associate-+r+N/A
metadata-evalN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites92.2%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e-15) (- (* (* (fma (- a 4.0) a 4.0) a) a) 1.0) (fma (* (fma b b 12.0) b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e-15) {
tmp = ((fma((a - 4.0), a, 4.0) * a) * a) - 1.0;
} else {
tmp = fma((fma(b, b, 12.0) * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e-15) tmp = Float64(Float64(Float64(fma(Float64(a - 4.0), a, 4.0) * a) * a) - 1.0); else tmp = fma(Float64(fma(b, b, 12.0) * b), b, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e-15], N[(N[(N[(N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(b * b + 12.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{-15}:\\
\;\;\;\;\left(\mathsf{fma}\left(a - 4, a, 4\right) \cdot a\right) \cdot a - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 12\right) \cdot b, b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 4.99999999999999999e-15Initial program 79.3%
Taylor expanded in b around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
+-commutativeN/A
distribute-lft1-inN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f64N/A
lower-pow.f6479.3
Applied rewrites79.3%
Taylor expanded in a around 0
Applied rewrites99.9%
if 4.99999999999999999e-15 < (*.f64 b b) Initial program 62.1%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6499.7
Applied rewrites99.7%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6491.4
Applied rewrites91.4%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e-15) (fma (fma (- a 4.0) a 4.0) (* a a) -1.0) (fma (* (fma b b 12.0) b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e-15) {
tmp = fma(fma((a - 4.0), a, 4.0), (a * a), -1.0);
} else {
tmp = fma((fma(b, b, 12.0) * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e-15) tmp = fma(fma(Float64(a - 4.0), a, 4.0), Float64(a * a), -1.0); else tmp = fma(Float64(fma(b, b, 12.0) * b), b, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e-15], N[(N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision], N[(N[(N[(b * b + 12.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{-15}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a - 4, a, 4\right), a \cdot 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) < 4.99999999999999999e-15Initial program 79.3%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6498.2
Applied rewrites98.2%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
+-commutativeN/A
associate--l+N/A
unpow2N/A
distribute-lft-inN/A
metadata-evalN/A
associate-*l*N/A
*-commutativeN/A
Applied rewrites99.9%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
metadata-evalN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
if 4.99999999999999999e-15 < (*.f64 b b) Initial program 62.1%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6499.7
Applied rewrites99.7%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6491.4
Applied rewrites91.4%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e-15) (- (* (* a a) (* a a)) 1.0) (fma (* (fma b b 12.0) b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e-15) {
tmp = ((a * a) * (a * a)) - 1.0;
} else {
tmp = fma((fma(b, b, 12.0) * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e-15) tmp = Float64(Float64(Float64(a * a) * Float64(a * a)) - 1.0); else tmp = fma(Float64(fma(b, b, 12.0) * b), b, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e-15], N[(N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(b * b + 12.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{-15}:\\
\;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 12\right) \cdot b, b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 4.99999999999999999e-15Initial program 79.3%
Taylor expanded in a around inf
lower-pow.f6498.2
Applied rewrites98.2%
Applied rewrites98.2%
if 4.99999999999999999e-15 < (*.f64 b b) Initial program 62.1%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6499.7
Applied rewrites99.7%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6491.4
Applied rewrites91.4%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e-15) (- (* 4.0 (* a a)) 1.0) (fma (* (fma b b 12.0) b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e-15) {
tmp = (4.0 * (a * a)) - 1.0;
} else {
tmp = fma((fma(b, b, 12.0) * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e-15) tmp = Float64(Float64(4.0 * Float64(a * a)) - 1.0); else tmp = fma(Float64(fma(b, b, 12.0) * b), b, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e-15], N[(N[(4.0 * N[(a * a), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(b * b + 12.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{-15}:\\
\;\;\;\;4 \cdot \left(a \cdot a\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 12\right) \cdot b, b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 4.99999999999999999e-15Initial program 79.3%
Taylor expanded in b around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
+-commutativeN/A
distribute-lft1-inN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f64N/A
lower-pow.f6479.3
Applied rewrites79.3%
Taylor expanded in a around 0
Applied rewrites76.6%
if 4.99999999999999999e-15 < (*.f64 b b) Initial program 62.1%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6499.7
Applied rewrites99.7%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6491.4
Applied rewrites91.4%
Final simplification84.4%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e-15) (- (* 4.0 (* a a)) 1.0) (fma (* (* b b) b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e-15) {
tmp = (4.0 * (a * a)) - 1.0;
} else {
tmp = fma(((b * b) * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e-15) tmp = Float64(Float64(4.0 * Float64(a * a)) - 1.0); else tmp = fma(Float64(Float64(b * b) * b), b, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e-15], N[(N[(4.0 * N[(a * a), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(b * b), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{-15}:\\
\;\;\;\;4 \cdot \left(a \cdot a\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(b \cdot b\right) \cdot b, b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 4.99999999999999999e-15Initial program 79.3%
Taylor expanded in b around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
+-commutativeN/A
distribute-lft1-inN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f64N/A
lower-pow.f6479.3
Applied rewrites79.3%
Taylor expanded in a around 0
Applied rewrites76.6%
if 4.99999999999999999e-15 < (*.f64 b b) Initial program 62.1%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6499.7
Applied rewrites99.7%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6491.4
Applied rewrites91.4%
Taylor expanded in b around 0
Applied rewrites53.0%
Taylor expanded in b around inf
Applied rewrites89.6%
Final simplification83.5%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e+282) (- (* 4.0 (* a a)) 1.0) (fma (* b b) 12.0 -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e+282) {
tmp = (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) <= 5e+282) tmp = Float64(Float64(4.0 * Float64(a * a)) - 1.0); else tmp = fma(Float64(b * b), 12.0, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e+282], N[(N[(4.0 * N[(a * a), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(b * b), $MachinePrecision] * 12.0 + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{+282}:\\
\;\;\;\;4 \cdot \left(a \cdot a\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 12, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 4.99999999999999978e282Initial program 76.3%
Taylor expanded in b around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
+-commutativeN/A
distribute-lft1-inN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f64N/A
lower-pow.f6457.8
Applied rewrites57.8%
Taylor expanded in a around 0
Applied rewrites59.3%
if 4.99999999999999978e282 < (*.f64 b b) Initial program 53.6%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f64100.0
Applied rewrites100.0%
Taylor expanded in b around 0
Applied rewrites97.4%
Final simplification69.6%
(FPCore (a b) :precision binary64 (fma (* b b) 12.0 -1.0))
double code(double a, double b) {
return fma((b * b), 12.0, -1.0);
}
function code(a, b) return fma(Float64(b * b), 12.0, -1.0) end
code[a_, b_] := N[(N[(b * b), $MachinePrecision] * 12.0 + -1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(b \cdot b, 12, -1\right)
\end{array}
Initial program 70.2%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6499.0
Applied rewrites99.0%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6471.8
Applied rewrites71.8%
Taylor expanded in b around 0
Applied rewrites51.6%
(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 70.2%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6499.0
Applied rewrites99.0%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6471.8
Applied rewrites71.8%
Taylor expanded in b around 0
Applied rewrites24.0%
herbie shell --seed 2024325
(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))