
(FPCore (a b) :precision binary64 (- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (* b b))) 1.0))
double code(double a, double b) {
return (pow(((a * a) + (b * b)), 2.0) + (4.0 * (b * b))) - 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 * (b * b))) - 1.0d0
end function
public static double code(double a, double b) {
return (Math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (b * b))) - 1.0;
}
def code(a, b): return (math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (b * b))) - 1.0
function code(a, b) return Float64(Float64((Float64(Float64(a * a) + Float64(b * b)) ^ 2.0) + Float64(4.0 * Float64(b * b))) - 1.0) end
function tmp = code(a, b) tmp = ((((a * a) + (b * b)) ^ 2.0) + (4.0 * (b * b))) - 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[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\left({\left(a \cdot a + b \cdot b\right)}^{2} + 4 \cdot \left(b \cdot b\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 (* b b))) 1.0))
double code(double a, double b) {
return (pow(((a * a) + (b * b)), 2.0) + (4.0 * (b * b))) - 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 * (b * b))) - 1.0d0
end function
public static double code(double a, double b) {
return (Math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (b * b))) - 1.0;
}
def code(a, b): return (math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (b * b))) - 1.0
function code(a, b) return Float64(Float64((Float64(Float64(a * a) + Float64(b * b)) ^ 2.0) + Float64(4.0 * Float64(b * b))) - 1.0) end
function tmp = code(a, b) tmp = ((((a * a) + (b * b)) ^ 2.0) + (4.0 * (b * b))) - 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[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\left({\left(a \cdot a + b \cdot b\right)}^{2} + 4 \cdot \left(b \cdot b\right)\right) - 1
\end{array}
(FPCore (a b) :precision binary64 (- (+ (* 4.0 (* b b)) (pow (+ (* b b) (* a a)) 2.0)) 1.0))
double code(double a, double b) {
return ((4.0 * (b * b)) + pow(((b * b) + (a * a)), 2.0)) - 1.0;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = ((4.0d0 * (b * b)) + (((b * b) + (a * a)) ** 2.0d0)) - 1.0d0
end function
public static double code(double a, double b) {
return ((4.0 * (b * b)) + Math.pow(((b * b) + (a * a)), 2.0)) - 1.0;
}
def code(a, b): return ((4.0 * (b * b)) + math.pow(((b * b) + (a * a)), 2.0)) - 1.0
function code(a, b) return Float64(Float64(Float64(4.0 * Float64(b * b)) + (Float64(Float64(b * b) + Float64(a * a)) ^ 2.0)) - 1.0) end
function tmp = code(a, b) tmp = ((4.0 * (b * b)) + (((b * b) + (a * a)) ^ 2.0)) - 1.0; end
code[a_, b_] := N[(N[(N[(4.0 * N[(b * b), $MachinePrecision]), $MachinePrecision] + N[Power[N[(N[(b * b), $MachinePrecision] + N[(a * a), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\left(4 \cdot \left(b \cdot b\right) + {\left(b \cdot b + a \cdot a\right)}^{2}\right) - 1
\end{array}
Initial program 99.9%
Final simplification99.9%
(FPCore (a b) :precision binary64 (let* ((t_0 (fma b b (* a a)))) (- (+ (/ t_0 (/ 1.0 t_0)) (* 4.0 (* b b))) 1.0)))
double code(double a, double b) {
double t_0 = fma(b, b, (a * a));
return ((t_0 / (1.0 / t_0)) + (4.0 * (b * b))) - 1.0;
}
function code(a, b) t_0 = fma(b, b, Float64(a * a)) return Float64(Float64(Float64(t_0 / Float64(1.0 / t_0)) + Float64(4.0 * Float64(b * b))) - 1.0) end
code[a_, b_] := Block[{t$95$0 = N[(b * b + N[(a * a), $MachinePrecision]), $MachinePrecision]}, N[(N[(N[(t$95$0 / N[(1.0 / t$95$0), $MachinePrecision]), $MachinePrecision] + N[(4.0 * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(b, b, a \cdot a\right)\\
\left(\frac{t\_0}{\frac{1}{t\_0}} + 4 \cdot \left(b \cdot b\right)\right) - 1
\end{array}
\end{array}
Initial program 99.9%
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
+-commutativeN/A
lift-*.f64N/A
lower-fma.f64N/A
clear-numN/A
flip-+N/A
lift-+.f64N/A
lower-/.f6499.8
lift-+.f64N/A
+-commutativeN/A
Applied rewrites99.8%
(FPCore (a b) :precision binary64 (if (<= (* b b) 200000000.0) (fma (* (- a b) (* (+ b a) (* a a))) 1.0 (fma 4.0 (* b b) -1.0)) (- (* (* (fma b b (fma (* a a) 2.0 4.0)) b) b) 1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 200000000.0) {
tmp = fma(((a - b) * ((b + a) * (a * a))), 1.0, fma(4.0, (b * b), -1.0));
} else {
tmp = ((fma(b, b, fma((a * a), 2.0, 4.0)) * b) * b) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 200000000.0) tmp = fma(Float64(Float64(a - b) * Float64(Float64(b + a) * Float64(a * a))), 1.0, fma(4.0, Float64(b * b), -1.0)); else tmp = Float64(Float64(Float64(fma(b, b, fma(Float64(a * a), 2.0, 4.0)) * b) * b) - 1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 200000000.0], N[(N[(N[(a - b), $MachinePrecision] * N[(N[(b + a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * 1.0 + N[(4.0 * N[(b * b), $MachinePrecision] + -1.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(b * b + N[(N[(a * a), $MachinePrecision] * 2.0 + 4.0), $MachinePrecision]), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 200000000:\\
\;\;\;\;\mathsf{fma}\left(\left(a - b\right) \cdot \left(\left(b + a\right) \cdot \left(a \cdot a\right)\right), 1, \mathsf{fma}\left(4, b \cdot b, -1\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\left(\mathsf{fma}\left(b, b, \mathsf{fma}\left(a \cdot a, 2, 4\right)\right) \cdot b\right) \cdot b - 1\\
\end{array}
\end{array}
if (*.f64 b b) < 2e8Initial program 99.9%
lift--.f64N/A
lift-+.f64N/A
associate--l+N/A
lift-pow.f64N/A
unpow2N/A
lift-+.f64N/A
flip-+N/A
associate-*l/N/A
associate-/l*N/A
lower-fma.f64N/A
Applied rewrites65.6%
Taylor expanded in b around 0
Applied rewrites99.1%
Taylor expanded in b around 0
unpow2N/A
lower-*.f6499.2
Applied rewrites99.2%
if 2e8 < (*.f64 b b) Initial program 99.9%
Taylor expanded in b around inf
Applied rewrites99.1%
Final simplification99.2%
(FPCore (a b) :precision binary64 (if (<= (* b b) 0.02) (fma (* (* a a) a) a -1.0) (- (* (* (fma b b (fma (* a a) 2.0 4.0)) b) b) 1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 0.02) {
tmp = fma(((a * a) * a), a, -1.0);
} else {
tmp = ((fma(b, b, fma((a * a), 2.0, 4.0)) * b) * b) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 0.02) tmp = fma(Float64(Float64(a * a) * a), a, -1.0); else tmp = Float64(Float64(Float64(fma(b, b, fma(Float64(a * a), 2.0, 4.0)) * b) * b) - 1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 0.02], N[(N[(N[(a * a), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(N[(N[(b * b + N[(N[(a * a), $MachinePrecision] * 2.0 + 4.0), $MachinePrecision]), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 0.02:\\
\;\;\;\;\mathsf{fma}\left(\left(a \cdot a\right) \cdot a, a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\left(\mathsf{fma}\left(b, b, \mathsf{fma}\left(a \cdot a, 2, 4\right)\right) \cdot b\right) \cdot b - 1\\
\end{array}
\end{array}
if (*.f64 b b) < 0.0200000000000000004Initial program 99.9%
Taylor expanded in b around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
metadata-eval99.2
Applied rewrites99.2%
Applied rewrites99.2%
if 0.0200000000000000004 < (*.f64 b b) Initial program 99.9%
Taylor expanded in b around inf
Applied rewrites98.3%
(FPCore (a b) :precision binary64 (if (<= (* b b) 400.0) (fma (* (* a a) a) a -1.0) (fma (* (fma b b 4.0) b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 400.0) {
tmp = fma(((a * a) * a), a, -1.0);
} else {
tmp = fma((fma(b, b, 4.0) * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 400.0) tmp = fma(Float64(Float64(a * a) * a), a, -1.0); else tmp = fma(Float64(fma(b, b, 4.0) * b), b, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 400.0], N[(N[(N[(a * a), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 400:\\
\;\;\;\;\mathsf{fma}\left(\left(a \cdot a\right) \cdot a, a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 4\right) \cdot b, b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 400Initial program 99.9%
Taylor expanded in b around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
metadata-eval99.2
Applied rewrites99.2%
Applied rewrites99.2%
if 400 < (*.f64 b b) Initial program 99.9%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f64N/A
metadata-eval91.9
Applied rewrites91.9%
Applied rewrites91.9%
(FPCore (a b) :precision binary64 (if (<= (* b b) 200000000.0) (fma (* (* a a) a) a -1.0) (fma (* b b) (fma b b 4.0) -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 200000000.0) {
tmp = fma(((a * a) * a), a, -1.0);
} else {
tmp = fma((b * b), fma(b, b, 4.0), -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 200000000.0) tmp = fma(Float64(Float64(a * a) * a), a, -1.0); else tmp = fma(Float64(b * b), fma(b, b, 4.0), -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 200000000.0], N[(N[(N[(a * a), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(b * b), $MachinePrecision] * N[(b * b + 4.0), $MachinePrecision] + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 200000000:\\
\;\;\;\;\mathsf{fma}\left(\left(a \cdot a\right) \cdot a, a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, \mathsf{fma}\left(b, b, 4\right), -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 2e8Initial program 99.9%
Taylor expanded in b around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
metadata-eval98.5
Applied rewrites98.5%
Applied rewrites98.5%
if 2e8 < (*.f64 b b) Initial program 99.9%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f64N/A
metadata-eval92.6
Applied rewrites92.6%
(FPCore (a b) :precision binary64 (if (<= (* b b) 200000000.0) (fma (* (* a a) a) a -1.0) (* (* (* b b) b) b)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 200000000.0) {
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) <= 200000000.0) tmp = fma(Float64(Float64(a * a) * a), a, -1.0); else tmp = Float64(Float64(Float64(b * b) * b) * b); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 200000000.0], N[(N[(N[(a * a), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(N[(b * b), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 200000000:\\
\;\;\;\;\mathsf{fma}\left(\left(a \cdot a\right) \cdot a, a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\left(\left(b \cdot b\right) \cdot b\right) \cdot b\\
\end{array}
\end{array}
if (*.f64 b b) < 2e8Initial program 99.9%
Taylor expanded in b around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
metadata-eval98.5
Applied rewrites98.5%
Applied rewrites98.5%
if 2e8 < (*.f64 b b) Initial program 99.9%
Taylor expanded in b around inf
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-*.f6492.6
Applied rewrites92.6%
(FPCore (a b) :precision binary64 (if (<= (* b b) 200000000.0) (fma (* a a) (* a a) -1.0) (* (* (* b b) b) b)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 200000000.0) {
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) <= 200000000.0) tmp = fma(Float64(a * a), Float64(a * a), -1.0); else tmp = Float64(Float64(Float64(b * b) * b) * b); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 200000000.0], N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision], N[(N[(N[(b * b), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 200000000:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, a \cdot a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\left(\left(b \cdot b\right) \cdot b\right) \cdot b\\
\end{array}
\end{array}
if (*.f64 b b) < 2e8Initial program 99.9%
Taylor expanded in b around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
metadata-eval98.5
Applied rewrites98.5%
if 2e8 < (*.f64 b b) Initial program 99.9%
Taylor expanded in b around inf
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-*.f6492.6
Applied rewrites92.6%
(FPCore (a b) :precision binary64 (if (<= a 6800.0) (fma (* b b) 4.0 -1.0) (* (* (* a a) a) a)))
double code(double a, double b) {
double tmp;
if (a <= 6800.0) {
tmp = fma((b * b), 4.0, -1.0);
} else {
tmp = ((a * a) * a) * a;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= 6800.0) tmp = fma(Float64(b * b), 4.0, -1.0); else tmp = Float64(Float64(Float64(a * a) * a) * a); end return tmp end
code[a_, b_] := If[LessEqual[a, 6800.0], N[(N[(b * b), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision], N[(N[(N[(a * a), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq 6800:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 4, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\left(\left(a \cdot a\right) \cdot a\right) \cdot a\\
\end{array}
\end{array}
if a < 6800Initial program 99.9%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f64N/A
metadata-eval77.2
Applied rewrites77.2%
Taylor expanded in b around 0
Applied rewrites58.0%
if 6800 < a Initial program 99.9%
Taylor expanded in a around inf
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-*.f6489.3
Applied rewrites89.3%
(FPCore (a b) :precision binary64 (if (<= a 49000.0) (fma (* b b) 4.0 -1.0) (* (* a a) (* a a))))
double code(double a, double b) {
double tmp;
if (a <= 49000.0) {
tmp = fma((b * b), 4.0, -1.0);
} else {
tmp = (a * a) * (a * a);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= 49000.0) tmp = fma(Float64(b * b), 4.0, -1.0); else tmp = Float64(Float64(a * a) * Float64(a * a)); end return tmp end
code[a_, b_] := If[LessEqual[a, 49000.0], N[(N[(b * b), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision], N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq 49000:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 4, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right)\\
\end{array}
\end{array}
if a < 49000Initial program 99.9%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f64N/A
metadata-eval77.2
Applied rewrites77.2%
Taylor expanded in b around 0
Applied rewrites58.0%
if 49000 < a Initial program 99.9%
Taylor expanded in a around inf
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-*.f6489.3
Applied rewrites89.3%
Taylor expanded in a around inf
metadata-evalN/A
pow-sqrN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6489.3
Applied rewrites89.3%
(FPCore (a b) :precision binary64 (fma (* b b) 4.0 -1.0))
double code(double a, double b) {
return fma((b * b), 4.0, -1.0);
}
function code(a, b) return fma(Float64(b * b), 4.0, -1.0) end
code[a_, b_] := N[(N[(b * b), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(b \cdot b, 4, -1\right)
\end{array}
Initial program 99.9%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f64N/A
metadata-eval67.8
Applied rewrites67.8%
Taylor expanded in b around 0
Applied rewrites48.9%
(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 99.9%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f64N/A
metadata-eval67.8
Applied rewrites67.8%
Taylor expanded in b around 0
Applied rewrites25.4%
herbie shell --seed 2024236
(FPCore (a b)
:name "Bouland and Aaronson, Equation (26)"
:precision binary64
(- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (* b b))) 1.0))