
(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 11 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 (fma a (* a (fma a a (* b (+ b b)))) (fma (* b b) (fma b b 4.0) -1.0)))
double code(double a, double b) {
return fma(a, (a * fma(a, a, (b * (b + b)))), fma((b * b), fma(b, b, 4.0), -1.0));
}
function code(a, b) return fma(a, Float64(a * fma(a, a, Float64(b * Float64(b + b)))), fma(Float64(b * b), fma(b, b, 4.0), -1.0)) end
code[a_, b_] := N[(a * N[(a * N[(a * a + N[(b * N[(b + b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * N[(b * b + 4.0), $MachinePrecision] + -1.0), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(a, a \cdot \mathsf{fma}\left(a, a, b \cdot \left(b + b\right)\right), \mathsf{fma}\left(b \cdot b, \mathsf{fma}\left(b, b, 4\right), -1\right)\right)
\end{array}
Initial program 99.9%
Taylor expanded in a around 0
associate-+r+N/A
distribute-lft-inN/A
pow-sqrN/A
metadata-evalN/A
associate-+r+N/A
associate-*r*N/A
*-commutativeN/A
distribute-rgt-inN/A
associate-+l+N/A
+-commutativeN/A
associate-+l+N/A
Applied rewrites99.9%
Taylor expanded in b around 0
Applied rewrites99.9%
(FPCore (a b) :precision binary64 (let* ((t_0 (* (* b b) 4.0))) (if (<= (+ (pow (+ (* b b) (* a a)) 2.0) t_0) 4e-10) -1.0 t_0)))
double code(double a, double b) {
double t_0 = (b * b) * 4.0;
double tmp;
if ((pow(((b * b) + (a * a)), 2.0) + t_0) <= 4e-10) {
tmp = -1.0;
} else {
tmp = t_0;
}
return tmp;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: t_0
real(8) :: tmp
t_0 = (b * b) * 4.0d0
if (((((b * b) + (a * a)) ** 2.0d0) + t_0) <= 4d-10) then
tmp = -1.0d0
else
tmp = t_0
end if
code = tmp
end function
public static double code(double a, double b) {
double t_0 = (b * b) * 4.0;
double tmp;
if ((Math.pow(((b * b) + (a * a)), 2.0) + t_0) <= 4e-10) {
tmp = -1.0;
} else {
tmp = t_0;
}
return tmp;
}
def code(a, b): t_0 = (b * b) * 4.0 tmp = 0 if (math.pow(((b * b) + (a * a)), 2.0) + t_0) <= 4e-10: tmp = -1.0 else: tmp = t_0 return tmp
function code(a, b) t_0 = Float64(Float64(b * b) * 4.0) tmp = 0.0 if (Float64((Float64(Float64(b * b) + Float64(a * a)) ^ 2.0) + t_0) <= 4e-10) tmp = -1.0; else tmp = t_0; end return tmp end
function tmp_2 = code(a, b) t_0 = (b * b) * 4.0; tmp = 0.0; if (((((b * b) + (a * a)) ^ 2.0) + t_0) <= 4e-10) tmp = -1.0; else tmp = t_0; end tmp_2 = tmp; end
code[a_, b_] := Block[{t$95$0 = N[(N[(b * b), $MachinePrecision] * 4.0), $MachinePrecision]}, If[LessEqual[N[(N[Power[N[(N[(b * b), $MachinePrecision] + N[(a * a), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision] + t$95$0), $MachinePrecision], 4e-10], -1.0, t$95$0]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(b \cdot b\right) \cdot 4\\
\mathbf{if}\;{\left(b \cdot b + a \cdot a\right)}^{2} + t\_0 \leq 4 \cdot 10^{-10}:\\
\;\;\;\;-1\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\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 b b))) < 4.00000000000000015e-10Initial program 100.0%
Taylor expanded in a around 0
sub-negN/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*l*N/A
distribute-lft-outN/A
distribute-lft-outN/A
lower-fma.f64N/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f64N/A
metadata-eval100.0
Applied rewrites100.0%
Taylor expanded in b around 0
Applied rewrites99.5%
if 4.00000000000000015e-10 < (+.f64 (pow.f64 (+.f64 (*.f64 a a) (*.f64 b b)) #s(literal 2 binary64)) (*.f64 #s(literal 4 binary64) (*.f64 b b))) Initial program 99.9%
Taylor expanded in a around 0
sub-negN/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*l*N/A
distribute-lft-outN/A
distribute-lft-outN/A
lower-fma.f64N/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f64N/A
metadata-eval58.1
Applied rewrites58.1%
Taylor expanded in b around 0
Applied rewrites34.3%
Taylor expanded in b around inf
lower-*.f64N/A
unpow2N/A
lower-*.f6434.8
Applied rewrites34.8%
Final simplification50.4%
(FPCore (a b) :precision binary64 (let* ((t_0 (fma a a (* b b)))) (fma t_0 t_0 (fma b (* b 4.0) -1.0))))
double code(double a, double b) {
double t_0 = fma(a, a, (b * b));
return fma(t_0, t_0, fma(b, (b * 4.0), -1.0));
}
function code(a, b) t_0 = fma(a, a, Float64(b * b)) return fma(t_0, t_0, fma(b, Float64(b * 4.0), -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 + N[(b * N[(b * 4.0), $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(b, b \cdot 4, -1\right)\right)
\end{array}
\end{array}
Initial program 99.9%
lift-*.f64N/A
lift-*.f64N/A
lift-+.f64N/A
lift-pow.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate--l+N/A
lift-pow.f64N/A
unpow2N/A
lower-fma.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f64N/A
sub-negN/A
Applied rewrites99.9%
(FPCore (a b) :precision binary64 (if (<= (* a a) 200000000000.0) (fma (* b b) (fma b b (fma a a 4.0)) -1.0) (* a (* a (fma (+ b b) b (* a a))))))
double code(double a, double b) {
double tmp;
if ((a * a) <= 200000000000.0) {
tmp = fma((b * b), fma(b, b, fma(a, a, 4.0)), -1.0);
} else {
tmp = a * (a * fma((b + b), b, (a * a)));
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(a * a) <= 200000000000.0) tmp = fma(Float64(b * b), fma(b, b, fma(a, a, 4.0)), -1.0); else tmp = Float64(a * Float64(a * fma(Float64(b + b), b, Float64(a * a)))); end return tmp end
code[a_, b_] := If[LessEqual[N[(a * a), $MachinePrecision], 200000000000.0], N[(N[(b * b), $MachinePrecision] * N[(b * b + N[(a * a + 4.0), $MachinePrecision]), $MachinePrecision] + -1.0), $MachinePrecision], N[(a * N[(a * N[(N[(b + b), $MachinePrecision] * b + N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \cdot a \leq 200000000000:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, \mathsf{fma}\left(b, b, \mathsf{fma}\left(a, a, 4\right)\right), -1\right)\\
\mathbf{else}:\\
\;\;\;\;a \cdot \left(a \cdot \mathsf{fma}\left(b + b, b, a \cdot a\right)\right)\\
\end{array}
\end{array}
if (*.f64 a a) < 2e11Initial program 99.9%
lift-*.f64N/A
lift-*.f64N/A
lift-+.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
Applied rewrites99.9%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6499.9
Applied rewrites99.9%
Taylor expanded in a around 0
sub-negN/A
associate-+r+N/A
distribute-rgt-inN/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-inN/A
associate-+r+N/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
associate-+r+N/A
+-commutativeN/A
unpow2N/A
lower-fma.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6499.9
Applied rewrites99.9%
if 2e11 < (*.f64 a a) Initial program 99.9%
Taylor expanded in a around inf
distribute-lft-inN/A
*-rgt-identityN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r/N/A
associate-*l/N/A
associate-/l*N/A
metadata-evalN/A
pow-sqrN/A
associate-/l*N/A
*-inversesN/A
*-rgt-identityN/A
distribute-rgt-inN/A
+-commutativeN/A
unpow2N/A
associate-*l*N/A
Applied rewrites97.2%
*-commutativeN/A
count-2N/A
flip-+N/A
distribute-lft-out--N/A
+-inversesN/A
+-inversesN/A
associate-*r/N/A
+-inversesN/A
lift-*.f64N/A
lift-*.f64N/A
+-inversesN/A
flip-+N/A
lift-+.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
lower-fma.f6482.9
Applied rewrites97.2%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e+14) (fma a (* a (* a a)) -1.0) (fma (* b b) (fma b b (fma a a 4.0)) -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e+14) {
tmp = fma(a, (a * (a * a)), -1.0);
} else {
tmp = fma((b * b), fma(b, b, fma(a, a, 4.0)), -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e+14) tmp = fma(a, Float64(a * Float64(a * a)), -1.0); else tmp = fma(Float64(b * b), fma(b, b, fma(a, a, 4.0)), -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e+14], N[(a * N[(a * N[(a * a), $MachinePrecision]), $MachinePrecision] + -1.0), $MachinePrecision], N[(N[(b * b), $MachinePrecision] * N[(b * b + N[(a * a + 4.0), $MachinePrecision]), $MachinePrecision] + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{+14}:\\
\;\;\;\;\mathsf{fma}\left(a, a \cdot \left(a \cdot a\right), -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, \mathsf{fma}\left(b, b, \mathsf{fma}\left(a, a, 4\right)\right), -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 5e14Initial program 99.9%
Taylor expanded in b around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*l*N/A
lower-fma.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
metadata-eval98.9
Applied rewrites98.9%
if 5e14 < (*.f64 b b) Initial program 99.9%
lift-*.f64N/A
lift-*.f64N/A
lift-+.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
Applied rewrites99.9%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6497.9
Applied rewrites97.9%
Taylor expanded in a around 0
sub-negN/A
associate-+r+N/A
distribute-rgt-inN/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-inN/A
associate-+r+N/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
associate-+r+N/A
+-commutativeN/A
unpow2N/A
lower-fma.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6497.9
Applied rewrites97.9%
(FPCore (a b) :precision binary64 (let* ((t_0 (fma b b (* a a)))) (fma t_0 t_0 -1.0)))
double code(double a, double b) {
double t_0 = fma(b, b, (a * a));
return fma(t_0, t_0, -1.0);
}
function code(a, b) t_0 = fma(b, b, Float64(a * a)) return fma(t_0, t_0, -1.0) end
code[a_, b_] := Block[{t$95$0 = N[(b * b + N[(a * a), $MachinePrecision]), $MachinePrecision]}, N[(t$95$0 * t$95$0 + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(b, b, a \cdot a\right)\\
\mathsf{fma}\left(t\_0, t\_0, -1\right)
\end{array}
\end{array}
Initial program 99.9%
lift-*.f64N/A
lift-*.f64N/A
lift-+.f64N/A
lift-pow.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate--l+N/A
lift-pow.f64N/A
unpow2N/A
lift-+.f64N/A
flip-+N/A
div-invN/A
associate-*l*N/A
Applied rewrites47.1%
Applied rewrites99.9%
Taylor expanded in b around 0
Applied rewrites99.5%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1.5e+40) (fma a (* a (* a a)) -1.0) (fma (* b b) (* b b) -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1.5e+40) {
tmp = fma(a, (a * (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) <= 1.5e+40) tmp = fma(a, Float64(a * Float64(a * a)), -1.0); else tmp = fma(Float64(b * b), Float64(b * b), -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 1.5e+40], N[(a * N[(a * N[(a * a), $MachinePrecision]), $MachinePrecision] + -1.0), $MachinePrecision], N[(N[(b * b), $MachinePrecision] * N[(b * b), $MachinePrecision] + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 1.5 \cdot 10^{+40}:\\
\;\;\;\;\mathsf{fma}\left(a, a \cdot \left(a \cdot a\right), -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, b \cdot b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 1.5000000000000001e40Initial program 99.9%
Taylor expanded in b around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*l*N/A
lower-fma.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
metadata-eval96.9
Applied rewrites96.9%
if 1.5000000000000001e40 < (*.f64 b b) Initial program 99.9%
Taylor expanded in a around 0
associate-+r-N/A
associate--l+N/A
associate-+r+N/A
associate-*r*N/A
distribute-rgt-inN/A
+-commutativeN/A
sub-negN/A
associate-+l+N/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-inN/A
associate-+r+N/A
lower-fma.f64N/A
Applied rewrites98.6%
Taylor expanded in b around inf
unpow2N/A
lower-*.f6492.2
Applied rewrites92.2%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1.5e+40) (fma a (* a (* a a)) -1.0) (* b (* b (* b b)))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1.5e+40) {
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) <= 1.5e+40) tmp = fma(a, Float64(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], 1.5e+40], N[(a * N[(a * N[(a * a), $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 1.5 \cdot 10^{+40}:\\
\;\;\;\;\mathsf{fma}\left(a, a \cdot \left(a \cdot a\right), -1\right)\\
\mathbf{else}:\\
\;\;\;\;b \cdot \left(b \cdot \left(b \cdot b\right)\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 1.5000000000000001e40Initial program 99.9%
Taylor expanded in b around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*l*N/A
lower-fma.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
metadata-eval96.9
Applied rewrites96.9%
if 1.5000000000000001e40 < (*.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
lower-*.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6492.1
Applied rewrites92.1%
(FPCore (a b) :precision binary64 (if (<= (* a a) 200000000000.0) (fma b (* b 4.0) -1.0) (* a (* a (* a a)))))
double code(double a, double b) {
double tmp;
if ((a * a) <= 200000000000.0) {
tmp = fma(b, (b * 4.0), -1.0);
} else {
tmp = a * (a * (a * a));
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(a * a) <= 200000000000.0) tmp = fma(b, Float64(b * 4.0), -1.0); else tmp = Float64(a * Float64(a * Float64(a * a))); end return tmp end
code[a_, b_] := If[LessEqual[N[(a * a), $MachinePrecision], 200000000000.0], N[(b * N[(b * 4.0), $MachinePrecision] + -1.0), $MachinePrecision], N[(a * N[(a * N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \cdot a \leq 200000000000:\\
\;\;\;\;\mathsf{fma}\left(b, b \cdot 4, -1\right)\\
\mathbf{else}:\\
\;\;\;\;a \cdot \left(a \cdot \left(a \cdot a\right)\right)\\
\end{array}
\end{array}
if (*.f64 a a) < 2e11Initial program 99.9%
Taylor expanded in a around 0
sub-negN/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*l*N/A
distribute-lft-outN/A
distribute-lft-outN/A
lower-fma.f64N/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f64N/A
metadata-eval99.9
Applied rewrites99.9%
Taylor expanded in b around 0
Applied rewrites80.2%
if 2e11 < (*.f64 a a) Initial program 99.9%
Taylor expanded in a around inf
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*l*N/A
lower-*.f64N/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(b, Float64(b * 4.0), -1.0) end
code[a_, b_] := N[(b * N[(b * 4.0), $MachinePrecision] + -1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(b, b \cdot 4, -1\right)
\end{array}
Initial program 99.9%
Taylor expanded in a around 0
sub-negN/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*l*N/A
distribute-lft-outN/A
distribute-lft-outN/A
lower-fma.f64N/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f64N/A
metadata-eval68.2
Applied rewrites68.2%
Taylor expanded in b around 0
Applied rewrites50.2%
(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
*-commutativeN/A
unpow2N/A
associate-*l*N/A
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*l*N/A
distribute-lft-outN/A
distribute-lft-outN/A
lower-fma.f64N/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f64N/A
metadata-eval68.2
Applied rewrites68.2%
Taylor expanded in b around 0
Applied rewrites24.6%
herbie shell --seed 2024216
(FPCore (a b)
:name "Bouland and Aaronson, Equation (26)"
:precision binary64
(- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (* b b))) 1.0))