
(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 11 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 (if (<= (* b b) 5e-11) (fma (* a a) (fma 4.0 (- 1.0 a) (* a a)) -1.0) (fma (* (fma b b 12.0) b) b (+ -1.0 (* (* (fma 2.0 (* b b) 4.0) a) a)))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e-11) {
tmp = fma((a * a), fma(4.0, (1.0 - a), (a * a)), -1.0);
} else {
tmp = fma((fma(b, b, 12.0) * b), b, (-1.0 + ((fma(2.0, (b * b), 4.0) * a) * a)));
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e-11) tmp = fma(Float64(a * a), fma(4.0, Float64(1.0 - a), Float64(a * a)), -1.0); else tmp = fma(Float64(fma(b, b, 12.0) * b), b, Float64(-1.0 + Float64(Float64(fma(2.0, Float64(b * b), 4.0) * a) * a))); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e-11], N[(N[(a * a), $MachinePrecision] * N[(4.0 * N[(1.0 - a), $MachinePrecision] + N[(a * a), $MachinePrecision]), $MachinePrecision] + -1.0), $MachinePrecision], N[(N[(N[(b * b + 12.0), $MachinePrecision] * b), $MachinePrecision] * b + N[(-1.0 + N[(N[(N[(2.0 * N[(b * b), $MachinePrecision] + 4.0), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{-11}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, \mathsf{fma}\left(4, 1 - a, a \cdot a\right), -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 12\right) \cdot b, b, -1 + \left(\mathsf{fma}\left(2, b \cdot b, 4\right) \cdot a\right) \cdot a\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 5.00000000000000018e-11Initial program 81.7%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6497.7
Applied rewrites97.7%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6499.8
Applied rewrites99.8%
if 5.00000000000000018e-11 < (*.f64 b b) Initial program 68.3%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6499.8
Applied rewrites99.8%
Taylor expanded in a around 0
sub-negN/A
+-commutativeN/A
associate-+l+N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
+-commutativeN/A
metadata-evalN/A
associate-+l+N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites83.2%
Taylor expanded in a around inf
Applied rewrites97.8%
Applied rewrites97.8%
(FPCore (a b)
:precision binary64
(if (<=
(+
(pow (+ (* a a) (* b b)) 2.0)
(* 4.0 (+ (* (* a a) (- 1.0 a)) (* (* b b) (+ 3.0 a)))))
0.001)
-1.0
(* (* a a) 4.0)))
double code(double a, double b) {
double tmp;
if ((pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) <= 0.001) {
tmp = -1.0;
} else {
tmp = (a * a) * 4.0;
}
return tmp;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: tmp
if (((((a * a) + (b * b)) ** 2.0d0) + (4.0d0 * (((a * a) * (1.0d0 - a)) + ((b * b) * (3.0d0 + a))))) <= 0.001d0) then
tmp = -1.0d0
else
tmp = (a * a) * 4.0d0
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if ((Math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) <= 0.001) {
tmp = -1.0;
} else {
tmp = (a * a) * 4.0;
}
return tmp;
}
def code(a, b): tmp = 0 if (math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) <= 0.001: tmp = -1.0 else: tmp = (a * a) * 4.0 return tmp
function code(a, b) tmp = 0.0 if (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))))) <= 0.001) tmp = -1.0; else tmp = Float64(Float64(a * a) * 4.0); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if (((((a * a) + (b * b)) ^ 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) <= 0.001) tmp = -1.0; else tmp = (a * a) * 4.0; end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[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], 0.001], -1.0, N[(N[(a * a), $MachinePrecision] * 4.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;{\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) \leq 0.001:\\
\;\;\;\;-1\\
\mathbf{else}:\\
\;\;\;\;\left(a \cdot a\right) \cdot 4\\
\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-3Initial program 100.0%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6498.8
Applied rewrites98.8%
Taylor expanded in a around 0
sub-negN/A
+-commutativeN/A
associate-+l+N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
+-commutativeN/A
metadata-evalN/A
associate-+l+N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.0%
Taylor expanded in b around 0
Applied rewrites98.7%
Taylor expanded in a around 0
Applied rewrites98.5%
if 1e-3 < (+.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 67.4%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6498.7
Applied rewrites98.7%
Taylor expanded in a around 0
sub-negN/A
+-commutativeN/A
associate-+l+N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
+-commutativeN/A
metadata-evalN/A
associate-+l+N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites72.9%
Taylor expanded in b around 0
Applied rewrites35.3%
Taylor expanded in a around inf
Applied rewrites35.8%
(FPCore (a b) :precision binary64 (- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (* 3.0 (* b b)))) 1.0))
double code(double a, double b) {
return (pow(((a * a) + (b * b)), 2.0) + (4.0 * (3.0 * (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 * (3.0d0 * (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 * (3.0 * (b * b)))) - 1.0;
}
def code(a, b): return (math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (3.0 * (b * b)))) - 1.0
function code(a, b) return Float64(Float64((Float64(Float64(a * a) + Float64(b * b)) ^ 2.0) + Float64(4.0 * Float64(3.0 * Float64(b * b)))) - 1.0) end
function tmp = code(a, b) tmp = ((((a * a) + (b * b)) ^ 2.0) + (4.0 * (3.0 * (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[(3.0 * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\left({\left(a \cdot a + b \cdot b\right)}^{2} + 4 \cdot \left(3 \cdot \left(b \cdot b\right)\right)\right) - 1
\end{array}
Initial program 74.9%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6498.8
Applied rewrites98.8%
(FPCore (a b) :precision binary64 (- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (* a a))) 1.0))
double code(double a, double b) {
return (pow(((a * a) + (b * b)), 2.0) + (4.0 * (a * 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
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;
}
def code(a, b): return (math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (a * a))) - 1.0
function code(a, b) return Float64(Float64((Float64(Float64(a * a) + Float64(b * b)) ^ 2.0) + Float64(4.0 * Float64(a * a))) - 1.0) end
function tmp = code(a, b) tmp = ((((a * a) + (b * b)) ^ 2.0) + (4.0 * (a * 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[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\left({\left(a \cdot a + b \cdot b\right)}^{2} + 4 \cdot \left(a \cdot a\right)\right) - 1
\end{array}
Initial program 74.9%
Taylor expanded in a around inf
unpow3N/A
unpow2N/A
associate-*l*N/A
sub-negN/A
remove-double-negN/A
distribute-neg-inN/A
+-commutativeN/A
sub-negN/A
distribute-rgt-neg-inN/A
*-commutativeN/A
sub-negN/A
+-commutativeN/A
distribute-lft1-inN/A
distribute-lft-neg-outN/A
lft-mult-inverseN/A
metadata-evalN/A
distribute-neg-inN/A
metadata-evalN/A
sub-negN/A
Applied rewrites83.8%
Taylor expanded in a around 0
Applied rewrites98.7%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e-11) (fma (* a a) (fma 4.0 (- 1.0 a) (* a a)) -1.0) (fma (* (fma (* b b) 2.0 4.0) a) a (fma (* (fma b b 12.0) b) b -1.0))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e-11) {
tmp = fma((a * a), fma(4.0, (1.0 - a), (a * a)), -1.0);
} else {
tmp = fma((fma((b * b), 2.0, 4.0) * a), a, fma((fma(b, b, 12.0) * b), b, -1.0));
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e-11) tmp = fma(Float64(a * a), fma(4.0, Float64(1.0 - a), Float64(a * a)), -1.0); else tmp = fma(Float64(fma(Float64(b * b), 2.0, 4.0) * a), a, 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-11], N[(N[(a * a), $MachinePrecision] * N[(4.0 * N[(1.0 - a), $MachinePrecision] + N[(a * a), $MachinePrecision]), $MachinePrecision] + -1.0), $MachinePrecision], N[(N[(N[(N[(b * b), $MachinePrecision] * 2.0 + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + N[(N[(N[(b * b + 12.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{-11}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, \mathsf{fma}\left(4, 1 - a, a \cdot a\right), -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b \cdot b, 2, 4\right) \cdot a, a, \mathsf{fma}\left(\mathsf{fma}\left(b, b, 12\right) \cdot b, b, -1\right)\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 5.00000000000000018e-11Initial program 81.7%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6497.7
Applied rewrites97.7%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6499.8
Applied rewrites99.8%
if 5.00000000000000018e-11 < (*.f64 b b) Initial program 68.3%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6499.8
Applied rewrites99.8%
Taylor expanded in a around 0
sub-negN/A
+-commutativeN/A
associate-+l+N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
+-commutativeN/A
metadata-evalN/A
associate-+l+N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites83.2%
Taylor expanded in a around inf
Applied rewrites97.8%
(FPCore (a b) :precision binary64 (if (<= (* b b) 2e+24) (fma (* a a) (fma 4.0 (- 1.0 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) <= 2e+24) {
tmp = fma((a * a), fma(4.0, (1.0 - 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) <= 2e+24) tmp = fma(Float64(a * a), fma(4.0, Float64(1.0 - 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], 2e+24], N[(N[(a * a), $MachinePrecision] * N[(4.0 * N[(1.0 - 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 2 \cdot 10^{+24}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, \mathsf{fma}\left(4, 1 - a, a \cdot a\right), -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) < 2e24Initial program 81.4%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6497.6
Applied rewrites97.6%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6499.0
Applied rewrites99.0%
if 2e24 < (*.f64 b b) Initial program 68.1%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6499.9
Applied rewrites99.9%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6493.1
Applied rewrites93.1%
(FPCore (a b)
:precision binary64
(if (<= a -6.6e+153)
(* (* a a) 4.0)
(if (<= a 5.2e+128)
(fma (* (fma b b 12.0) b) b -1.0)
(fma (* a a) 4.0 -1.0))))
double code(double a, double b) {
double tmp;
if (a <= -6.6e+153) {
tmp = (a * a) * 4.0;
} else if (a <= 5.2e+128) {
tmp = fma((fma(b, b, 12.0) * b), b, -1.0);
} else {
tmp = fma((a * a), 4.0, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -6.6e+153) tmp = Float64(Float64(a * a) * 4.0); elseif (a <= 5.2e+128) tmp = fma(Float64(fma(b, b, 12.0) * b), b, -1.0); else tmp = fma(Float64(a * a), 4.0, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, -6.6e+153], N[(N[(a * a), $MachinePrecision] * 4.0), $MachinePrecision], If[LessEqual[a, 5.2e+128], N[(N[(N[(b * b + 12.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision], N[(N[(a * a), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -6.6 \cdot 10^{+153}:\\
\;\;\;\;\left(a \cdot a\right) \cdot 4\\
\mathbf{elif}\;a \leq 5.2 \cdot 10^{+128}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 12\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, 4, -1\right)\\
\end{array}
\end{array}
if a < -6.59999999999999989e153Initial program 61.1%
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
+-commutativeN/A
associate-+l+N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
+-commutativeN/A
metadata-evalN/A
associate-+l+N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites100.0%
Taylor expanded in b around 0
Applied rewrites100.0%
Taylor expanded in a around inf
Applied rewrites100.0%
if -6.59999999999999989e153 < a < 5.2e128Initial program 92.2%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6498.3
Applied rewrites98.3%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6482.4
Applied rewrites82.4%
if 5.2e128 < a Initial program 0.0%
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
+-commutativeN/A
associate-+l+N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
+-commutativeN/A
metadata-evalN/A
associate-+l+N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites84.8%
Taylor expanded in b around 0
Applied rewrites82.3%
(FPCore (a b) :precision binary64 (if (<= (* b b) 2e+24) (- (* (* 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) <= 2e+24) {
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) <= 2e+24) 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], 2e+24], 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 2 \cdot 10^{+24}:\\
\;\;\;\;\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) < 2e24Initial program 81.4%
Taylor expanded in a around inf
lower-pow.f6496.8
Applied rewrites96.8%
Applied rewrites96.8%
if 2e24 < (*.f64 b b) Initial program 68.1%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6499.9
Applied rewrites99.9%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6493.1
Applied rewrites93.1%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1e+300) (fma (* a a) 4.0 -1.0) (- (* (* 12.0 b) b) 1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1e+300) {
tmp = fma((a * a), 4.0, -1.0);
} else {
tmp = ((12.0 * b) * b) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 1e+300) tmp = fma(Float64(a * a), 4.0, -1.0); else tmp = Float64(Float64(Float64(12.0 * b) * b) - 1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 1e+300], N[(N[(a * a), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision], N[(N[(N[(12.0 * b), $MachinePrecision] * b), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 10^{+300}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, 4, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\left(12 \cdot b\right) \cdot b - 1\\
\end{array}
\end{array}
if (*.f64 b b) < 1.0000000000000001e300Initial program 79.2%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6498.4
Applied rewrites98.4%
Taylor expanded in a around 0
sub-negN/A
+-commutativeN/A
associate-+l+N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
+-commutativeN/A
metadata-evalN/A
associate-+l+N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites82.0%
Taylor expanded in b around 0
Applied rewrites57.2%
if 1.0000000000000001e300 < (*.f64 b b) Initial program 61.3%
Taylor expanded in a around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-pow.f64100.0
Applied rewrites100.0%
Taylor expanded in b around 0
Applied rewrites100.0%
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 74.9%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6498.8
Applied rewrites98.8%
Taylor expanded in a around 0
sub-negN/A
+-commutativeN/A
associate-+l+N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
+-commutativeN/A
metadata-evalN/A
associate-+l+N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites78.9%
Taylor expanded in b around 0
Applied rewrites49.9%
(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 74.9%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6498.8
Applied rewrites98.8%
Taylor expanded in a around 0
sub-negN/A
+-commutativeN/A
associate-+l+N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
+-commutativeN/A
metadata-evalN/A
associate-+l+N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites78.9%
Taylor expanded in b around 0
Applied rewrites49.9%
Taylor expanded in a around 0
Applied rewrites23.3%
herbie shell --seed 2024299
(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))