
(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 10 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 (let* ((t_0 (fma b b (* a a)))) (- (+ (* (* b b) 4.0) (/ t_0 (/ 1.0 t_0))) 1.0)))
double code(double a, double b) {
double t_0 = fma(b, b, (a * a));
return (((b * b) * 4.0) + (t_0 / (1.0 / t_0))) - 1.0;
}
function code(a, b) t_0 = fma(b, b, Float64(a * a)) return Float64(Float64(Float64(Float64(b * b) * 4.0) + Float64(t_0 / Float64(1.0 / t_0))) - 1.0) end
code[a_, b_] := Block[{t$95$0 = N[(b * b + N[(a * a), $MachinePrecision]), $MachinePrecision]}, N[(N[(N[(N[(b * b), $MachinePrecision] * 4.0), $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(b, b, a \cdot a\right)\\
\left(\left(b \cdot b\right) \cdot 4 + \frac{t\_0}{\frac{1}{t\_0}}\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-/.f6499.9
lift-+.f64N/A
+-commutativeN/A
Applied rewrites99.9%
Final simplification99.9%
(FPCore (a b) :precision binary64 (if (<= (+ (pow (+ (* b b) (* a a)) 2.0) (* (* b b) 4.0)) 2e-19) -1.0 (* (* (* a a) a) a)))
double code(double a, double b) {
double tmp;
if ((pow(((b * b) + (a * a)), 2.0) + ((b * b) * 4.0)) <= 2e-19) {
tmp = -1.0;
} else {
tmp = ((a * a) * a) * a;
}
return tmp;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: tmp
if (((((b * b) + (a * a)) ** 2.0d0) + ((b * b) * 4.0d0)) <= 2d-19) then
tmp = -1.0d0
else
tmp = ((a * a) * a) * a
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if ((Math.pow(((b * b) + (a * a)), 2.0) + ((b * b) * 4.0)) <= 2e-19) {
tmp = -1.0;
} else {
tmp = ((a * a) * a) * a;
}
return tmp;
}
def code(a, b): tmp = 0 if (math.pow(((b * b) + (a * a)), 2.0) + ((b * b) * 4.0)) <= 2e-19: tmp = -1.0 else: tmp = ((a * a) * a) * a return tmp
function code(a, b) tmp = 0.0 if (Float64((Float64(Float64(b * b) + Float64(a * a)) ^ 2.0) + Float64(Float64(b * b) * 4.0)) <= 2e-19) tmp = -1.0; else tmp = Float64(Float64(Float64(a * a) * a) * a); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if (((((b * b) + (a * a)) ^ 2.0) + ((b * b) * 4.0)) <= 2e-19) tmp = -1.0; else tmp = ((a * a) * a) * a; end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[N[(N[Power[N[(N[(b * b), $MachinePrecision] + N[(a * a), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * 4.0), $MachinePrecision]), $MachinePrecision], 2e-19], -1.0, N[(N[(N[(a * a), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;{\left(b \cdot b + a \cdot a\right)}^{2} + \left(b \cdot b\right) \cdot 4 \leq 2 \cdot 10^{-19}:\\
\;\;\;\;-1\\
\mathbf{else}:\\
\;\;\;\;\left(\left(a \cdot a\right) \cdot a\right) \cdot a\\
\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))) < 2e-19Initial program 100.0%
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-eval100.0
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites100.0%
if 2e-19 < (+.f64 (pow.f64 (+.f64 (*.f64 a a) (*.f64 b b)) #s(literal 2 binary64)) (*.f64 #s(literal 4 binary64) (*.f64 b b))) Initial program 99.8%
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-*.f6464.1
Applied rewrites64.1%
Final simplification73.0%
(FPCore (a b) :precision binary64 (if (<= (+ (pow (+ (* b b) (* a a)) 2.0) (* (* b b) 4.0)) 2e-19) -1.0 (* (* a a) (* a a))))
double code(double a, double b) {
double tmp;
if ((pow(((b * b) + (a * a)), 2.0) + ((b * b) * 4.0)) <= 2e-19) {
tmp = -1.0;
} else {
tmp = (a * a) * (a * a);
}
return tmp;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: tmp
if (((((b * b) + (a * a)) ** 2.0d0) + ((b * b) * 4.0d0)) <= 2d-19) then
tmp = -1.0d0
else
tmp = (a * a) * (a * a)
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if ((Math.pow(((b * b) + (a * a)), 2.0) + ((b * b) * 4.0)) <= 2e-19) {
tmp = -1.0;
} else {
tmp = (a * a) * (a * a);
}
return tmp;
}
def code(a, b): tmp = 0 if (math.pow(((b * b) + (a * a)), 2.0) + ((b * b) * 4.0)) <= 2e-19: tmp = -1.0 else: tmp = (a * a) * (a * a) return tmp
function code(a, b) tmp = 0.0 if (Float64((Float64(Float64(b * b) + Float64(a * a)) ^ 2.0) + Float64(Float64(b * b) * 4.0)) <= 2e-19) tmp = -1.0; else tmp = Float64(Float64(a * a) * Float64(a * a)); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if (((((b * b) + (a * a)) ^ 2.0) + ((b * b) * 4.0)) <= 2e-19) tmp = -1.0; else tmp = (a * a) * (a * a); end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[N[(N[Power[N[(N[(b * b), $MachinePrecision] + N[(a * a), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * 4.0), $MachinePrecision]), $MachinePrecision], 2e-19], -1.0, N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;{\left(b \cdot b + a \cdot a\right)}^{2} + \left(b \cdot b\right) \cdot 4 \leq 2 \cdot 10^{-19}:\\
\;\;\;\;-1\\
\mathbf{else}:\\
\;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right)\\
\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))) < 2e-19Initial program 100.0%
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-eval100.0
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites100.0%
if 2e-19 < (+.f64 (pow.f64 (+.f64 (*.f64 a a) (*.f64 b b)) #s(literal 2 binary64)) (*.f64 #s(literal 4 binary64) (*.f64 b b))) Initial program 99.8%
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-*.f6464.1
Applied rewrites64.1%
Applied rewrites64.0%
Final simplification73.0%
(FPCore (a b) :precision binary64 (if (<= (* b b) 2e+33) (fma (- a b) (* (* (* (* a a) a) a) (/ 1.0 a)) (fma (* b b) 4.0 -1.0)) (- (+ (/ (fma b b (* a a)) (/ 1.0 (* b b))) (* (* b b) 4.0)) 1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 2e+33) {
tmp = fma((a - b), ((((a * a) * a) * a) * (1.0 / a)), fma((b * b), 4.0, -1.0));
} else {
tmp = ((fma(b, b, (a * a)) / (1.0 / (b * b))) + ((b * b) * 4.0)) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 2e+33) tmp = fma(Float64(a - b), Float64(Float64(Float64(Float64(a * a) * a) * a) * Float64(1.0 / a)), fma(Float64(b * b), 4.0, -1.0)); else tmp = Float64(Float64(Float64(fma(b, b, Float64(a * a)) / Float64(1.0 / Float64(b * b))) + Float64(Float64(b * b) * 4.0)) - 1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 2e+33], N[(N[(a - b), $MachinePrecision] * N[(N[(N[(N[(a * a), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] * N[(1.0 / a), $MachinePrecision]), $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(b * b + N[(a * a), $MachinePrecision]), $MachinePrecision] / N[(1.0 / N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * 4.0), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 2 \cdot 10^{+33}:\\
\;\;\;\;\mathsf{fma}\left(a - b, \left(\left(\left(a \cdot a\right) \cdot a\right) \cdot a\right) \cdot \frac{1}{a}, \mathsf{fma}\left(b \cdot b, 4, -1\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\left(\frac{\mathsf{fma}\left(b, b, a \cdot a\right)}{\frac{1}{b \cdot b}} + \left(b \cdot b\right) \cdot 4\right) - 1\\
\end{array}
\end{array}
if (*.f64 b b) < 1.9999999999999999e33Initial program 99.8%
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-/.f6499.9
lift-+.f64N/A
+-commutativeN/A
Applied rewrites99.9%
Applied rewrites99.8%
Taylor expanded in b around 0
metadata-evalN/A
pow-plusN/A
lower-*.f64N/A
unpow3N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6497.9
Applied rewrites97.9%
Taylor expanded in b around 0
lower-/.f6497.9
Applied rewrites97.9%
if 1.9999999999999999e33 < (*.f64 b b) 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-/.f6499.9
lift-+.f64N/A
+-commutativeN/A
Applied rewrites99.9%
Taylor expanded in b around inf
unpow2N/A
lower-*.f6496.9
Applied rewrites96.9%
Final simplification97.4%
(FPCore (a b) :precision binary64 (if (<= (* b b) 4e+125) (- (+ (/ (fma b b (* a a)) (/ 1.0 (* a a))) (* (* b b) 4.0)) 1.0) (* (* (* b b) b) b)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 4e+125) {
tmp = ((fma(b, b, (a * a)) / (1.0 / (a * a))) + ((b * b) * 4.0)) - 1.0;
} else {
tmp = ((b * b) * b) * b;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 4e+125) tmp = Float64(Float64(Float64(fma(b, b, Float64(a * a)) / Float64(1.0 / Float64(a * a))) + Float64(Float64(b * b) * 4.0)) - 1.0); else tmp = Float64(Float64(Float64(b * b) * b) * b); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 4e+125], N[(N[(N[(N[(b * b + N[(a * a), $MachinePrecision]), $MachinePrecision] / N[(1.0 / N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * 4.0), $MachinePrecision]), $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 4 \cdot 10^{+125}:\\
\;\;\;\;\left(\frac{\mathsf{fma}\left(b, b, a \cdot a\right)}{\frac{1}{a \cdot a}} + \left(b \cdot b\right) \cdot 4\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\left(\left(b \cdot b\right) \cdot b\right) \cdot b\\
\end{array}
\end{array}
if (*.f64 b b) < 3.9999999999999997e125Initial program 99.8%
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%
Taylor expanded in b around 0
unpow2N/A
lower-*.f6492.3
Applied rewrites92.3%
if 3.9999999999999997e125 < (*.f64 b b) Initial program 100.0%
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-*.f64100.0
Applied rewrites100.0%
Final simplification95.1%
(FPCore (a b) :precision binary64 (if (<= (* b b) 4e+125) (- (+ (/ (* a a) (/ 1.0 (* a a))) (* (* b b) 4.0)) 1.0) (* (* (* b b) b) b)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 4e+125) {
tmp = (((a * a) / (1.0 / (a * a))) + ((b * b) * 4.0)) - 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) <= 4d+125) then
tmp = (((a * a) / (1.0d0 / (a * a))) + ((b * b) * 4.0d0)) - 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) <= 4e+125) {
tmp = (((a * a) / (1.0 / (a * a))) + ((b * b) * 4.0)) - 1.0;
} else {
tmp = ((b * b) * b) * b;
}
return tmp;
}
def code(a, b): tmp = 0 if (b * b) <= 4e+125: tmp = (((a * a) / (1.0 / (a * a))) + ((b * b) * 4.0)) - 1.0 else: tmp = ((b * b) * b) * b return tmp
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 4e+125) tmp = Float64(Float64(Float64(Float64(a * a) / Float64(1.0 / Float64(a * a))) + Float64(Float64(b * b) * 4.0)) - 1.0); else tmp = Float64(Float64(Float64(b * b) * b) * b); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if ((b * b) <= 4e+125) tmp = (((a * a) / (1.0 / (a * a))) + ((b * b) * 4.0)) - 1.0; else tmp = ((b * b) * b) * b; end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 4e+125], N[(N[(N[(N[(a * a), $MachinePrecision] / N[(1.0 / N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * 4.0), $MachinePrecision]), $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 4 \cdot 10^{+125}:\\
\;\;\;\;\left(\frac{a \cdot a}{\frac{1}{a \cdot a}} + \left(b \cdot b\right) \cdot 4\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\left(\left(b \cdot b\right) \cdot b\right) \cdot b\\
\end{array}
\end{array}
if (*.f64 b b) < 3.9999999999999997e125Initial program 99.8%
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%
Taylor expanded in b around 0
unpow2N/A
lower-*.f6492.3
Applied rewrites92.3%
Taylor expanded in b around 0
unpow2N/A
lower-*.f6492.3
Applied rewrites92.3%
if 3.9999999999999997e125 < (*.f64 b b) Initial program 100.0%
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-*.f64100.0
Applied rewrites100.0%
Final simplification95.1%
(FPCore (a b) :precision binary64 (if (<= a 8.5e-246) (* (* (* b b) b) b) (if (<= a 1.0) -1.0 (* (* (* a a) a) a))))
double code(double a, double b) {
double tmp;
if (a <= 8.5e-246) {
tmp = ((b * b) * b) * b;
} else if (a <= 1.0) {
tmp = -1.0;
} else {
tmp = ((a * a) * a) * a;
}
return tmp;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: tmp
if (a <= 8.5d-246) then
tmp = ((b * b) * b) * b
else if (a <= 1.0d0) then
tmp = -1.0d0
else
tmp = ((a * a) * a) * a
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if (a <= 8.5e-246) {
tmp = ((b * b) * b) * b;
} else if (a <= 1.0) {
tmp = -1.0;
} else {
tmp = ((a * a) * a) * a;
}
return tmp;
}
def code(a, b): tmp = 0 if a <= 8.5e-246: tmp = ((b * b) * b) * b elif a <= 1.0: tmp = -1.0 else: tmp = ((a * a) * a) * a return tmp
function code(a, b) tmp = 0.0 if (a <= 8.5e-246) tmp = Float64(Float64(Float64(b * b) * b) * b); elseif (a <= 1.0) tmp = -1.0; else tmp = Float64(Float64(Float64(a * a) * a) * a); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if (a <= 8.5e-246) tmp = ((b * b) * b) * b; elseif (a <= 1.0) tmp = -1.0; else tmp = ((a * a) * a) * a; end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[a, 8.5e-246], N[(N[(N[(b * b), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision], If[LessEqual[a, 1.0], -1.0, N[(N[(N[(a * a), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq 8.5 \cdot 10^{-246}:\\
\;\;\;\;\left(\left(b \cdot b\right) \cdot b\right) \cdot b\\
\mathbf{elif}\;a \leq 1:\\
\;\;\;\;-1\\
\mathbf{else}:\\
\;\;\;\;\left(\left(a \cdot a\right) \cdot a\right) \cdot a\\
\end{array}
\end{array}
if a < 8.4999999999999998e-246Initial 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-*.f6441.7
Applied rewrites41.7%
if 8.4999999999999998e-246 < a < 1Initial 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-eval51.4
Applied rewrites51.4%
Taylor expanded in a around 0
Applied rewrites51.4%
if 1 < a Initial program 99.8%
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-*.f6488.7
Applied rewrites88.7%
(FPCore (a b) :precision binary64 (if (<= (* b b) 4e+125) (fma (* (* a a) a) a -1.0) (* (* (* b b) b) b)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 4e+125) {
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) <= 4e+125) 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], 4e+125], 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 4 \cdot 10^{+125}:\\
\;\;\;\;\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) < 3.9999999999999997e125Initial program 99.8%
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-eval91.8
Applied rewrites91.8%
Applied rewrites91.9%
if 3.9999999999999997e125 < (*.f64 b b) Initial program 100.0%
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-*.f64100.0
Applied rewrites100.0%
(FPCore (a b) :precision binary64 (if (<= (* b b) 4e+125) (fma (* a a) (* a a) -1.0) (* (* (* b b) b) b)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 4e+125) {
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) <= 4e+125) 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], 4e+125], 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 4 \cdot 10^{+125}:\\
\;\;\;\;\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) < 3.9999999999999997e125Initial program 99.8%
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-eval91.8
Applied rewrites91.8%
if 3.9999999999999997e125 < (*.f64 b b) Initial program 100.0%
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-*.f64100.0
Applied rewrites100.0%
(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 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-eval72.9
Applied rewrites72.9%
Taylor expanded in a around 0
Applied rewrites25.5%
herbie shell --seed 2024237
(FPCore (a b)
:name "Bouland and Aaronson, Equation (26)"
:precision binary64
(- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (* b b))) 1.0))