
(FPCore (a b c) :precision binary64 (/ (+ (- b) (sqrt (- (* b b) (* (* 3.0 a) c)))) (* 3.0 a)))
double code(double a, double b, double c) {
return (-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a);
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = (-b + sqrt(((b * b) - ((3.0d0 * a) * c)))) / (3.0d0 * a)
end function
public static double code(double a, double b, double c) {
return (-b + Math.sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a);
}
def code(a, b, c): return (-b + math.sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a)
function code(a, b, c) return Float64(Float64(Float64(-b) + sqrt(Float64(Float64(b * b) - Float64(Float64(3.0 * a) * c)))) / Float64(3.0 * a)) end
function tmp = code(a, b, c) tmp = (-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a); end
code[a_, b_, c_] := N[(N[((-b) + N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(3.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 8 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (a b c) :precision binary64 (/ (+ (- b) (sqrt (- (* b b) (* (* 3.0 a) c)))) (* 3.0 a)))
double code(double a, double b, double c) {
return (-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a);
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = (-b + sqrt(((b * b) - ((3.0d0 * a) * c)))) / (3.0d0 * a)
end function
public static double code(double a, double b, double c) {
return (-b + Math.sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a);
}
def code(a, b, c): return (-b + math.sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a)
function code(a, b, c) return Float64(Float64(Float64(-b) + sqrt(Float64(Float64(b * b) - Float64(Float64(3.0 * a) * c)))) / Float64(3.0 * a)) end
function tmp = code(a, b, c) tmp = (-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a); end
code[a_, b_, c_] := N[(N[((-b) + N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(3.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}
\end{array}
(FPCore (a b c)
:precision binary64
(fma
(/
(fma
(* (* (* (fma (* c a) -0.5625 (* -0.375 (* b b))) c) c) b)
b
(* (* a a) (* (* -1.0546875 (* c c)) (* c c))))
(pow b 7.0))
a
(* -0.5 (/ c b))))
double code(double a, double b, double c) {
return fma((fma((((fma((c * a), -0.5625, (-0.375 * (b * b))) * c) * c) * b), b, ((a * a) * ((-1.0546875 * (c * c)) * (c * c)))) / pow(b, 7.0)), a, (-0.5 * (c / b)));
}
function code(a, b, c) return fma(Float64(fma(Float64(Float64(Float64(fma(Float64(c * a), -0.5625, Float64(-0.375 * Float64(b * b))) * c) * c) * b), b, Float64(Float64(a * a) * Float64(Float64(-1.0546875 * Float64(c * c)) * Float64(c * c)))) / (b ^ 7.0)), a, Float64(-0.5 * Float64(c / b))) end
code[a_, b_, c_] := N[(N[(N[(N[(N[(N[(N[(N[(c * a), $MachinePrecision] * -0.5625 + N[(-0.375 * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * c), $MachinePrecision] * c), $MachinePrecision] * b), $MachinePrecision] * b + N[(N[(a * a), $MachinePrecision] * N[(N[(-1.0546875 * N[(c * c), $MachinePrecision]), $MachinePrecision] * N[(c * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[Power[b, 7.0], $MachinePrecision]), $MachinePrecision] * a + N[(-0.5 * N[(c / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(\frac{\mathsf{fma}\left(\left(\left(\mathsf{fma}\left(c \cdot a, -0.5625, -0.375 \cdot \left(b \cdot b\right)\right) \cdot c\right) \cdot c\right) \cdot b, b, \left(a \cdot a\right) \cdot \left(\left(-1.0546875 \cdot \left(c \cdot c\right)\right) \cdot \left(c \cdot c\right)\right)\right)}{{b}^{7}}, a, -0.5 \cdot \frac{c}{b}\right)
\end{array}
Initial program 17.0%
Taylor expanded in a around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites98.1%
Taylor expanded in b around 0
Applied rewrites98.1%
Taylor expanded in c around 0
Applied rewrites98.1%
Applied rewrites98.1%
Final simplification98.1%
(FPCore (a b c) :precision binary64 (fma (fma (/ (* c c) (* b b)) (/ -0.375 b) (* (* (* (/ a (pow b 5.0)) c) -0.5625) (* c c))) a (* -0.5 (/ c b))))
double code(double a, double b, double c) {
return fma(fma(((c * c) / (b * b)), (-0.375 / b), ((((a / pow(b, 5.0)) * c) * -0.5625) * (c * c))), a, (-0.5 * (c / b)));
}
function code(a, b, c) return fma(fma(Float64(Float64(c * c) / Float64(b * b)), Float64(-0.375 / b), Float64(Float64(Float64(Float64(a / (b ^ 5.0)) * c) * -0.5625) * Float64(c * c))), a, Float64(-0.5 * Float64(c / b))) end
code[a_, b_, c_] := N[(N[(N[(N[(c * c), $MachinePrecision] / N[(b * b), $MachinePrecision]), $MachinePrecision] * N[(-0.375 / b), $MachinePrecision] + N[(N[(N[(N[(a / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision] * c), $MachinePrecision] * -0.5625), $MachinePrecision] * N[(c * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * a + N[(-0.5 * N[(c / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(\mathsf{fma}\left(\frac{c \cdot c}{b \cdot b}, \frac{-0.375}{b}, \left(\left(\frac{a}{{b}^{5}} \cdot c\right) \cdot -0.5625\right) \cdot \left(c \cdot c\right)\right), a, -0.5 \cdot \frac{c}{b}\right)
\end{array}
Initial program 17.0%
Taylor expanded in a around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites98.1%
Taylor expanded in b around 0
Applied rewrites98.1%
Taylor expanded in c around 0
Applied rewrites97.6%
Applied rewrites97.6%
Final simplification97.6%
(FPCore (a b c) :precision binary64 (/ (fma (/ (* (* c c) -0.375) b) (/ a b) (* (fma (* (* -0.5625 a) a) (/ (/ (* c c) (* b b)) (* b b)) -0.5) c)) b))
double code(double a, double b, double c) {
return fma((((c * c) * -0.375) / b), (a / b), (fma(((-0.5625 * a) * a), (((c * c) / (b * b)) / (b * b)), -0.5) * c)) / b;
}
function code(a, b, c) return Float64(fma(Float64(Float64(Float64(c * c) * -0.375) / b), Float64(a / b), Float64(fma(Float64(Float64(-0.5625 * a) * a), Float64(Float64(Float64(c * c) / Float64(b * b)) / Float64(b * b)), -0.5) * c)) / b) end
code[a_, b_, c_] := N[(N[(N[(N[(N[(c * c), $MachinePrecision] * -0.375), $MachinePrecision] / b), $MachinePrecision] * N[(a / b), $MachinePrecision] + N[(N[(N[(N[(-0.5625 * a), $MachinePrecision] * a), $MachinePrecision] * N[(N[(N[(c * c), $MachinePrecision] / N[(b * b), $MachinePrecision]), $MachinePrecision] / N[(b * b), $MachinePrecision]), $MachinePrecision] + -0.5), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision] / b), $MachinePrecision]
\begin{array}{l}
\\
\frac{\mathsf{fma}\left(\frac{\left(c \cdot c\right) \cdot -0.375}{b}, \frac{a}{b}, \mathsf{fma}\left(\left(-0.5625 \cdot a\right) \cdot a, \frac{\frac{c \cdot c}{b \cdot b}}{b \cdot b}, -0.5\right) \cdot c\right)}{b}
\end{array}
Initial program 17.0%
Taylor expanded in b around inf
lower-/.f64N/A
Applied rewrites97.5%
Taylor expanded in c around 0
Applied rewrites97.5%
Applied rewrites97.5%
(FPCore (a b c) :precision binary64 (/ (fma (/ (* (* c c) -0.375) b) (/ a b) (* -0.5 c)) b))
double code(double a, double b, double c) {
return fma((((c * c) * -0.375) / b), (a / b), (-0.5 * c)) / b;
}
function code(a, b, c) return Float64(fma(Float64(Float64(Float64(c * c) * -0.375) / b), Float64(a / b), Float64(-0.5 * c)) / b) end
code[a_, b_, c_] := N[(N[(N[(N[(N[(c * c), $MachinePrecision] * -0.375), $MachinePrecision] / b), $MachinePrecision] * N[(a / b), $MachinePrecision] + N[(-0.5 * c), $MachinePrecision]), $MachinePrecision] / b), $MachinePrecision]
\begin{array}{l}
\\
\frac{\mathsf{fma}\left(\frac{\left(c \cdot c\right) \cdot -0.375}{b}, \frac{a}{b}, -0.5 \cdot c\right)}{b}
\end{array}
Initial program 17.0%
Taylor expanded in b around inf
lower-/.f64N/A
+-commutativeN/A
associate-*r/N/A
unpow2N/A
*-commutativeN/A
associate-*r*N/A
times-fracN/A
lower-fma.f64N/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
lower-/.f64N/A
lower-*.f6496.1
Applied rewrites96.1%
(FPCore (a b c) :precision binary64 (/ (* (fma (/ (* -0.375 a) b) (/ c b) -0.5) c) b))
double code(double a, double b, double c) {
return (fma(((-0.375 * a) / b), (c / b), -0.5) * c) / b;
}
function code(a, b, c) return Float64(Float64(fma(Float64(Float64(-0.375 * a) / b), Float64(c / b), -0.5) * c) / b) end
code[a_, b_, c_] := N[(N[(N[(N[(N[(-0.375 * a), $MachinePrecision] / b), $MachinePrecision] * N[(c / b), $MachinePrecision] + -0.5), $MachinePrecision] * c), $MachinePrecision] / b), $MachinePrecision]
\begin{array}{l}
\\
\frac{\mathsf{fma}\left(\frac{-0.375 \cdot a}{b}, \frac{c}{b}, -0.5\right) \cdot c}{b}
\end{array}
Initial program 17.0%
Taylor expanded in b around inf
lower-/.f64N/A
Applied rewrites97.5%
Taylor expanded in c around 0
Applied rewrites96.1%
(FPCore (a b c) :precision binary64 (* (/ (fma (/ (* -0.375 a) b) (/ c b) -0.5) b) c))
double code(double a, double b, double c) {
return (fma(((-0.375 * a) / b), (c / b), -0.5) / b) * c;
}
function code(a, b, c) return Float64(Float64(fma(Float64(Float64(-0.375 * a) / b), Float64(c / b), -0.5) / b) * c) end
code[a_, b_, c_] := N[(N[(N[(N[(N[(-0.375 * a), $MachinePrecision] / b), $MachinePrecision] * N[(c / b), $MachinePrecision] + -0.5), $MachinePrecision] / b), $MachinePrecision] * c), $MachinePrecision]
\begin{array}{l}
\\
\frac{\mathsf{fma}\left(\frac{-0.375 \cdot a}{b}, \frac{c}{b}, -0.5\right)}{b} \cdot c
\end{array}
Initial program 17.0%
Taylor expanded in c around 0
*-commutativeN/A
sub-negN/A
associate-*r/N/A
associate-*r*N/A
associate-*l/N/A
associate-*r/N/A
lower-*.f64N/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-/.f64N/A
lower-pow.f64N/A
associate-*r/N/A
metadata-evalN/A
distribute-neg-fracN/A
metadata-evalN/A
lower-/.f6495.8
Applied rewrites95.8%
Taylor expanded in b around inf
Applied rewrites95.7%
(FPCore (a b c) :precision binary64 (* -0.5 (/ c b)))
double code(double a, double b, double c) {
return -0.5 * (c / b);
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = (-0.5d0) * (c / b)
end function
public static double code(double a, double b, double c) {
return -0.5 * (c / b);
}
def code(a, b, c): return -0.5 * (c / b)
function code(a, b, c) return Float64(-0.5 * Float64(c / b)) end
function tmp = code(a, b, c) tmp = -0.5 * (c / b); end
code[a_, b_, c_] := N[(-0.5 * N[(c / b), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
-0.5 \cdot \frac{c}{b}
\end{array}
Initial program 17.0%
Taylor expanded in c around 0
*-commutativeN/A
lower-*.f64N/A
lower-/.f6491.0
Applied rewrites91.0%
Final simplification91.0%
(FPCore (a b c) :precision binary64 (* (/ -0.5 b) c))
double code(double a, double b, double c) {
return (-0.5 / b) * c;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = ((-0.5d0) / b) * c
end function
public static double code(double a, double b, double c) {
return (-0.5 / b) * c;
}
def code(a, b, c): return (-0.5 / b) * c
function code(a, b, c) return Float64(Float64(-0.5 / b) * c) end
function tmp = code(a, b, c) tmp = (-0.5 / b) * c; end
code[a_, b_, c_] := N[(N[(-0.5 / b), $MachinePrecision] * c), $MachinePrecision]
\begin{array}{l}
\\
\frac{-0.5}{b} \cdot c
\end{array}
Initial program 17.0%
Taylor expanded in c around 0
*-commutativeN/A
sub-negN/A
associate-*r/N/A
associate-*r*N/A
associate-*l/N/A
associate-*r/N/A
lower-*.f64N/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-/.f64N/A
lower-pow.f64N/A
associate-*r/N/A
metadata-evalN/A
distribute-neg-fracN/A
metadata-evalN/A
lower-/.f6495.8
Applied rewrites95.8%
Taylor expanded in c around 0
Applied rewrites90.6%
herbie shell --seed 2024284
(FPCore (a b c)
:name "Cubic critical, wide range"
:precision binary64
:pre (and (and (and (< 4.930380657631324e-32 a) (< a 2.028240960365167e+31)) (and (< 4.930380657631324e-32 b) (< b 2.028240960365167e+31))) (and (< 4.930380657631324e-32 c) (< c 2.028240960365167e+31)))
(/ (+ (- b) (sqrt (- (* b b) (* (* 3.0 a) c)))) (* 3.0 a)))