
(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 10 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
(+
(/ (* c -0.5) b)
(*
a
(*
(* c c)
(+
(*
c
(/
(+ (/ (* (* c (* a a)) -1.0546875) (* b b)) (* a -0.5625))
(pow b 5.0)))
(/ -0.375 (* b (* b b))))))))
double code(double a, double b, double c) {
return ((c * -0.5) / b) + (a * ((c * c) * ((c * (((((c * (a * a)) * -1.0546875) / (b * b)) + (a * -0.5625)) / pow(b, 5.0))) + (-0.375 / (b * (b * b))))));
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = ((c * (-0.5d0)) / b) + (a * ((c * c) * ((c * (((((c * (a * a)) * (-1.0546875d0)) / (b * b)) + (a * (-0.5625d0))) / (b ** 5.0d0))) + ((-0.375d0) / (b * (b * b))))))
end function
public static double code(double a, double b, double c) {
return ((c * -0.5) / b) + (a * ((c * c) * ((c * (((((c * (a * a)) * -1.0546875) / (b * b)) + (a * -0.5625)) / Math.pow(b, 5.0))) + (-0.375 / (b * (b * b))))));
}
def code(a, b, c): return ((c * -0.5) / b) + (a * ((c * c) * ((c * (((((c * (a * a)) * -1.0546875) / (b * b)) + (a * -0.5625)) / math.pow(b, 5.0))) + (-0.375 / (b * (b * b))))))
function code(a, b, c) return Float64(Float64(Float64(c * -0.5) / b) + Float64(a * Float64(Float64(c * c) * Float64(Float64(c * Float64(Float64(Float64(Float64(Float64(c * Float64(a * a)) * -1.0546875) / Float64(b * b)) + Float64(a * -0.5625)) / (b ^ 5.0))) + Float64(-0.375 / Float64(b * Float64(b * b))))))) end
function tmp = code(a, b, c) tmp = ((c * -0.5) / b) + (a * ((c * c) * ((c * (((((c * (a * a)) * -1.0546875) / (b * b)) + (a * -0.5625)) / (b ^ 5.0))) + (-0.375 / (b * (b * b)))))); end
code[a_, b_, c_] := N[(N[(N[(c * -0.5), $MachinePrecision] / b), $MachinePrecision] + N[(a * N[(N[(c * c), $MachinePrecision] * N[(N[(c * N[(N[(N[(N[(N[(c * N[(a * a), $MachinePrecision]), $MachinePrecision] * -1.0546875), $MachinePrecision] / N[(b * b), $MachinePrecision]), $MachinePrecision] + N[(a * -0.5625), $MachinePrecision]), $MachinePrecision] / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-0.375 / N[(b * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{c \cdot -0.5}{b} + a \cdot \left(\left(c \cdot c\right) \cdot \left(c \cdot \frac{\frac{\left(c \cdot \left(a \cdot a\right)\right) \cdot -1.0546875}{b \cdot b} + a \cdot -0.5625}{{b}^{5}} + \frac{-0.375}{b \cdot \left(b \cdot b\right)}\right)\right)
\end{array}
Initial program 32.8%
/-lowering-/.f64N/A
+-commutativeN/A
unsub-negN/A
--lowering--.f64N/A
sqrt-lowering-sqrt.f64N/A
sub-negN/A
+-lowering-+.f64N/A
*-lowering-*.f64N/A
*-commutativeN/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
*-commutativeN/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
metadata-evalN/A
*-lowering-*.f6432.8%
Simplified32.8%
Taylor expanded in a around 0
Simplified94.6%
Taylor expanded in c around 0
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f64N/A
sub-negN/A
+-lowering-+.f64N/A
Simplified94.6%
Taylor expanded in b around inf
/-lowering-/.f64N/A
+-lowering-+.f64N/A
associate-*r/N/A
/-lowering-/.f64N/A
*-commutativeN/A
*-lowering-*.f64N/A
*-commutativeN/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f64N/A
*-commutativeN/A
*-lowering-*.f64N/A
pow-lowering-pow.f6494.6%
Simplified94.6%
(FPCore (a b c)
:precision binary64
(+
(*
a
(*
(* c c)
(+
(*
c
(/
(+ (/ (* (* c (* a a)) -1.0546875) (* b b)) (* a -0.5625))
(pow b 5.0)))
(/ -0.375 (* b (* b b))))))
(* c (/ -0.5 b))))
double code(double a, double b, double c) {
return (a * ((c * c) * ((c * (((((c * (a * a)) * -1.0546875) / (b * b)) + (a * -0.5625)) / pow(b, 5.0))) + (-0.375 / (b * (b * b)))))) + (c * (-0.5 / b));
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = (a * ((c * c) * ((c * (((((c * (a * a)) * (-1.0546875d0)) / (b * b)) + (a * (-0.5625d0))) / (b ** 5.0d0))) + ((-0.375d0) / (b * (b * b)))))) + (c * ((-0.5d0) / b))
end function
public static double code(double a, double b, double c) {
return (a * ((c * c) * ((c * (((((c * (a * a)) * -1.0546875) / (b * b)) + (a * -0.5625)) / Math.pow(b, 5.0))) + (-0.375 / (b * (b * b)))))) + (c * (-0.5 / b));
}
def code(a, b, c): return (a * ((c * c) * ((c * (((((c * (a * a)) * -1.0546875) / (b * b)) + (a * -0.5625)) / math.pow(b, 5.0))) + (-0.375 / (b * (b * b)))))) + (c * (-0.5 / b))
function code(a, b, c) return Float64(Float64(a * Float64(Float64(c * c) * Float64(Float64(c * Float64(Float64(Float64(Float64(Float64(c * Float64(a * a)) * -1.0546875) / Float64(b * b)) + Float64(a * -0.5625)) / (b ^ 5.0))) + Float64(-0.375 / Float64(b * Float64(b * b)))))) + Float64(c * Float64(-0.5 / b))) end
function tmp = code(a, b, c) tmp = (a * ((c * c) * ((c * (((((c * (a * a)) * -1.0546875) / (b * b)) + (a * -0.5625)) / (b ^ 5.0))) + (-0.375 / (b * (b * b)))))) + (c * (-0.5 / b)); end
code[a_, b_, c_] := N[(N[(a * N[(N[(c * c), $MachinePrecision] * N[(N[(c * N[(N[(N[(N[(N[(c * N[(a * a), $MachinePrecision]), $MachinePrecision] * -1.0546875), $MachinePrecision] / N[(b * b), $MachinePrecision]), $MachinePrecision] + N[(a * -0.5625), $MachinePrecision]), $MachinePrecision] / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-0.375 / N[(b * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(c * N[(-0.5 / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
a \cdot \left(\left(c \cdot c\right) \cdot \left(c \cdot \frac{\frac{\left(c \cdot \left(a \cdot a\right)\right) \cdot -1.0546875}{b \cdot b} + a \cdot -0.5625}{{b}^{5}} + \frac{-0.375}{b \cdot \left(b \cdot b\right)}\right)\right) + c \cdot \frac{-0.5}{b}
\end{array}
Initial program 32.8%
/-lowering-/.f64N/A
+-commutativeN/A
unsub-negN/A
--lowering--.f64N/A
sqrt-lowering-sqrt.f64N/A
sub-negN/A
+-lowering-+.f64N/A
*-lowering-*.f64N/A
*-commutativeN/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
*-commutativeN/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
metadata-evalN/A
*-lowering-*.f6432.8%
Simplified32.8%
Taylor expanded in a around 0
Simplified94.6%
Taylor expanded in c around 0
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f64N/A
sub-negN/A
+-lowering-+.f64N/A
Simplified94.6%
Taylor expanded in b around inf
/-lowering-/.f64N/A
+-lowering-+.f64N/A
associate-*r/N/A
/-lowering-/.f64N/A
*-commutativeN/A
*-lowering-*.f64N/A
*-commutativeN/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f64N/A
*-commutativeN/A
*-lowering-*.f64N/A
pow-lowering-pow.f6494.6%
Simplified94.6%
associate-/l*N/A
*-commutativeN/A
*-lowering-*.f64N/A
/-lowering-/.f6494.3%
Applied egg-rr94.3%
Final simplification94.3%
(FPCore (a b c)
:precision binary64
(+
(/ (* c -0.5) b)
(*
a
(/
(+ (/ (* (* a -0.5625) (* c (* c c))) (* b b)) (* (* c c) -0.375))
(* b (* b b))))))
double code(double a, double b, double c) {
return ((c * -0.5) / b) + (a * (((((a * -0.5625) * (c * (c * c))) / (b * b)) + ((c * c) * -0.375)) / (b * (b * b))));
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = ((c * (-0.5d0)) / b) + (a * (((((a * (-0.5625d0)) * (c * (c * c))) / (b * b)) + ((c * c) * (-0.375d0))) / (b * (b * b))))
end function
public static double code(double a, double b, double c) {
return ((c * -0.5) / b) + (a * (((((a * -0.5625) * (c * (c * c))) / (b * b)) + ((c * c) * -0.375)) / (b * (b * b))));
}
def code(a, b, c): return ((c * -0.5) / b) + (a * (((((a * -0.5625) * (c * (c * c))) / (b * b)) + ((c * c) * -0.375)) / (b * (b * b))))
function code(a, b, c) return Float64(Float64(Float64(c * -0.5) / b) + Float64(a * Float64(Float64(Float64(Float64(Float64(a * -0.5625) * Float64(c * Float64(c * c))) / Float64(b * b)) + Float64(Float64(c * c) * -0.375)) / Float64(b * Float64(b * b))))) end
function tmp = code(a, b, c) tmp = ((c * -0.5) / b) + (a * (((((a * -0.5625) * (c * (c * c))) / (b * b)) + ((c * c) * -0.375)) / (b * (b * b)))); end
code[a_, b_, c_] := N[(N[(N[(c * -0.5), $MachinePrecision] / b), $MachinePrecision] + N[(a * N[(N[(N[(N[(N[(a * -0.5625), $MachinePrecision] * N[(c * N[(c * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(b * b), $MachinePrecision]), $MachinePrecision] + N[(N[(c * c), $MachinePrecision] * -0.375), $MachinePrecision]), $MachinePrecision] / N[(b * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{c \cdot -0.5}{b} + a \cdot \frac{\frac{\left(a \cdot -0.5625\right) \cdot \left(c \cdot \left(c \cdot c\right)\right)}{b \cdot b} + \left(c \cdot c\right) \cdot -0.375}{b \cdot \left(b \cdot b\right)}
\end{array}
Initial program 32.8%
/-lowering-/.f64N/A
+-commutativeN/A
unsub-negN/A
--lowering--.f64N/A
sqrt-lowering-sqrt.f64N/A
sub-negN/A
+-lowering-+.f64N/A
*-lowering-*.f64N/A
*-commutativeN/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
*-commutativeN/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
metadata-evalN/A
*-lowering-*.f6432.8%
Simplified32.8%
Taylor expanded in a around 0
Simplified94.6%
Taylor expanded in b around inf
/-lowering-/.f64N/A
+-lowering-+.f64N/A
associate-*r/N/A
/-lowering-/.f64N/A
associate-*r*N/A
*-lowering-*.f64N/A
*-lowering-*.f64N/A
cube-multN/A
unpow2N/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f64N/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f64N/A
cube-multN/A
unpow2N/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f6492.7%
Simplified92.7%
Final simplification92.7%
(FPCore (a b c)
:precision binary64
(/
(/ 0.3333333333333333 a)
(/
(+
(* (/ b a) -0.6666666666666666)
(* c (+ (/ 0.5 b) (* c (/ (* a 0.375) (* b (* b b)))))))
c)))
double code(double a, double b, double c) {
return (0.3333333333333333 / a) / ((((b / a) * -0.6666666666666666) + (c * ((0.5 / b) + (c * ((a * 0.375) / (b * (b * 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 = (0.3333333333333333d0 / a) / ((((b / a) * (-0.6666666666666666d0)) + (c * ((0.5d0 / b) + (c * ((a * 0.375d0) / (b * (b * b))))))) / c)
end function
public static double code(double a, double b, double c) {
return (0.3333333333333333 / a) / ((((b / a) * -0.6666666666666666) + (c * ((0.5 / b) + (c * ((a * 0.375) / (b * (b * b))))))) / c);
}
def code(a, b, c): return (0.3333333333333333 / a) / ((((b / a) * -0.6666666666666666) + (c * ((0.5 / b) + (c * ((a * 0.375) / (b * (b * b))))))) / c)
function code(a, b, c) return Float64(Float64(0.3333333333333333 / a) / Float64(Float64(Float64(Float64(b / a) * -0.6666666666666666) + Float64(c * Float64(Float64(0.5 / b) + Float64(c * Float64(Float64(a * 0.375) / Float64(b * Float64(b * b))))))) / c)) end
function tmp = code(a, b, c) tmp = (0.3333333333333333 / a) / ((((b / a) * -0.6666666666666666) + (c * ((0.5 / b) + (c * ((a * 0.375) / (b * (b * b))))))) / c); end
code[a_, b_, c_] := N[(N[(0.3333333333333333 / a), $MachinePrecision] / N[(N[(N[(N[(b / a), $MachinePrecision] * -0.6666666666666666), $MachinePrecision] + N[(c * N[(N[(0.5 / b), $MachinePrecision] + N[(c * N[(N[(a * 0.375), $MachinePrecision] / N[(b * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / c), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\frac{0.3333333333333333}{a}}{\frac{\frac{b}{a} \cdot -0.6666666666666666 + c \cdot \left(\frac{0.5}{b} + c \cdot \frac{a \cdot 0.375}{b \cdot \left(b \cdot b\right)}\right)}{c}}
\end{array}
Initial program 32.8%
/-lowering-/.f64N/A
+-commutativeN/A
unsub-negN/A
--lowering--.f64N/A
sqrt-lowering-sqrt.f64N/A
sub-negN/A
+-lowering-+.f64N/A
*-lowering-*.f64N/A
*-commutativeN/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
*-commutativeN/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
metadata-evalN/A
*-lowering-*.f6432.8%
Simplified32.8%
remove-double-negN/A
sub-divN/A
remove-double-negN/A
div-subN/A
clear-numN/A
div-invN/A
associate-/r*N/A
/-lowering-/.f64N/A
associate-/r*N/A
/-lowering-/.f64N/A
metadata-evalN/A
/-lowering-/.f64N/A
Applied egg-rr32.8%
Taylor expanded in c around 0
/-lowering-/.f64N/A
Simplified92.6%
Final simplification92.6%
(FPCore (a b c)
:precision binary64
(/
(/ 0.3333333333333333 a)
(/
(+
(* -0.6666666666666666 (/ b c))
(* a (+ (/ 0.5 b) (* a (/ (* c 0.375) (* b (* b b)))))))
a)))
double code(double a, double b, double c) {
return (0.3333333333333333 / a) / (((-0.6666666666666666 * (b / c)) + (a * ((0.5 / b) + (a * ((c * 0.375) / (b * (b * b))))))) / a);
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = (0.3333333333333333d0 / a) / ((((-0.6666666666666666d0) * (b / c)) + (a * ((0.5d0 / b) + (a * ((c * 0.375d0) / (b * (b * b))))))) / a)
end function
public static double code(double a, double b, double c) {
return (0.3333333333333333 / a) / (((-0.6666666666666666 * (b / c)) + (a * ((0.5 / b) + (a * ((c * 0.375) / (b * (b * b))))))) / a);
}
def code(a, b, c): return (0.3333333333333333 / a) / (((-0.6666666666666666 * (b / c)) + (a * ((0.5 / b) + (a * ((c * 0.375) / (b * (b * b))))))) / a)
function code(a, b, c) return Float64(Float64(0.3333333333333333 / a) / Float64(Float64(Float64(-0.6666666666666666 * Float64(b / c)) + Float64(a * Float64(Float64(0.5 / b) + Float64(a * Float64(Float64(c * 0.375) / Float64(b * Float64(b * b))))))) / a)) end
function tmp = code(a, b, c) tmp = (0.3333333333333333 / a) / (((-0.6666666666666666 * (b / c)) + (a * ((0.5 / b) + (a * ((c * 0.375) / (b * (b * b))))))) / a); end
code[a_, b_, c_] := N[(N[(0.3333333333333333 / a), $MachinePrecision] / N[(N[(N[(-0.6666666666666666 * N[(b / c), $MachinePrecision]), $MachinePrecision] + N[(a * N[(N[(0.5 / b), $MachinePrecision] + N[(a * N[(N[(c * 0.375), $MachinePrecision] / N[(b * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\frac{0.3333333333333333}{a}}{\frac{-0.6666666666666666 \cdot \frac{b}{c} + a \cdot \left(\frac{0.5}{b} + a \cdot \frac{c \cdot 0.375}{b \cdot \left(b \cdot b\right)}\right)}{a}}
\end{array}
Initial program 32.8%
/-lowering-/.f64N/A
+-commutativeN/A
unsub-negN/A
--lowering--.f64N/A
sqrt-lowering-sqrt.f64N/A
sub-negN/A
+-lowering-+.f64N/A
*-lowering-*.f64N/A
*-commutativeN/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
*-commutativeN/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
metadata-evalN/A
*-lowering-*.f6432.8%
Simplified32.8%
remove-double-negN/A
sub-divN/A
remove-double-negN/A
div-subN/A
clear-numN/A
div-invN/A
associate-/r*N/A
/-lowering-/.f64N/A
associate-/r*N/A
/-lowering-/.f64N/A
metadata-evalN/A
/-lowering-/.f64N/A
Applied egg-rr32.8%
Taylor expanded in a around 0
/-lowering-/.f64N/A
Simplified92.5%
Final simplification92.5%
(FPCore (a b c) :precision binary64 (/ (+ (* c -0.5) (/ (* -0.375 (* c (* c a))) (* b b))) b))
double code(double a, double b, double c) {
return ((c * -0.5) + ((-0.375 * (c * (c * a))) / (b * b))) / b;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = ((c * (-0.5d0)) + (((-0.375d0) * (c * (c * a))) / (b * b))) / b
end function
public static double code(double a, double b, double c) {
return ((c * -0.5) + ((-0.375 * (c * (c * a))) / (b * b))) / b;
}
def code(a, b, c): return ((c * -0.5) + ((-0.375 * (c * (c * a))) / (b * b))) / b
function code(a, b, c) return Float64(Float64(Float64(c * -0.5) + Float64(Float64(-0.375 * Float64(c * Float64(c * a))) / Float64(b * b))) / b) end
function tmp = code(a, b, c) tmp = ((c * -0.5) + ((-0.375 * (c * (c * a))) / (b * b))) / b; end
code[a_, b_, c_] := N[(N[(N[(c * -0.5), $MachinePrecision] + N[(N[(-0.375 * N[(c * N[(c * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / b), $MachinePrecision]
\begin{array}{l}
\\
\frac{c \cdot -0.5 + \frac{-0.375 \cdot \left(c \cdot \left(c \cdot a\right)\right)}{b \cdot b}}{b}
\end{array}
Initial program 32.8%
/-lowering-/.f64N/A
+-commutativeN/A
unsub-negN/A
--lowering--.f64N/A
sqrt-lowering-sqrt.f64N/A
sub-negN/A
+-lowering-+.f64N/A
*-lowering-*.f64N/A
*-commutativeN/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
*-commutativeN/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
metadata-evalN/A
*-lowering-*.f6432.8%
Simplified32.8%
Taylor expanded in b around inf
/-lowering-/.f64N/A
+-lowering-+.f64N/A
*-commutativeN/A
*-lowering-*.f64N/A
associate-*r/N/A
/-lowering-/.f64N/A
*-lowering-*.f64N/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
*-lowering-*.f64N/A
*-commutativeN/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f6489.4%
Simplified89.4%
(FPCore (a b c) :precision binary64 (* c (+ (/ -0.5 b) (/ (* -0.375 (* c a)) (* b (* b b))))))
double code(double a, double b, double c) {
return c * ((-0.5 / b) + ((-0.375 * (c * a)) / (b * (b * b))));
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = c * (((-0.5d0) / b) + (((-0.375d0) * (c * a)) / (b * (b * b))))
end function
public static double code(double a, double b, double c) {
return c * ((-0.5 / b) + ((-0.375 * (c * a)) / (b * (b * b))));
}
def code(a, b, c): return c * ((-0.5 / b) + ((-0.375 * (c * a)) / (b * (b * b))))
function code(a, b, c) return Float64(c * Float64(Float64(-0.5 / b) + Float64(Float64(-0.375 * Float64(c * a)) / Float64(b * Float64(b * b))))) end
function tmp = code(a, b, c) tmp = c * ((-0.5 / b) + ((-0.375 * (c * a)) / (b * (b * b)))); end
code[a_, b_, c_] := N[(c * N[(N[(-0.5 / b), $MachinePrecision] + N[(N[(-0.375 * N[(c * a), $MachinePrecision]), $MachinePrecision] / N[(b * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
c \cdot \left(\frac{-0.5}{b} + \frac{-0.375 \cdot \left(c \cdot a\right)}{b \cdot \left(b \cdot b\right)}\right)
\end{array}
Initial program 32.8%
/-lowering-/.f64N/A
+-commutativeN/A
unsub-negN/A
--lowering--.f64N/A
sqrt-lowering-sqrt.f64N/A
sub-negN/A
+-lowering-+.f64N/A
*-lowering-*.f64N/A
*-commutativeN/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
*-commutativeN/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
metadata-evalN/A
*-lowering-*.f6432.8%
Simplified32.8%
Taylor expanded in c around 0
sub-negN/A
associate-*r/N/A
associate-*r*N/A
associate-*l/N/A
associate-*r/N/A
*-lowering-*.f64N/A
+-commutativeN/A
+-lowering-+.f64N/A
associate-*r/N/A
metadata-evalN/A
distribute-neg-fracN/A
metadata-evalN/A
/-lowering-/.f64N/A
associate-*r/N/A
associate-*l/N/A
associate-*r*N/A
/-lowering-/.f64N/A
Simplified89.0%
(FPCore (a b c) :precision binary64 (/ (* c -0.5) b))
double code(double a, double b, double c) {
return (c * -0.5) / b;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = (c * (-0.5d0)) / b
end function
public static double code(double a, double b, double c) {
return (c * -0.5) / b;
}
def code(a, b, c): return (c * -0.5) / b
function code(a, b, c) return Float64(Float64(c * -0.5) / b) end
function tmp = code(a, b, c) tmp = (c * -0.5) / b; end
code[a_, b_, c_] := N[(N[(c * -0.5), $MachinePrecision] / b), $MachinePrecision]
\begin{array}{l}
\\
\frac{c \cdot -0.5}{b}
\end{array}
Initial program 32.8%
/-lowering-/.f64N/A
+-commutativeN/A
unsub-negN/A
--lowering--.f64N/A
sqrt-lowering-sqrt.f64N/A
sub-negN/A
+-lowering-+.f64N/A
*-lowering-*.f64N/A
*-commutativeN/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
*-commutativeN/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
metadata-evalN/A
*-lowering-*.f6432.8%
Simplified32.8%
Taylor expanded in b around inf
associate-*r/N/A
/-lowering-/.f64N/A
*-commutativeN/A
*-lowering-*.f6479.7%
Simplified79.7%
(FPCore (a b c) :precision binary64 (* c (/ -0.5 b)))
double code(double a, double b, double c) {
return c * (-0.5 / b);
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = c * ((-0.5d0) / b)
end function
public static double code(double a, double b, double c) {
return c * (-0.5 / b);
}
def code(a, b, c): return c * (-0.5 / b)
function code(a, b, c) return Float64(c * Float64(-0.5 / b)) end
function tmp = code(a, b, c) tmp = c * (-0.5 / b); end
code[a_, b_, c_] := N[(c * N[(-0.5 / b), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
c \cdot \frac{-0.5}{b}
\end{array}
Initial program 32.8%
/-lowering-/.f64N/A
+-commutativeN/A
unsub-negN/A
--lowering--.f64N/A
sqrt-lowering-sqrt.f64N/A
sub-negN/A
+-lowering-+.f64N/A
*-lowering-*.f64N/A
*-commutativeN/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
*-commutativeN/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
metadata-evalN/A
*-lowering-*.f6432.8%
Simplified32.8%
Taylor expanded in b around inf
associate-*r/N/A
/-lowering-/.f64N/A
*-commutativeN/A
*-lowering-*.f6479.7%
Simplified79.7%
associate-/l*N/A
*-commutativeN/A
*-lowering-*.f64N/A
/-lowering-/.f6479.5%
Applied egg-rr79.5%
Final simplification79.5%
(FPCore (a b c) :precision binary64 0.0)
double code(double a, double b, double c) {
return 0.0;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = 0.0d0
end function
public static double code(double a, double b, double c) {
return 0.0;
}
def code(a, b, c): return 0.0
function code(a, b, c) return 0.0 end
function tmp = code(a, b, c) tmp = 0.0; end
code[a_, b_, c_] := 0.0
\begin{array}{l}
\\
0
\end{array}
Initial program 32.8%
/-lowering-/.f64N/A
+-commutativeN/A
unsub-negN/A
--lowering--.f64N/A
sqrt-lowering-sqrt.f64N/A
sub-negN/A
+-lowering-+.f64N/A
*-lowering-*.f64N/A
*-commutativeN/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
*-commutativeN/A
distribute-rgt-neg-inN/A
*-lowering-*.f64N/A
metadata-evalN/A
*-lowering-*.f6432.8%
Simplified32.8%
remove-double-negN/A
sub-divN/A
remove-double-negN/A
associate-/l/N/A
div-invN/A
fmm-defN/A
fma-lowering-fma.f64N/A
Applied egg-rr35.0%
Taylor expanded in c around 0
distribute-rgt-outN/A
metadata-evalN/A
mul0-rgt3.2%
Simplified3.2%
herbie shell --seed 2024164
(FPCore (a b c)
:name "Cubic critical, medium range"
:precision binary64
:pre (and (and (and (< 1.1102230246251565e-16 a) (< a 9007199254740992.0)) (and (< 1.1102230246251565e-16 b) (< b 9007199254740992.0))) (and (< 1.1102230246251565e-16 c) (< c 9007199254740992.0)))
(/ (+ (- b) (sqrt (- (* b b) (* (* 3.0 a) c)))) (* 3.0 a)))