
(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 14 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 (/ (- (* a (* c -3.0)) (- (* b b) (* b b))) (* (+ (sqrt (fma (* c -3.0) a (* b b))) b) (* 3.0 a))))
double code(double a, double b, double c) {
return ((a * (c * -3.0)) - ((b * b) - (b * b))) / ((sqrt(fma((c * -3.0), a, (b * b))) + b) * (3.0 * a));
}
function code(a, b, c) return Float64(Float64(Float64(a * Float64(c * -3.0)) - Float64(Float64(b * b) - Float64(b * b))) / Float64(Float64(sqrt(fma(Float64(c * -3.0), a, Float64(b * b))) + b) * Float64(3.0 * a))) end
code[a_, b_, c_] := N[(N[(N[(a * N[(c * -3.0), $MachinePrecision]), $MachinePrecision] - N[(N[(b * b), $MachinePrecision] - N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(N[(N[Sqrt[N[(N[(c * -3.0), $MachinePrecision] * a + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] + b), $MachinePrecision] * N[(3.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{a \cdot \left(c \cdot -3\right) - \left(b \cdot b - b \cdot b\right)}{\left(\sqrt{\mathsf{fma}\left(c \cdot -3, a, b \cdot b\right)} + b\right) \cdot \left(3 \cdot a\right)}
\end{array}
Initial program 30.6%
lift-/.f64N/A
clear-numN/A
lift-*.f64N/A
associate-/l*N/A
associate-/r*N/A
lower-/.f64N/A
metadata-evalN/A
lower-/.f6430.6
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6430.6
Applied rewrites30.6%
Applied rewrites31.4%
lift--.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
+-commutativeN/A
associate--r+N/A
lower--.f64N/A
lower--.f6499.2
Applied rewrites99.2%
Final simplification99.2%
(FPCore (a b c)
:precision binary64
(if (<= (/ (- (sqrt (- (* b b) (* (* 3.0 a) c))) b) (* 3.0 a)) -1200.0)
(fma
(/ 0.3333333333333333 a)
(sqrt (fma b b (* (* a c) -3.0)))
(* (/ 0.3333333333333333 (- a)) b))
(/ (fma (/ (* -0.375 (* c c)) b) (/ a b) (* -0.5 c)) b)))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - ((3.0 * a) * c))) - b) / (3.0 * a)) <= -1200.0) {
tmp = fma((0.3333333333333333 / a), sqrt(fma(b, b, ((a * c) * -3.0))), ((0.3333333333333333 / -a) * b));
} else {
tmp = fma(((-0.375 * (c * c)) / b), (a / b), (-0.5 * c)) / b;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(Float64(3.0 * a) * c))) - b) / Float64(3.0 * a)) <= -1200.0) tmp = fma(Float64(0.3333333333333333 / a), sqrt(fma(b, b, Float64(Float64(a * c) * -3.0))), Float64(Float64(0.3333333333333333 / Float64(-a)) * b)); else tmp = Float64(fma(Float64(Float64(-0.375 * Float64(c * c)) / b), Float64(a / b), Float64(-0.5 * c)) / b); end return tmp end
code[a_, b_, c_] := If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(3.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], -1200.0], N[(N[(0.3333333333333333 / a), $MachinePrecision] * N[Sqrt[N[(b * b + N[(N[(a * c), $MachinePrecision] * -3.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] + N[(N[(0.3333333333333333 / (-a)), $MachinePrecision] * b), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(-0.375 * N[(c * c), $MachinePrecision]), $MachinePrecision] / b), $MachinePrecision] * N[(a / b), $MachinePrecision] + N[(-0.5 * c), $MachinePrecision]), $MachinePrecision] / b), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c} - b}{3 \cdot a} \leq -1200:\\
\;\;\;\;\mathsf{fma}\left(\frac{0.3333333333333333}{a}, \sqrt{\mathsf{fma}\left(b, b, \left(a \cdot c\right) \cdot -3\right)}, \frac{0.3333333333333333}{-a} \cdot b\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(\frac{-0.375 \cdot \left(c \cdot c\right)}{b}, \frac{a}{b}, -0.5 \cdot c\right)}{b}\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 #s(literal 3 binary64) a) c)))) (*.f64 #s(literal 3 binary64) a)) < -1200Initial program 81.7%
lift-/.f64N/A
clear-numN/A
lift-*.f64N/A
associate-/l*N/A
associate-/r*N/A
lower-/.f64N/A
metadata-evalN/A
lower-/.f6481.6
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6481.6
Applied rewrites81.7%
lift-/.f64N/A
lift-/.f64N/A
associate-/r/N/A
lift--.f64N/A
sub-negN/A
distribute-lft-inN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lower-neg.f6481.3
Applied rewrites81.3%
lift-fma.f64N/A
+-commutativeN/A
lift-*.f64N/A
associate-*l*N/A
*-commutativeN/A
metadata-evalN/A
lift-*.f64N/A
metadata-evalN/A
associate-*l*N/A
lift-*.f64N/A
lift-*.f64N/A
lift-fma.f6482.0
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
*-commutativeN/A
lower-*.f64N/A
lower-*.f6482.0
Applied rewrites82.0%
if -1200 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 #s(literal 3 binary64) a) c)))) (*.f64 #s(literal 3 binary64) a)) Initial program 27.0%
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-*.f6494.1
Applied rewrites94.1%
Final simplification93.3%
(FPCore (a b c) :precision binary64 (if (<= (/ (- (sqrt (- (* b b) (* (* 3.0 a) c))) b) (* 3.0 a)) -1200.0) (/ (/ (- (sqrt (fma (* c -3.0) a (* b b))) b) a) 3.0) (/ (fma (/ (* -0.375 (* c c)) b) (/ a b) (* -0.5 c)) b)))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - ((3.0 * a) * c))) - b) / (3.0 * a)) <= -1200.0) {
tmp = ((sqrt(fma((c * -3.0), a, (b * b))) - b) / a) / 3.0;
} else {
tmp = fma(((-0.375 * (c * c)) / b), (a / b), (-0.5 * c)) / b;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(Float64(3.0 * a) * c))) - b) / Float64(3.0 * a)) <= -1200.0) tmp = Float64(Float64(Float64(sqrt(fma(Float64(c * -3.0), a, Float64(b * b))) - b) / a) / 3.0); else tmp = Float64(fma(Float64(Float64(-0.375 * Float64(c * c)) / b), Float64(a / b), Float64(-0.5 * c)) / b); end return tmp end
code[a_, b_, c_] := If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(3.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], -1200.0], N[(N[(N[(N[Sqrt[N[(N[(c * -3.0), $MachinePrecision] * a + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / a), $MachinePrecision] / 3.0), $MachinePrecision], N[(N[(N[(N[(-0.375 * N[(c * c), $MachinePrecision]), $MachinePrecision] / b), $MachinePrecision] * N[(a / b), $MachinePrecision] + N[(-0.5 * c), $MachinePrecision]), $MachinePrecision] / b), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c} - b}{3 \cdot a} \leq -1200:\\
\;\;\;\;\frac{\frac{\sqrt{\mathsf{fma}\left(c \cdot -3, a, b \cdot b\right)} - b}{a}}{3}\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(\frac{-0.375 \cdot \left(c \cdot c\right)}{b}, \frac{a}{b}, -0.5 \cdot c\right)}{b}\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 #s(literal 3 binary64) a) c)))) (*.f64 #s(literal 3 binary64) a)) < -1200Initial program 81.7%
lift-/.f64N/A
lift-*.f64N/A
associate-/l/N/A
lower-/.f64N/A
Applied rewrites81.9%
if -1200 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 #s(literal 3 binary64) a) c)))) (*.f64 #s(literal 3 binary64) a)) Initial program 27.0%
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-*.f6494.1
Applied rewrites94.1%
Final simplification93.3%
(FPCore (a b c)
:precision binary64
(if (<= (/ (- (sqrt (- (* b b) (* (* 3.0 a) c))) b) (* 3.0 a)) -1200.0)
(/ (/ (- (sqrt (fma (* c -3.0) a (* b b))) b) a) 3.0)
(/
0.3333333333333333
(/ (fma (* (/ c b) a) 0.5 (* -0.6666666666666666 b)) c))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - ((3.0 * a) * c))) - b) / (3.0 * a)) <= -1200.0) {
tmp = ((sqrt(fma((c * -3.0), a, (b * b))) - b) / a) / 3.0;
} else {
tmp = 0.3333333333333333 / (fma(((c / b) * a), 0.5, (-0.6666666666666666 * b)) / c);
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(Float64(3.0 * a) * c))) - b) / Float64(3.0 * a)) <= -1200.0) tmp = Float64(Float64(Float64(sqrt(fma(Float64(c * -3.0), a, Float64(b * b))) - b) / a) / 3.0); else tmp = Float64(0.3333333333333333 / Float64(fma(Float64(Float64(c / b) * a), 0.5, Float64(-0.6666666666666666 * b)) / c)); end return tmp end
code[a_, b_, c_] := If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(3.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], -1200.0], N[(N[(N[(N[Sqrt[N[(N[(c * -3.0), $MachinePrecision] * a + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / a), $MachinePrecision] / 3.0), $MachinePrecision], N[(0.3333333333333333 / N[(N[(N[(N[(c / b), $MachinePrecision] * a), $MachinePrecision] * 0.5 + N[(-0.6666666666666666 * b), $MachinePrecision]), $MachinePrecision] / c), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c} - b}{3 \cdot a} \leq -1200:\\
\;\;\;\;\frac{\frac{\sqrt{\mathsf{fma}\left(c \cdot -3, a, b \cdot b\right)} - b}{a}}{3}\\
\mathbf{else}:\\
\;\;\;\;\frac{0.3333333333333333}{\frac{\mathsf{fma}\left(\frac{c}{b} \cdot a, 0.5, -0.6666666666666666 \cdot b\right)}{c}}\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 #s(literal 3 binary64) a) c)))) (*.f64 #s(literal 3 binary64) a)) < -1200Initial program 81.7%
lift-/.f64N/A
lift-*.f64N/A
associate-/l/N/A
lower-/.f64N/A
Applied rewrites81.9%
if -1200 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 #s(literal 3 binary64) a) c)))) (*.f64 #s(literal 3 binary64) a)) Initial program 27.0%
lift-/.f64N/A
clear-numN/A
lift-*.f64N/A
associate-/l*N/A
associate-/r*N/A
lower-/.f64N/A
metadata-evalN/A
lower-/.f6427.0
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6427.0
Applied rewrites27.0%
Taylor expanded in c around 0
lower-/.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
associate-/l*N/A
lower-*.f64N/A
lower-/.f64N/A
lower-*.f6494.0
Applied rewrites94.0%
Final simplification93.2%
(FPCore (a b c)
:precision binary64
(if (<= (/ (- (sqrt (- (* b b) (* (* 3.0 a) c))) b) (* 3.0 a)) -1200.0)
(*
(* (- b (sqrt (fma (* c -3.0) a (* b b)))) 0.3333333333333333)
(/ -1.0 a))
(/
0.3333333333333333
(/ (fma (* (/ c b) a) 0.5 (* -0.6666666666666666 b)) c))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - ((3.0 * a) * c))) - b) / (3.0 * a)) <= -1200.0) {
tmp = ((b - sqrt(fma((c * -3.0), a, (b * b)))) * 0.3333333333333333) * (-1.0 / a);
} else {
tmp = 0.3333333333333333 / (fma(((c / b) * a), 0.5, (-0.6666666666666666 * b)) / c);
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(Float64(3.0 * a) * c))) - b) / Float64(3.0 * a)) <= -1200.0) tmp = Float64(Float64(Float64(b - sqrt(fma(Float64(c * -3.0), a, Float64(b * b)))) * 0.3333333333333333) * Float64(-1.0 / a)); else tmp = Float64(0.3333333333333333 / Float64(fma(Float64(Float64(c / b) * a), 0.5, Float64(-0.6666666666666666 * b)) / c)); end return tmp end
code[a_, b_, c_] := If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(3.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], -1200.0], N[(N[(N[(b - N[Sqrt[N[(N[(c * -3.0), $MachinePrecision] * a + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * 0.3333333333333333), $MachinePrecision] * N[(-1.0 / a), $MachinePrecision]), $MachinePrecision], N[(0.3333333333333333 / N[(N[(N[(N[(c / b), $MachinePrecision] * a), $MachinePrecision] * 0.5 + N[(-0.6666666666666666 * b), $MachinePrecision]), $MachinePrecision] / c), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c} - b}{3 \cdot a} \leq -1200:\\
\;\;\;\;\left(\left(b - \sqrt{\mathsf{fma}\left(c \cdot -3, a, b \cdot b\right)}\right) \cdot 0.3333333333333333\right) \cdot \frac{-1}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{0.3333333333333333}{\frac{\mathsf{fma}\left(\frac{c}{b} \cdot a, 0.5, -0.6666666666666666 \cdot b\right)}{c}}\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 #s(literal 3 binary64) a) c)))) (*.f64 #s(literal 3 binary64) a)) < -1200Initial program 81.7%
Applied rewrites81.8%
if -1200 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 #s(literal 3 binary64) a) c)))) (*.f64 #s(literal 3 binary64) a)) Initial program 27.0%
lift-/.f64N/A
clear-numN/A
lift-*.f64N/A
associate-/l*N/A
associate-/r*N/A
lower-/.f64N/A
metadata-evalN/A
lower-/.f6427.0
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6427.0
Applied rewrites27.0%
Taylor expanded in c around 0
lower-/.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
associate-/l*N/A
lower-*.f64N/A
lower-/.f64N/A
lower-*.f6494.0
Applied rewrites94.0%
Final simplification93.2%
(FPCore (a b c)
:precision binary64
(if (<= (/ (- (sqrt (- (* b b) (* (* 3.0 a) c))) b) (* 3.0 a)) -1200.0)
(* (/ (- (sqrt (fma (* c -3.0) a (* b b))) b) a) 0.3333333333333333)
(/
0.3333333333333333
(/ (fma (* (/ c b) a) 0.5 (* -0.6666666666666666 b)) c))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - ((3.0 * a) * c))) - b) / (3.0 * a)) <= -1200.0) {
tmp = ((sqrt(fma((c * -3.0), a, (b * b))) - b) / a) * 0.3333333333333333;
} else {
tmp = 0.3333333333333333 / (fma(((c / b) * a), 0.5, (-0.6666666666666666 * b)) / c);
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(Float64(3.0 * a) * c))) - b) / Float64(3.0 * a)) <= -1200.0) tmp = Float64(Float64(Float64(sqrt(fma(Float64(c * -3.0), a, Float64(b * b))) - b) / a) * 0.3333333333333333); else tmp = Float64(0.3333333333333333 / Float64(fma(Float64(Float64(c / b) * a), 0.5, Float64(-0.6666666666666666 * b)) / c)); end return tmp end
code[a_, b_, c_] := If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(3.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], -1200.0], N[(N[(N[(N[Sqrt[N[(N[(c * -3.0), $MachinePrecision] * a + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / a), $MachinePrecision] * 0.3333333333333333), $MachinePrecision], N[(0.3333333333333333 / N[(N[(N[(N[(c / b), $MachinePrecision] * a), $MachinePrecision] * 0.5 + N[(-0.6666666666666666 * b), $MachinePrecision]), $MachinePrecision] / c), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c} - b}{3 \cdot a} \leq -1200:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(c \cdot -3, a, b \cdot b\right)} - b}{a} \cdot 0.3333333333333333\\
\mathbf{else}:\\
\;\;\;\;\frac{0.3333333333333333}{\frac{\mathsf{fma}\left(\frac{c}{b} \cdot a, 0.5, -0.6666666666666666 \cdot b\right)}{c}}\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 #s(literal 3 binary64) a) c)))) (*.f64 #s(literal 3 binary64) a)) < -1200Initial program 81.7%
lift-/.f64N/A
lift-*.f64N/A
associate-/l/N/A
div-invN/A
lower-*.f64N/A
Applied rewrites81.8%
if -1200 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 #s(literal 3 binary64) a) c)))) (*.f64 #s(literal 3 binary64) a)) Initial program 27.0%
lift-/.f64N/A
clear-numN/A
lift-*.f64N/A
associate-/l*N/A
associate-/r*N/A
lower-/.f64N/A
metadata-evalN/A
lower-/.f6427.0
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6427.0
Applied rewrites27.0%
Taylor expanded in c around 0
lower-/.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
associate-/l*N/A
lower-*.f64N/A
lower-/.f64N/A
lower-*.f6494.0
Applied rewrites94.0%
Final simplification93.2%
(FPCore (a b c) :precision binary64 (if (<= (/ (- (sqrt (- (* b b) (* (* 3.0 a) c))) b) (* 3.0 a)) -1200.0) (* (/ (- (sqrt (fma (* c -3.0) a (* b b))) b) a) 0.3333333333333333) (/ 0.3333333333333333 (fma (/ b c) -0.6666666666666666 (* 0.5 (/ a b))))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - ((3.0 * a) * c))) - b) / (3.0 * a)) <= -1200.0) {
tmp = ((sqrt(fma((c * -3.0), a, (b * b))) - b) / a) * 0.3333333333333333;
} else {
tmp = 0.3333333333333333 / fma((b / c), -0.6666666666666666, (0.5 * (a / b)));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(Float64(3.0 * a) * c))) - b) / Float64(3.0 * a)) <= -1200.0) tmp = Float64(Float64(Float64(sqrt(fma(Float64(c * -3.0), a, Float64(b * b))) - b) / a) * 0.3333333333333333); else tmp = Float64(0.3333333333333333 / fma(Float64(b / c), -0.6666666666666666, Float64(0.5 * Float64(a / b)))); end return tmp end
code[a_, b_, c_] := If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(3.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], -1200.0], N[(N[(N[(N[Sqrt[N[(N[(c * -3.0), $MachinePrecision] * a + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / a), $MachinePrecision] * 0.3333333333333333), $MachinePrecision], N[(0.3333333333333333 / N[(N[(b / c), $MachinePrecision] * -0.6666666666666666 + N[(0.5 * N[(a / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c} - b}{3 \cdot a} \leq -1200:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(c \cdot -3, a, b \cdot b\right)} - b}{a} \cdot 0.3333333333333333\\
\mathbf{else}:\\
\;\;\;\;\frac{0.3333333333333333}{\mathsf{fma}\left(\frac{b}{c}, -0.6666666666666666, 0.5 \cdot \frac{a}{b}\right)}\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 #s(literal 3 binary64) a) c)))) (*.f64 #s(literal 3 binary64) a)) < -1200Initial program 81.7%
lift-/.f64N/A
lift-*.f64N/A
associate-/l/N/A
div-invN/A
lower-*.f64N/A
Applied rewrites81.8%
if -1200 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 #s(literal 3 binary64) a) c)))) (*.f64 #s(literal 3 binary64) a)) Initial program 27.0%
lift-/.f64N/A
clear-numN/A
lift-*.f64N/A
associate-/l*N/A
associate-/r*N/A
lower-/.f64N/A
metadata-evalN/A
lower-/.f6427.0
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6427.0
Applied rewrites27.0%
lift--.f64N/A
flip--N/A
lift-sqrt.f64N/A
lift-sqrt.f64N/A
rem-square-sqrtN/A
lift-*.f64N/A
div-subN/A
lower--.f64N/A
lower-/.f64N/A
lower-+.f64N/A
lower-/.f64N/A
Applied rewrites27.4%
Taylor expanded in a around 0
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-/.f6494.0
Applied rewrites94.0%
Final simplification93.2%
(FPCore (a b c) :precision binary64 (if (<= (/ (- (sqrt (- (* b b) (* (* 3.0 a) c))) b) (* 3.0 a)) -1200.0) (* (- (sqrt (fma (* c -3.0) a (* b b))) b) (/ 0.3333333333333333 a)) (/ 0.3333333333333333 (fma (/ b c) -0.6666666666666666 (* 0.5 (/ a b))))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - ((3.0 * a) * c))) - b) / (3.0 * a)) <= -1200.0) {
tmp = (sqrt(fma((c * -3.0), a, (b * b))) - b) * (0.3333333333333333 / a);
} else {
tmp = 0.3333333333333333 / fma((b / c), -0.6666666666666666, (0.5 * (a / b)));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(Float64(3.0 * a) * c))) - b) / Float64(3.0 * a)) <= -1200.0) tmp = Float64(Float64(sqrt(fma(Float64(c * -3.0), a, Float64(b * b))) - b) * Float64(0.3333333333333333 / a)); else tmp = Float64(0.3333333333333333 / fma(Float64(b / c), -0.6666666666666666, Float64(0.5 * Float64(a / b)))); end return tmp end
code[a_, b_, c_] := If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(3.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], -1200.0], N[(N[(N[Sqrt[N[(N[(c * -3.0), $MachinePrecision] * a + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] * N[(0.3333333333333333 / a), $MachinePrecision]), $MachinePrecision], N[(0.3333333333333333 / N[(N[(b / c), $MachinePrecision] * -0.6666666666666666 + N[(0.5 * N[(a / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c} - b}{3 \cdot a} \leq -1200:\\
\;\;\;\;\left(\sqrt{\mathsf{fma}\left(c \cdot -3, a, b \cdot b\right)} - b\right) \cdot \frac{0.3333333333333333}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{0.3333333333333333}{\mathsf{fma}\left(\frac{b}{c}, -0.6666666666666666, 0.5 \cdot \frac{a}{b}\right)}\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 #s(literal 3 binary64) a) c)))) (*.f64 #s(literal 3 binary64) a)) < -1200Initial program 81.7%
lift-/.f64N/A
clear-numN/A
associate-/r/N/A
lower-*.f64N/A
lift-*.f64N/A
associate-/r*N/A
lower-/.f64N/A
metadata-eval81.7
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6481.7
Applied rewrites81.8%
if -1200 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 #s(literal 3 binary64) a) c)))) (*.f64 #s(literal 3 binary64) a)) Initial program 27.0%
lift-/.f64N/A
clear-numN/A
lift-*.f64N/A
associate-/l*N/A
associate-/r*N/A
lower-/.f64N/A
metadata-evalN/A
lower-/.f6427.0
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6427.0
Applied rewrites27.0%
lift--.f64N/A
flip--N/A
lift-sqrt.f64N/A
lift-sqrt.f64N/A
rem-square-sqrtN/A
lift-*.f64N/A
div-subN/A
lower--.f64N/A
lower-/.f64N/A
lower-+.f64N/A
lower-/.f64N/A
Applied rewrites27.4%
Taylor expanded in a around 0
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-/.f6494.0
Applied rewrites94.0%
Final simplification93.2%
(FPCore (a b c) :precision binary64 (/ (* (* a c) 3.0) (* (- (- b) (sqrt (fma (* c -3.0) a (* b b)))) (* 3.0 a))))
double code(double a, double b, double c) {
return ((a * c) * 3.0) / ((-b - sqrt(fma((c * -3.0), a, (b * b)))) * (3.0 * a));
}
function code(a, b, c) return Float64(Float64(Float64(a * c) * 3.0) / Float64(Float64(Float64(-b) - sqrt(fma(Float64(c * -3.0), a, Float64(b * b)))) * Float64(3.0 * a))) end
code[a_, b_, c_] := N[(N[(N[(a * c), $MachinePrecision] * 3.0), $MachinePrecision] / N[(N[((-b) - N[Sqrt[N[(N[(c * -3.0), $MachinePrecision] * a + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * N[(3.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\left(a \cdot c\right) \cdot 3}{\left(\left(-b\right) - \sqrt{\mathsf{fma}\left(c \cdot -3, a, b \cdot b\right)}\right) \cdot \left(3 \cdot a\right)}
\end{array}
Initial program 30.6%
lift-/.f64N/A
clear-numN/A
lift-*.f64N/A
associate-/l*N/A
associate-/r*N/A
lower-/.f64N/A
metadata-evalN/A
lower-/.f6430.6
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6430.6
Applied rewrites30.6%
Applied rewrites31.4%
Taylor expanded in c around 0
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6499.1
Applied rewrites99.1%
Final simplification99.1%
(FPCore (a b c) :precision binary64 (/ 0.3333333333333333 (fma (/ b c) -0.6666666666666666 (* 0.5 (/ a b)))))
double code(double a, double b, double c) {
return 0.3333333333333333 / fma((b / c), -0.6666666666666666, (0.5 * (a / b)));
}
function code(a, b, c) return Float64(0.3333333333333333 / fma(Float64(b / c), -0.6666666666666666, Float64(0.5 * Float64(a / b)))) end
code[a_, b_, c_] := N[(0.3333333333333333 / N[(N[(b / c), $MachinePrecision] * -0.6666666666666666 + N[(0.5 * N[(a / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{0.3333333333333333}{\mathsf{fma}\left(\frac{b}{c}, -0.6666666666666666, 0.5 \cdot \frac{a}{b}\right)}
\end{array}
Initial program 30.6%
lift-/.f64N/A
clear-numN/A
lift-*.f64N/A
associate-/l*N/A
associate-/r*N/A
lower-/.f64N/A
metadata-evalN/A
lower-/.f6430.6
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6430.6
Applied rewrites30.6%
lift--.f64N/A
flip--N/A
lift-sqrt.f64N/A
lift-sqrt.f64N/A
rem-square-sqrtN/A
lift-*.f64N/A
div-subN/A
lower--.f64N/A
lower-/.f64N/A
lower-+.f64N/A
lower-/.f64N/A
Applied rewrites31.0%
Taylor expanded in a around 0
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-/.f6491.6
Applied rewrites91.6%
Final simplification91.6%
(FPCore (a b c) :precision binary64 (/ 0.3333333333333333 (fma (/ a b) 0.5 (* (/ b c) -0.6666666666666666))))
double code(double a, double b, double c) {
return 0.3333333333333333 / fma((a / b), 0.5, ((b / c) * -0.6666666666666666));
}
function code(a, b, c) return Float64(0.3333333333333333 / fma(Float64(a / b), 0.5, Float64(Float64(b / c) * -0.6666666666666666))) end
code[a_, b_, c_] := N[(0.3333333333333333 / N[(N[(a / b), $MachinePrecision] * 0.5 + N[(N[(b / c), $MachinePrecision] * -0.6666666666666666), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{0.3333333333333333}{\mathsf{fma}\left(\frac{a}{b}, 0.5, \frac{b}{c} \cdot -0.6666666666666666\right)}
\end{array}
Initial program 30.6%
lift-/.f64N/A
clear-numN/A
lift-*.f64N/A
associate-/l*N/A
associate-/r*N/A
lower-/.f64N/A
metadata-evalN/A
lower-/.f6430.6
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6430.6
Applied rewrites30.6%
Taylor expanded in a around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-/.f6491.6
Applied rewrites91.6%
(FPCore (a b c) :precision binary64 (* (/ c b) -0.5))
double code(double a, double b, double c) {
return (c / b) * -0.5;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = (c / b) * (-0.5d0)
end function
public static double code(double a, double b, double c) {
return (c / b) * -0.5;
}
def code(a, b, c): return (c / b) * -0.5
function code(a, b, c) return Float64(Float64(c / b) * -0.5) end
function tmp = code(a, b, c) tmp = (c / b) * -0.5; end
code[a_, b_, c_] := N[(N[(c / b), $MachinePrecision] * -0.5), $MachinePrecision]
\begin{array}{l}
\\
\frac{c}{b} \cdot -0.5
\end{array}
Initial program 30.6%
Taylor expanded in c around 0
*-commutativeN/A
lower-*.f64N/A
lower-/.f6482.0
Applied rewrites82.0%
(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 30.6%
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-/.f6491.3
Applied rewrites91.3%
Taylor expanded in c around 0
Applied rewrites81.8%
(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 30.6%
lift-/.f64N/A
clear-numN/A
lift-*.f64N/A
associate-/l*N/A
associate-/r*N/A
lower-/.f64N/A
metadata-evalN/A
lower-/.f6430.6
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6430.6
Applied rewrites30.6%
lift-/.f64N/A
lift-/.f64N/A
associate-/r/N/A
lift--.f64N/A
sub-negN/A
distribute-lft-inN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lower-neg.f6431.8
Applied rewrites31.8%
Taylor expanded in c around 0
distribute-rgt-outN/A
metadata-evalN/A
mul0-rgt3.2
Applied rewrites3.2%
herbie shell --seed 2024276
(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)))