
(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 9 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
(let* ((t_0 (* b (* b b))))
(if (<= (/ (- (sqrt (- (* b b) (* (* 3.0 a) c))) b) (* 3.0 a)) -30.0)
(/ (- (sqrt (* b (fma b (* -3.0 (* a (/ c (* b b)))) b))) b) (* 3.0 a))
(fma
(/ c b)
-0.5
(*
a
(fma
a
(fma
c
(/ (* c (* c -0.5625)) (* (* b b) t_0))
(/ (* c (* (* c c) (* c (* a -1.0546875)))) (* b (* t_0 t_0))))
(/ (* c (* c -0.375)) t_0)))))))
double code(double a, double b, double c) {
double t_0 = b * (b * b);
double tmp;
if (((sqrt(((b * b) - ((3.0 * a) * c))) - b) / (3.0 * a)) <= -30.0) {
tmp = (sqrt((b * fma(b, (-3.0 * (a * (c / (b * b)))), b))) - b) / (3.0 * a);
} else {
tmp = fma((c / b), -0.5, (a * fma(a, fma(c, ((c * (c * -0.5625)) / ((b * b) * t_0)), ((c * ((c * c) * (c * (a * -1.0546875)))) / (b * (t_0 * t_0)))), ((c * (c * -0.375)) / t_0))));
}
return tmp;
}
function code(a, b, c) t_0 = Float64(b * Float64(b * b)) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(Float64(3.0 * a) * c))) - b) / Float64(3.0 * a)) <= -30.0) tmp = Float64(Float64(sqrt(Float64(b * fma(b, Float64(-3.0 * Float64(a * Float64(c / Float64(b * b)))), b))) - b) / Float64(3.0 * a)); else tmp = fma(Float64(c / b), -0.5, Float64(a * fma(a, fma(c, Float64(Float64(c * Float64(c * -0.5625)) / Float64(Float64(b * b) * t_0)), Float64(Float64(c * Float64(Float64(c * c) * Float64(c * Float64(a * -1.0546875)))) / Float64(b * Float64(t_0 * t_0)))), Float64(Float64(c * Float64(c * -0.375)) / t_0)))); end return tmp end
code[a_, b_, c_] := Block[{t$95$0 = N[(b * N[(b * b), $MachinePrecision]), $MachinePrecision]}, 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], -30.0], N[(N[(N[Sqrt[N[(b * N[(b * N[(-3.0 * N[(a * N[(c / N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(c / b), $MachinePrecision] * -0.5 + N[(a * N[(a * N[(c * N[(N[(c * N[(c * -0.5625), $MachinePrecision]), $MachinePrecision] / N[(N[(b * b), $MachinePrecision] * t$95$0), $MachinePrecision]), $MachinePrecision] + N[(N[(c * N[(N[(c * c), $MachinePrecision] * N[(c * N[(a * -1.0546875), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(b * N[(t$95$0 * t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(c * N[(c * -0.375), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := b \cdot \left(b \cdot b\right)\\
\mathbf{if}\;\frac{\sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c} - b}{3 \cdot a} \leq -30:\\
\;\;\;\;\frac{\sqrt{b \cdot \mathsf{fma}\left(b, -3 \cdot \left(a \cdot \frac{c}{b \cdot b}\right), b\right)} - b}{3 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\frac{c}{b}, -0.5, a \cdot \mathsf{fma}\left(a, \mathsf{fma}\left(c, \frac{c \cdot \left(c \cdot -0.5625\right)}{\left(b \cdot b\right) \cdot t\_0}, \frac{c \cdot \left(\left(c \cdot c\right) \cdot \left(c \cdot \left(a \cdot -1.0546875\right)\right)\right)}{b \cdot \left(t\_0 \cdot t\_0\right)}\right), \frac{c \cdot \left(c \cdot -0.375\right)}{t\_0}\right)\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)) < -30Initial program 87.7%
Taylor expanded in b around inf
unpow2N/A
associate-*l*N/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f64N/A
lower-*.f64N/A
associate-/l*N/A
lower-*.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f6487.8
Applied rewrites87.8%
if -30 < (/.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 51.9%
Taylor expanded in a around 0
Applied rewrites93.8%
Applied rewrites93.8%
Applied rewrites93.8%
Applied rewrites93.8%
Final simplification93.2%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (* b (* b b))))
(if (<= (/ (- (sqrt (- (* b b) (* (* 3.0 a) c))) b) (* 3.0 a)) -30.0)
(/ (- (sqrt (* b (fma b (* -3.0 (* a (/ c (* b b)))) b))) b) (* 3.0 a))
(fma
(/ -0.5 b)
c
(*
a
(fma
a
(fma
c
(/ (* c (* c -0.5625)) (* (* b b) t_0))
(/ (* c (* (* c c) (* c (* a -1.0546875)))) (* b (* t_0 t_0))))
(/ (* c (* c -0.375)) t_0)))))))
double code(double a, double b, double c) {
double t_0 = b * (b * b);
double tmp;
if (((sqrt(((b * b) - ((3.0 * a) * c))) - b) / (3.0 * a)) <= -30.0) {
tmp = (sqrt((b * fma(b, (-3.0 * (a * (c / (b * b)))), b))) - b) / (3.0 * a);
} else {
tmp = fma((-0.5 / b), c, (a * fma(a, fma(c, ((c * (c * -0.5625)) / ((b * b) * t_0)), ((c * ((c * c) * (c * (a * -1.0546875)))) / (b * (t_0 * t_0)))), ((c * (c * -0.375)) / t_0))));
}
return tmp;
}
function code(a, b, c) t_0 = Float64(b * Float64(b * b)) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(Float64(3.0 * a) * c))) - b) / Float64(3.0 * a)) <= -30.0) tmp = Float64(Float64(sqrt(Float64(b * fma(b, Float64(-3.0 * Float64(a * Float64(c / Float64(b * b)))), b))) - b) / Float64(3.0 * a)); else tmp = fma(Float64(-0.5 / b), c, Float64(a * fma(a, fma(c, Float64(Float64(c * Float64(c * -0.5625)) / Float64(Float64(b * b) * t_0)), Float64(Float64(c * Float64(Float64(c * c) * Float64(c * Float64(a * -1.0546875)))) / Float64(b * Float64(t_0 * t_0)))), Float64(Float64(c * Float64(c * -0.375)) / t_0)))); end return tmp end
code[a_, b_, c_] := Block[{t$95$0 = N[(b * N[(b * b), $MachinePrecision]), $MachinePrecision]}, 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], -30.0], N[(N[(N[Sqrt[N[(b * N[(b * N[(-3.0 * N[(a * N[(c / N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(-0.5 / b), $MachinePrecision] * c + N[(a * N[(a * N[(c * N[(N[(c * N[(c * -0.5625), $MachinePrecision]), $MachinePrecision] / N[(N[(b * b), $MachinePrecision] * t$95$0), $MachinePrecision]), $MachinePrecision] + N[(N[(c * N[(N[(c * c), $MachinePrecision] * N[(c * N[(a * -1.0546875), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(b * N[(t$95$0 * t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(c * N[(c * -0.375), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := b \cdot \left(b \cdot b\right)\\
\mathbf{if}\;\frac{\sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c} - b}{3 \cdot a} \leq -30:\\
\;\;\;\;\frac{\sqrt{b \cdot \mathsf{fma}\left(b, -3 \cdot \left(a \cdot \frac{c}{b \cdot b}\right), b\right)} - b}{3 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\frac{-0.5}{b}, c, a \cdot \mathsf{fma}\left(a, \mathsf{fma}\left(c, \frac{c \cdot \left(c \cdot -0.5625\right)}{\left(b \cdot b\right) \cdot t\_0}, \frac{c \cdot \left(\left(c \cdot c\right) \cdot \left(c \cdot \left(a \cdot -1.0546875\right)\right)\right)}{b \cdot \left(t\_0 \cdot t\_0\right)}\right), \frac{c \cdot \left(c \cdot -0.375\right)}{t\_0}\right)\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)) < -30Initial program 87.7%
Taylor expanded in b around inf
unpow2N/A
associate-*l*N/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f64N/A
lower-*.f64N/A
associate-/l*N/A
lower-*.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f6487.8
Applied rewrites87.8%
if -30 < (/.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 51.9%
Taylor expanded in a around 0
Applied rewrites93.8%
Applied rewrites93.8%
Applied rewrites93.8%
Applied rewrites93.7%
Final simplification93.1%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (fma a (* c -3.0) (* b b))) (t_1 (+ b (sqrt t_0))))
(if (<= (/ (- (sqrt (- (* b b) (* (* 3.0 a) c))) b) (* 3.0 a)) -10.0)
(/ (- (/ t_0 t_1) (/ (* b b) t_1)) (* 3.0 a))
(fma
a
(/
(fma c (* c -0.375) (/ (* -0.5625 (* a (* c (* c c)))) (* b b)))
(* b (* b b)))
(* (/ c b) -0.5)))))
double code(double a, double b, double c) {
double t_0 = fma(a, (c * -3.0), (b * b));
double t_1 = b + sqrt(t_0);
double tmp;
if (((sqrt(((b * b) - ((3.0 * a) * c))) - b) / (3.0 * a)) <= -10.0) {
tmp = ((t_0 / t_1) - ((b * b) / t_1)) / (3.0 * a);
} else {
tmp = fma(a, (fma(c, (c * -0.375), ((-0.5625 * (a * (c * (c * c)))) / (b * b))) / (b * (b * b))), ((c / b) * -0.5));
}
return tmp;
}
function code(a, b, c) t_0 = fma(a, Float64(c * -3.0), Float64(b * b)) t_1 = Float64(b + sqrt(t_0)) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(Float64(3.0 * a) * c))) - b) / Float64(3.0 * a)) <= -10.0) tmp = Float64(Float64(Float64(t_0 / t_1) - Float64(Float64(b * b) / t_1)) / Float64(3.0 * a)); else tmp = fma(a, Float64(fma(c, Float64(c * -0.375), Float64(Float64(-0.5625 * Float64(a * Float64(c * Float64(c * c)))) / Float64(b * b))) / Float64(b * Float64(b * b))), Float64(Float64(c / b) * -0.5)); end return tmp end
code[a_, b_, c_] := Block[{t$95$0 = N[(a * N[(c * -3.0), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(b + N[Sqrt[t$95$0], $MachinePrecision]), $MachinePrecision]}, 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], -10.0], N[(N[(N[(t$95$0 / t$95$1), $MachinePrecision] - N[(N[(b * b), $MachinePrecision] / t$95$1), $MachinePrecision]), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], N[(a * N[(N[(c * N[(c * -0.375), $MachinePrecision] + N[(N[(-0.5625 * N[(a * N[(c * N[(c * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(b * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(c / b), $MachinePrecision] * -0.5), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)\\
t_1 := b + \sqrt{t\_0}\\
\mathbf{if}\;\frac{\sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c} - b}{3 \cdot a} \leq -10:\\
\;\;\;\;\frac{\frac{t\_0}{t\_1} - \frac{b \cdot b}{t\_1}}{3 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(a, \frac{\mathsf{fma}\left(c, c \cdot -0.375, \frac{-0.5625 \cdot \left(a \cdot \left(c \cdot \left(c \cdot c\right)\right)\right)}{b \cdot b}\right)}{b \cdot \left(b \cdot b\right)}, \frac{c}{b} \cdot -0.5\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)) < -10Initial program 87.4%
Applied rewrites87.5%
if -10 < (/.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 51.6%
Taylor expanded in a around 0
Applied rewrites93.9%
Taylor expanded in b around inf
Applied rewrites90.9%
Final simplification90.6%
(FPCore (a b c)
:precision binary64
(if (<= (/ (- (sqrt (- (* b b) (* (* 3.0 a) c))) b) (* 3.0 a)) -10.0)
(/ (- (sqrt (* b (fma b (* -3.0 (* a (/ c (* b b)))) b))) b) (* 3.0 a))
(fma
a
(/
(fma c (* c -0.375) (/ (* -0.5625 (* a (* c (* c c)))) (* b b)))
(* b (* b b)))
(* (/ c b) -0.5))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - ((3.0 * a) * c))) - b) / (3.0 * a)) <= -10.0) {
tmp = (sqrt((b * fma(b, (-3.0 * (a * (c / (b * b)))), b))) - b) / (3.0 * a);
} else {
tmp = fma(a, (fma(c, (c * -0.375), ((-0.5625 * (a * (c * (c * c)))) / (b * b))) / (b * (b * b))), ((c / b) * -0.5));
}
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)) <= -10.0) tmp = Float64(Float64(sqrt(Float64(b * fma(b, Float64(-3.0 * Float64(a * Float64(c / Float64(b * b)))), b))) - b) / Float64(3.0 * a)); else tmp = fma(a, Float64(fma(c, Float64(c * -0.375), Float64(Float64(-0.5625 * Float64(a * Float64(c * Float64(c * c)))) / Float64(b * b))) / Float64(b * Float64(b * b))), Float64(Float64(c / b) * -0.5)); 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], -10.0], N[(N[(N[Sqrt[N[(b * N[(b * N[(-3.0 * N[(a * N[(c / N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], N[(a * N[(N[(c * N[(c * -0.375), $MachinePrecision] + N[(N[(-0.5625 * N[(a * N[(c * N[(c * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(b * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(c / b), $MachinePrecision] * -0.5), $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 -10:\\
\;\;\;\;\frac{\sqrt{b \cdot \mathsf{fma}\left(b, -3 \cdot \left(a \cdot \frac{c}{b \cdot b}\right), b\right)} - b}{3 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(a, \frac{\mathsf{fma}\left(c, c \cdot -0.375, \frac{-0.5625 \cdot \left(a \cdot \left(c \cdot \left(c \cdot c\right)\right)\right)}{b \cdot b}\right)}{b \cdot \left(b \cdot b\right)}, \frac{c}{b} \cdot -0.5\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)) < -10Initial program 87.4%
Taylor expanded in b around inf
unpow2N/A
associate-*l*N/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f64N/A
lower-*.f64N/A
associate-/l*N/A
lower-*.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f6487.4
Applied rewrites87.4%
if -10 < (/.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 51.6%
Taylor expanded in a around 0
Applied rewrites93.9%
Taylor expanded in b around inf
Applied rewrites90.9%
Final simplification90.6%
(FPCore (a b c) :precision binary64 (if (<= b 255.0) (/ (- (sqrt (fma b b (* a (* c -3.0)))) b) (* 3.0 a)) (/ (fma a (/ (* (* c c) -0.375) (* b b)) (* c -0.5)) b)))
double code(double a, double b, double c) {
double tmp;
if (b <= 255.0) {
tmp = (sqrt(fma(b, b, (a * (c * -3.0)))) - b) / (3.0 * a);
} else {
tmp = fma(a, (((c * c) * -0.375) / (b * b)), (c * -0.5)) / b;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 255.0) tmp = Float64(Float64(sqrt(fma(b, b, Float64(a * Float64(c * -3.0)))) - b) / Float64(3.0 * a)); else tmp = Float64(fma(a, Float64(Float64(Float64(c * c) * -0.375) / Float64(b * b)), Float64(c * -0.5)) / b); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 255.0], N[(N[(N[Sqrt[N[(b * b + N[(a * N[(c * -3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(a * N[(N[(N[(c * c), $MachinePrecision] * -0.375), $MachinePrecision] / N[(b * b), $MachinePrecision]), $MachinePrecision] + N[(c * -0.5), $MachinePrecision]), $MachinePrecision] / b), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 255:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, a \cdot \left(c \cdot -3\right)\right)} - b}{3 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(a, \frac{\left(c \cdot c\right) \cdot -0.375}{b \cdot b}, c \cdot -0.5\right)}{b}\\
\end{array}
\end{array}
if b < 255Initial program 77.0%
lift--.f64N/A
sub-negN/A
lift-*.f64N/A
lower-fma.f64N/A
lift-*.f64N/A
distribute-lft-neg-inN/A
lift-*.f64N/A
*-commutativeN/A
distribute-rgt-neg-inN/A
associate-*l*N/A
lower-*.f64N/A
lower-*.f64N/A
metadata-eval77.2
Applied rewrites77.2%
if 255 < b Initial program 42.2%
Taylor expanded in b around inf
lower-/.f64N/A
Applied rewrites92.5%
Final simplification86.7%
(FPCore (a b c) :precision binary64 (if (<= b 255.0) (/ (- (sqrt (fma b b (* a (* c -3.0)))) b) (* 3.0 a)) (/ (* c (fma a (* (/ c (* b b)) -0.375) -0.5)) b)))
double code(double a, double b, double c) {
double tmp;
if (b <= 255.0) {
tmp = (sqrt(fma(b, b, (a * (c * -3.0)))) - b) / (3.0 * a);
} else {
tmp = (c * fma(a, ((c / (b * b)) * -0.375), -0.5)) / b;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 255.0) tmp = Float64(Float64(sqrt(fma(b, b, Float64(a * Float64(c * -3.0)))) - b) / Float64(3.0 * a)); else tmp = Float64(Float64(c * fma(a, Float64(Float64(c / Float64(b * b)) * -0.375), -0.5)) / b); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 255.0], N[(N[(N[Sqrt[N[(b * b + N[(a * N[(c * -3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(c * N[(a * N[(N[(c / N[(b * b), $MachinePrecision]), $MachinePrecision] * -0.375), $MachinePrecision] + -0.5), $MachinePrecision]), $MachinePrecision] / b), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 255:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, a \cdot \left(c \cdot -3\right)\right)} - b}{3 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot \mathsf{fma}\left(a, \frac{c}{b \cdot b} \cdot -0.375, -0.5\right)}{b}\\
\end{array}
\end{array}
if b < 255Initial program 77.0%
lift--.f64N/A
sub-negN/A
lift-*.f64N/A
lower-fma.f64N/A
lift-*.f64N/A
distribute-lft-neg-inN/A
lift-*.f64N/A
*-commutativeN/A
distribute-rgt-neg-inN/A
associate-*l*N/A
lower-*.f64N/A
lower-*.f64N/A
metadata-eval77.2
Applied rewrites77.2%
if 255 < b Initial program 42.2%
Taylor expanded in b around inf
lower-/.f64N/A
Applied rewrites92.5%
Taylor expanded in c around 0
Applied rewrites92.4%
Final simplification86.6%
(FPCore (a b c) :precision binary64 (if (<= b 255.0) (* (/ -0.3333333333333333 a) (- b (sqrt (fma a (* c -3.0) (* b b))))) (/ (* c (fma a (* (/ c (* b b)) -0.375) -0.5)) b)))
double code(double a, double b, double c) {
double tmp;
if (b <= 255.0) {
tmp = (-0.3333333333333333 / a) * (b - sqrt(fma(a, (c * -3.0), (b * b))));
} else {
tmp = (c * fma(a, ((c / (b * b)) * -0.375), -0.5)) / b;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 255.0) tmp = Float64(Float64(-0.3333333333333333 / a) * Float64(b - sqrt(fma(a, Float64(c * -3.0), Float64(b * b))))); else tmp = Float64(Float64(c * fma(a, Float64(Float64(c / Float64(b * b)) * -0.375), -0.5)) / b); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 255.0], N[(N[(-0.3333333333333333 / a), $MachinePrecision] * N[(b - N[Sqrt[N[(a * N[(c * -3.0), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(c * N[(a * N[(N[(c / N[(b * b), $MachinePrecision]), $MachinePrecision] * -0.375), $MachinePrecision] + -0.5), $MachinePrecision]), $MachinePrecision] / b), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 255:\\
\;\;\;\;\frac{-0.3333333333333333}{a} \cdot \left(b - \sqrt{\mathsf{fma}\left(a, c \cdot -3, b \cdot b\right)}\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot \mathsf{fma}\left(a, \frac{c}{b \cdot b} \cdot -0.375, -0.5\right)}{b}\\
\end{array}
\end{array}
if b < 255Initial program 77.0%
Applied rewrites77.1%
if 255 < b Initial program 42.2%
Taylor expanded in b around inf
lower-/.f64N/A
Applied rewrites92.5%
Taylor expanded in c around 0
Applied rewrites92.4%
Final simplification86.6%
(FPCore (a b c) :precision binary64 (/ (* c (fma a (* (/ c (* b b)) -0.375) -0.5)) b))
double code(double a, double b, double c) {
return (c * fma(a, ((c / (b * b)) * -0.375), -0.5)) / b;
}
function code(a, b, c) return Float64(Float64(c * fma(a, Float64(Float64(c / Float64(b * b)) * -0.375), -0.5)) / b) end
code[a_, b_, c_] := N[(N[(c * N[(a * N[(N[(c / N[(b * b), $MachinePrecision]), $MachinePrecision] * -0.375), $MachinePrecision] + -0.5), $MachinePrecision]), $MachinePrecision] / b), $MachinePrecision]
\begin{array}{l}
\\
\frac{c \cdot \mathsf{fma}\left(a, \frac{c}{b \cdot b} \cdot -0.375, -0.5\right)}{b}
\end{array}
Initial program 55.4%
Taylor expanded in b around inf
lower-/.f64N/A
Applied rewrites81.8%
Taylor expanded in c around 0
Applied rewrites81.7%
(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 55.4%
Taylor expanded in b around inf
lower-*.f64N/A
lower-/.f6464.4
Applied rewrites64.4%
Final simplification64.4%
herbie shell --seed 2024232
(FPCore (a b c)
:name "Cubic critical, narrow range"
:precision binary64
:pre (and (and (and (< 1.0536712127723509e-8 a) (< a 94906265.62425156)) (and (< 1.0536712127723509e-8 b) (< b 94906265.62425156))) (and (< 1.0536712127723509e-8 c) (< c 94906265.62425156)))
(/ (+ (- b) (sqrt (- (* b b) (* (* 3.0 a) c)))) (* 3.0 a)))