
(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
(let* ((t_0 (+ b (sqrt (* (fma -3.0 c (* (/ b a) b)) a)))))
(if (<= b 0.0265)
(/ (+ (/ (* (- b) b) t_0) (/ (fma -3.0 (* a c) (* b b)) t_0)) (* 3.0 a))
(/
(fma
(* -0.5625 (* a a))
(* (/ (* c c) (* b b)) (/ c (* b b)))
(fma
a
(*
(* c c)
(-
(* -1.0546875 (/ (* (* a a) (* c c)) (pow b 6.0)))
(/ 0.375 (* b b))))
(* -0.5 c)))
b))))
double code(double a, double b, double c) {
double t_0 = b + sqrt((fma(-3.0, c, ((b / a) * b)) * a));
double tmp;
if (b <= 0.0265) {
tmp = (((-b * b) / t_0) + (fma(-3.0, (a * c), (b * b)) / t_0)) / (3.0 * a);
} else {
tmp = fma((-0.5625 * (a * a)), (((c * c) / (b * b)) * (c / (b * b))), fma(a, ((c * c) * ((-1.0546875 * (((a * a) * (c * c)) / pow(b, 6.0))) - (0.375 / (b * b)))), (-0.5 * c))) / b;
}
return tmp;
}
function code(a, b, c) t_0 = Float64(b + sqrt(Float64(fma(-3.0, c, Float64(Float64(b / a) * b)) * a))) tmp = 0.0 if (b <= 0.0265) tmp = Float64(Float64(Float64(Float64(Float64(-b) * b) / t_0) + Float64(fma(-3.0, Float64(a * c), Float64(b * b)) / t_0)) / Float64(3.0 * a)); else tmp = Float64(fma(Float64(-0.5625 * Float64(a * a)), Float64(Float64(Float64(c * c) / Float64(b * b)) * Float64(c / Float64(b * b))), fma(a, Float64(Float64(c * c) * Float64(Float64(-1.0546875 * Float64(Float64(Float64(a * a) * Float64(c * c)) / (b ^ 6.0))) - Float64(0.375 / Float64(b * b)))), Float64(-0.5 * c))) / b); end return tmp end
code[a_, b_, c_] := Block[{t$95$0 = N[(b + N[Sqrt[N[(N[(-3.0 * c + N[(N[(b / a), $MachinePrecision] * b), $MachinePrecision]), $MachinePrecision] * a), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, 0.0265], N[(N[(N[(N[((-b) * b), $MachinePrecision] / t$95$0), $MachinePrecision] + N[(N[(-3.0 * N[(a * c), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision]), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(N[(-0.5625 * N[(a * a), $MachinePrecision]), $MachinePrecision] * N[(N[(N[(c * c), $MachinePrecision] / N[(b * b), $MachinePrecision]), $MachinePrecision] * N[(c / N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(a * N[(N[(c * c), $MachinePrecision] * N[(N[(-1.0546875 * N[(N[(N[(a * a), $MachinePrecision] * N[(c * c), $MachinePrecision]), $MachinePrecision] / N[Power[b, 6.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(0.375 / N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-0.5 * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / b), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := b + \sqrt{\mathsf{fma}\left(-3, c, \frac{b}{a} \cdot b\right) \cdot a}\\
\mathbf{if}\;b \leq 0.0265:\\
\;\;\;\;\frac{\frac{\left(-b\right) \cdot b}{t\_0} + \frac{\mathsf{fma}\left(-3, a \cdot c, b \cdot b\right)}{t\_0}}{3 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(-0.5625 \cdot \left(a \cdot a\right), \frac{c \cdot c}{b \cdot b} \cdot \frac{c}{b \cdot b}, \mathsf{fma}\left(a, \left(c \cdot c\right) \cdot \left(-1.0546875 \cdot \frac{\left(a \cdot a\right) \cdot \left(c \cdot c\right)}{{b}^{6}} - \frac{0.375}{b \cdot b}\right), -0.5 \cdot c\right)\right)}{b}\\
\end{array}
\end{array}
if b < 0.0264999999999999993Initial program 86.9%
Taylor expanded in a around inf
*-commutativeN/A
lower-*.f64N/A
fp-cancel-sub-sign-invN/A
metadata-evalN/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
associate-/l*N/A
lower-*.f64N/A
lower-/.f6487.1
Applied rewrites87.1%
lift-+.f64N/A
flip-+N/A
Applied rewrites86.9%
Taylor expanded in a around 0
rem-square-sqrtN/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
rem-square-sqrtN/A
lower-*.f64N/A
unpow2N/A
lower-*.f6487.4
Applied rewrites87.4%
if 0.0264999999999999993 < b Initial program 48.9%
Taylor expanded in b around inf
Applied rewrites94.2%
Applied rewrites94.2%
Taylor expanded in a around 0
Applied rewrites94.3%
Taylor expanded in c around 0
Applied rewrites94.3%
Final simplification93.7%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (* (fma -3.0 c (* (/ b a) b)) a)))
(if (<= (/ (+ (- b) (sqrt (- (* b b) (* (* 3.0 a) c)))) (* 3.0 a)) -0.0125)
(/ (- (* b b) t_0) (* (+ b (sqrt t_0)) (- (* a 3.0))))
(/ (fma -0.375 (/ (* a (* c c)) (* b b)) (* -0.5 c)) b))))
double code(double a, double b, double c) {
double t_0 = fma(-3.0, c, ((b / a) * b)) * a;
double tmp;
if (((-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a)) <= -0.0125) {
tmp = ((b * b) - t_0) / ((b + sqrt(t_0)) * -(a * 3.0));
} else {
tmp = fma(-0.375, ((a * (c * c)) / (b * b)), (-0.5 * c)) / b;
}
return tmp;
}
function code(a, b, c) t_0 = Float64(fma(-3.0, c, Float64(Float64(b / a) * b)) * a) tmp = 0.0 if (Float64(Float64(Float64(-b) + sqrt(Float64(Float64(b * b) - Float64(Float64(3.0 * a) * c)))) / Float64(3.0 * a)) <= -0.0125) tmp = Float64(Float64(Float64(b * b) - t_0) / Float64(Float64(b + sqrt(t_0)) * Float64(-Float64(a * 3.0)))); else tmp = Float64(fma(-0.375, Float64(Float64(a * Float64(c * c)) / Float64(b * b)), Float64(-0.5 * c)) / b); end return tmp end
code[a_, b_, c_] := Block[{t$95$0 = N[(N[(-3.0 * c + N[(N[(b / a), $MachinePrecision] * b), $MachinePrecision]), $MachinePrecision] * a), $MachinePrecision]}, If[LessEqual[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], -0.0125], N[(N[(N[(b * b), $MachinePrecision] - t$95$0), $MachinePrecision] / N[(N[(b + N[Sqrt[t$95$0], $MachinePrecision]), $MachinePrecision] * (-N[(a * 3.0), $MachinePrecision])), $MachinePrecision]), $MachinePrecision], N[(N[(-0.375 * N[(N[(a * N[(c * c), $MachinePrecision]), $MachinePrecision] / N[(b * b), $MachinePrecision]), $MachinePrecision] + N[(-0.5 * c), $MachinePrecision]), $MachinePrecision] / b), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(-3, c, \frac{b}{a} \cdot b\right) \cdot a\\
\mathbf{if}\;\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a} \leq -0.0125:\\
\;\;\;\;\frac{b \cdot b - t\_0}{\left(b + \sqrt{t\_0}\right) \cdot \left(-a \cdot 3\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(-0.375, \frac{a \cdot \left(c \cdot c\right)}{b \cdot 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)) < -0.012500000000000001Initial program 79.7%
Taylor expanded in a around inf
*-commutativeN/A
lower-*.f64N/A
fp-cancel-sub-sign-invN/A
metadata-evalN/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
associate-/l*N/A
lower-*.f64N/A
lower-/.f6479.5
Applied rewrites79.5%
lift-/.f64N/A
lift-+.f64N/A
flip-+N/A
associate-/l/N/A
lower-/.f64N/A
Applied rewrites80.1%
if -0.012500000000000001 < (/.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 42.0%
Taylor expanded in b around inf
Applied rewrites96.7%
Applied rewrites96.7%
Taylor expanded in b around inf
lower-/.f64N/A
+-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
lower-*.f6491.5
Applied rewrites91.5%
Final simplification88.5%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (+ b (sqrt (* (fma -3.0 c (* (/ b a) b)) a)))))
(if (<= b 0.0265)
(/ (+ (/ (* (- b) b) t_0) (/ (fma -3.0 (* a c) (* b b)) t_0)) (* 3.0 a))
(/
(fma
(* -0.5625 (* a a))
(* (/ (* c c) (* b b)) (/ c (* b b)))
(fma a (/ (* -0.375 (* c c)) (* b b)) (* -0.5 c)))
b))))
double code(double a, double b, double c) {
double t_0 = b + sqrt((fma(-3.0, c, ((b / a) * b)) * a));
double tmp;
if (b <= 0.0265) {
tmp = (((-b * b) / t_0) + (fma(-3.0, (a * c), (b * b)) / t_0)) / (3.0 * a);
} else {
tmp = fma((-0.5625 * (a * a)), (((c * c) / (b * b)) * (c / (b * b))), fma(a, ((-0.375 * (c * c)) / (b * b)), (-0.5 * c))) / b;
}
return tmp;
}
function code(a, b, c) t_0 = Float64(b + sqrt(Float64(fma(-3.0, c, Float64(Float64(b / a) * b)) * a))) tmp = 0.0 if (b <= 0.0265) tmp = Float64(Float64(Float64(Float64(Float64(-b) * b) / t_0) + Float64(fma(-3.0, Float64(a * c), Float64(b * b)) / t_0)) / Float64(3.0 * a)); else tmp = Float64(fma(Float64(-0.5625 * Float64(a * a)), Float64(Float64(Float64(c * c) / Float64(b * b)) * Float64(c / Float64(b * b))), fma(a, Float64(Float64(-0.375 * Float64(c * c)) / Float64(b * b)), Float64(-0.5 * c))) / b); end return tmp end
code[a_, b_, c_] := Block[{t$95$0 = N[(b + N[Sqrt[N[(N[(-3.0 * c + N[(N[(b / a), $MachinePrecision] * b), $MachinePrecision]), $MachinePrecision] * a), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, 0.0265], N[(N[(N[(N[((-b) * b), $MachinePrecision] / t$95$0), $MachinePrecision] + N[(N[(-3.0 * N[(a * c), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision]), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(N[(-0.5625 * N[(a * a), $MachinePrecision]), $MachinePrecision] * N[(N[(N[(c * c), $MachinePrecision] / N[(b * b), $MachinePrecision]), $MachinePrecision] * N[(c / N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(a * N[(N[(-0.375 * N[(c * c), $MachinePrecision]), $MachinePrecision] / N[(b * b), $MachinePrecision]), $MachinePrecision] + N[(-0.5 * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / b), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := b + \sqrt{\mathsf{fma}\left(-3, c, \frac{b}{a} \cdot b\right) \cdot a}\\
\mathbf{if}\;b \leq 0.0265:\\
\;\;\;\;\frac{\frac{\left(-b\right) \cdot b}{t\_0} + \frac{\mathsf{fma}\left(-3, a \cdot c, b \cdot b\right)}{t\_0}}{3 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(-0.5625 \cdot \left(a \cdot a\right), \frac{c \cdot c}{b \cdot b} \cdot \frac{c}{b \cdot b}, \mathsf{fma}\left(a, \frac{-0.375 \cdot \left(c \cdot c\right)}{b \cdot b}, -0.5 \cdot c\right)\right)}{b}\\
\end{array}
\end{array}
if b < 0.0264999999999999993Initial program 86.9%
Taylor expanded in a around inf
*-commutativeN/A
lower-*.f64N/A
fp-cancel-sub-sign-invN/A
metadata-evalN/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
associate-/l*N/A
lower-*.f64N/A
lower-/.f6487.1
Applied rewrites87.1%
lift-+.f64N/A
flip-+N/A
Applied rewrites86.9%
Taylor expanded in a around 0
rem-square-sqrtN/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
rem-square-sqrtN/A
lower-*.f64N/A
unpow2N/A
lower-*.f6487.4
Applied rewrites87.4%
if 0.0264999999999999993 < b Initial program 48.9%
Taylor expanded in b around inf
Applied rewrites94.2%
Applied rewrites94.2%
Taylor expanded in a around 0
Applied rewrites94.3%
Taylor expanded in a around 0
Applied rewrites92.4%
Final simplification92.0%
(FPCore (a b c)
:precision binary64
(if (<= b 0.0265)
(/
(+ (- b) (sqrt (* (* (fma (/ (* a (/ c b)) b) -3.0 1.0) b) b)))
(* 3.0 a))
(/
(fma
(* -0.5625 (* a a))
(* (/ (* c c) (* b b)) (/ c (* b b)))
(fma a (/ (* -0.375 (* c c)) (* b b)) (* -0.5 c)))
b)))
double code(double a, double b, double c) {
double tmp;
if (b <= 0.0265) {
tmp = (-b + sqrt(((fma(((a * (c / b)) / b), -3.0, 1.0) * b) * b))) / (3.0 * a);
} else {
tmp = fma((-0.5625 * (a * a)), (((c * c) / (b * b)) * (c / (b * b))), fma(a, ((-0.375 * (c * c)) / (b * b)), (-0.5 * c))) / b;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 0.0265) tmp = Float64(Float64(Float64(-b) + sqrt(Float64(Float64(fma(Float64(Float64(a * Float64(c / b)) / b), -3.0, 1.0) * b) * b))) / Float64(3.0 * a)); else tmp = Float64(fma(Float64(-0.5625 * Float64(a * a)), Float64(Float64(Float64(c * c) / Float64(b * b)) * Float64(c / Float64(b * b))), fma(a, Float64(Float64(-0.375 * Float64(c * c)) / Float64(b * b)), Float64(-0.5 * c))) / b); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 0.0265], N[(N[((-b) + N[Sqrt[N[(N[(N[(N[(N[(a * N[(c / b), $MachinePrecision]), $MachinePrecision] / b), $MachinePrecision] * -3.0 + 1.0), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(N[(-0.5625 * N[(a * a), $MachinePrecision]), $MachinePrecision] * N[(N[(N[(c * c), $MachinePrecision] / N[(b * b), $MachinePrecision]), $MachinePrecision] * N[(c / N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(a * N[(N[(-0.375 * N[(c * c), $MachinePrecision]), $MachinePrecision] / N[(b * b), $MachinePrecision]), $MachinePrecision] + N[(-0.5 * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / b), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 0.0265:\\
\;\;\;\;\frac{\left(-b\right) + \sqrt{\left(\mathsf{fma}\left(\frac{a \cdot \frac{c}{b}}{b}, -3, 1\right) \cdot b\right) \cdot b}}{3 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(-0.5625 \cdot \left(a \cdot a\right), \frac{c \cdot c}{b \cdot b} \cdot \frac{c}{b \cdot b}, \mathsf{fma}\left(a, \frac{-0.375 \cdot \left(c \cdot c\right)}{b \cdot b}, -0.5 \cdot c\right)\right)}{b}\\
\end{array}
\end{array}
if b < 0.0264999999999999993Initial program 86.9%
Taylor expanded in b around inf
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
associate-/r*N/A
lower-/.f64N/A
associate-/l*N/A
lower-*.f64N/A
lower-/.f6487.2
Applied rewrites87.2%
if 0.0264999999999999993 < b Initial program 48.9%
Taylor expanded in b around inf
Applied rewrites94.2%
Applied rewrites94.2%
Taylor expanded in a around 0
Applied rewrites94.3%
Taylor expanded in a around 0
Applied rewrites92.4%
(FPCore (a b c) :precision binary64 (if (<= (/ (+ (- b) (sqrt (- (* b b) (* (* 3.0 a) c)))) (* 3.0 a)) -0.0125) (/ (+ (- b) (sqrt (fma b b (* (* -3.0 a) c)))) (* 3.0 a)) (/ (fma -0.375 (/ (* a (* c c)) (* b b)) (* -0.5 c)) b)))
double code(double a, double b, double c) {
double tmp;
if (((-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a)) <= -0.0125) {
tmp = (-b + sqrt(fma(b, b, ((-3.0 * a) * c)))) / (3.0 * a);
} else {
tmp = fma(-0.375, ((a * (c * c)) / (b * b)), (-0.5 * c)) / b;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (Float64(Float64(Float64(-b) + sqrt(Float64(Float64(b * b) - Float64(Float64(3.0 * a) * c)))) / Float64(3.0 * a)) <= -0.0125) tmp = Float64(Float64(Float64(-b) + sqrt(fma(b, b, Float64(Float64(-3.0 * a) * c)))) / Float64(3.0 * a)); else tmp = Float64(fma(-0.375, Float64(Float64(a * Float64(c * c)) / Float64(b * b)), Float64(-0.5 * c)) / b); end return tmp end
code[a_, b_, c_] := If[LessEqual[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], -0.0125], N[(N[((-b) + N[Sqrt[N[(b * b + N[(N[(-3.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(-0.375 * N[(N[(a * N[(c * c), $MachinePrecision]), $MachinePrecision] / N[(b * b), $MachinePrecision]), $MachinePrecision] + N[(-0.5 * c), $MachinePrecision]), $MachinePrecision] / b), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a} \leq -0.0125:\\
\;\;\;\;\frac{\left(-b\right) + \sqrt{\mathsf{fma}\left(b, b, \left(-3 \cdot a\right) \cdot c\right)}}{3 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(-0.375, \frac{a \cdot \left(c \cdot c\right)}{b \cdot 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)) < -0.012500000000000001Initial program 79.7%
lift--.f64N/A
lift-*.f64N/A
fp-cancel-sub-sign-invN/A
lift-*.f64N/A
lower-fma.f64N/A
lower-*.f64N/A
lift-*.f64N/A
distribute-lft-neg-inN/A
lower-*.f64N/A
metadata-eval80.0
Applied rewrites80.0%
if -0.012500000000000001 < (/.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 42.0%
Taylor expanded in b around inf
Applied rewrites96.7%
Applied rewrites96.7%
Taylor expanded in b around inf
lower-/.f64N/A
+-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
lower-*.f6491.5
Applied rewrites91.5%
(FPCore (a b c) :precision binary64 (if (<= (/ (+ (- b) (sqrt (- (* b b) (* (* 3.0 a) c)))) (* 3.0 a)) -0.0125) (/ (+ (- b) (sqrt (fma b b (* (* -3.0 a) c)))) (* 3.0 a)) (* (fma (* (/ a (* (* b b) b)) -0.375) c (/ -0.5 b)) c)))
double code(double a, double b, double c) {
double tmp;
if (((-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a)) <= -0.0125) {
tmp = (-b + sqrt(fma(b, b, ((-3.0 * a) * c)))) / (3.0 * a);
} else {
tmp = fma(((a / ((b * b) * b)) * -0.375), c, (-0.5 / b)) * c;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (Float64(Float64(Float64(-b) + sqrt(Float64(Float64(b * b) - Float64(Float64(3.0 * a) * c)))) / Float64(3.0 * a)) <= -0.0125) tmp = Float64(Float64(Float64(-b) + sqrt(fma(b, b, Float64(Float64(-3.0 * a) * c)))) / Float64(3.0 * a)); else tmp = Float64(fma(Float64(Float64(a / Float64(Float64(b * b) * b)) * -0.375), c, Float64(-0.5 / b)) * c); end return tmp end
code[a_, b_, c_] := If[LessEqual[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], -0.0125], N[(N[((-b) + N[Sqrt[N[(b * b + N[(N[(-3.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(a / N[(N[(b * b), $MachinePrecision] * b), $MachinePrecision]), $MachinePrecision] * -0.375), $MachinePrecision] * c + N[(-0.5 / b), $MachinePrecision]), $MachinePrecision] * c), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a} \leq -0.0125:\\
\;\;\;\;\frac{\left(-b\right) + \sqrt{\mathsf{fma}\left(b, b, \left(-3 \cdot a\right) \cdot c\right)}}{3 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\frac{a}{\left(b \cdot b\right) \cdot b} \cdot -0.375, c, \frac{-0.5}{b}\right) \cdot 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)) < -0.012500000000000001Initial program 79.7%
lift--.f64N/A
lift-*.f64N/A
fp-cancel-sub-sign-invN/A
lift-*.f64N/A
lower-fma.f64N/A
lower-*.f64N/A
lift-*.f64N/A
distribute-lft-neg-inN/A
lower-*.f64N/A
metadata-eval80.0
Applied rewrites80.0%
if -0.012500000000000001 < (/.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 42.0%
Taylor expanded in c around 0
*-commutativeN/A
fp-cancel-sub-sign-invN/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
metadata-evalN/A
associate-*r/N/A
metadata-evalN/A
lower-/.f6491.3
Applied rewrites91.3%
Applied rewrites91.3%
(FPCore (a b c) :precision binary64 (if (<= (/ (+ (- b) (sqrt (- (* b b) (* (* 3.0 a) c)))) (* 3.0 a)) -0.0125) (/ (+ (- b) (sqrt (fma b b (* (* -3.0 a) c)))) (* 3.0 a)) (/ (* c (- (* -0.375 (* a (/ c (* b b)))) 0.5)) b)))
double code(double a, double b, double c) {
double tmp;
if (((-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a)) <= -0.0125) {
tmp = (-b + sqrt(fma(b, b, ((-3.0 * a) * c)))) / (3.0 * a);
} else {
tmp = (c * ((-0.375 * (a * (c / (b * b)))) - 0.5)) / b;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (Float64(Float64(Float64(-b) + sqrt(Float64(Float64(b * b) - Float64(Float64(3.0 * a) * c)))) / Float64(3.0 * a)) <= -0.0125) tmp = Float64(Float64(Float64(-b) + sqrt(fma(b, b, Float64(Float64(-3.0 * a) * c)))) / Float64(3.0 * a)); else tmp = Float64(Float64(c * Float64(Float64(-0.375 * Float64(a * Float64(c / Float64(b * b)))) - 0.5)) / b); end return tmp end
code[a_, b_, c_] := If[LessEqual[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], -0.0125], N[(N[((-b) + N[Sqrt[N[(b * b + N[(N[(-3.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(c * N[(N[(-0.375 * N[(a * N[(c / N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 0.5), $MachinePrecision]), $MachinePrecision] / b), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a} \leq -0.0125:\\
\;\;\;\;\frac{\left(-b\right) + \sqrt{\mathsf{fma}\left(b, b, \left(-3 \cdot a\right) \cdot c\right)}}{3 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot \left(-0.375 \cdot \left(a \cdot \frac{c}{b \cdot b}\right) - 0.5\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)) < -0.012500000000000001Initial program 79.7%
lift--.f64N/A
lift-*.f64N/A
fp-cancel-sub-sign-invN/A
lift-*.f64N/A
lower-fma.f64N/A
lower-*.f64N/A
lift-*.f64N/A
distribute-lft-neg-inN/A
lower-*.f64N/A
metadata-eval80.0
Applied rewrites80.0%
if -0.012500000000000001 < (/.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 42.0%
Taylor expanded in b around inf
Applied rewrites96.7%
Applied rewrites96.7%
Taylor expanded in c around 0
Applied rewrites91.3%
(FPCore (a b c) :precision binary64 (* (/ (fma 0.375 (* a (/ c (* b b))) 0.5) (- b)) c))
double code(double a, double b, double c) {
return (fma(0.375, (a * (c / (b * b))), 0.5) / -b) * c;
}
function code(a, b, c) return Float64(Float64(fma(0.375, Float64(a * Float64(c / Float64(b * b))), 0.5) / Float64(-b)) * c) end
code[a_, b_, c_] := N[(N[(N[(0.375 * N[(a * N[(c / N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + 0.5), $MachinePrecision] / (-b)), $MachinePrecision] * c), $MachinePrecision]
\begin{array}{l}
\\
\frac{\mathsf{fma}\left(0.375, a \cdot \frac{c}{b \cdot b}, 0.5\right)}{-b} \cdot c
\end{array}
Initial program 51.9%
Taylor expanded in c around 0
*-commutativeN/A
fp-cancel-sub-sign-invN/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
metadata-evalN/A
associate-*r/N/A
metadata-evalN/A
lower-/.f6483.5
Applied rewrites83.5%
Taylor expanded in a around 0
Applied rewrites67.0%
Taylor expanded in b around -inf
Applied rewrites83.5%
Final simplification83.5%
(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 51.9%
Taylor expanded in a around 0
*-commutativeN/A
lower-*.f64N/A
lower-/.f6467.1
Applied rewrites67.1%
(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 51.9%
Taylor expanded in c around 0
*-commutativeN/A
fp-cancel-sub-sign-invN/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
metadata-evalN/A
associate-*r/N/A
metadata-evalN/A
lower-/.f6483.5
Applied rewrites83.5%
Taylor expanded in a around 0
Applied rewrites67.0%
herbie shell --seed 2024339
(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)))