
(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 11 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (a b c) :precision binary64 (/ (+ (- b) (sqrt (- (* b b) (* (* 3.0 a) c)))) (* 3.0 a)))
double code(double a, double b, double c) {
return (-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a);
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = (-b + sqrt(((b * b) - ((3.0d0 * a) * c)))) / (3.0d0 * a)
end function
public static double code(double a, double b, double c) {
return (-b + Math.sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a);
}
def code(a, b, c): return (-b + math.sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a)
function code(a, b, c) return Float64(Float64(Float64(-b) + sqrt(Float64(Float64(b * b) - Float64(Float64(3.0 * a) * c)))) / Float64(3.0 * a)) end
function tmp = code(a, b, c) tmp = (-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a); end
code[a_, b_, c_] := N[(N[((-b) + N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(3.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}
\end{array}
(FPCore (a b c)
:precision binary64
(fma
(/ c b)
-0.5
(*
(*
(pow b -7.0)
(fma
(* (* (fma (* c a) -0.5625 (* (* b b) -0.375)) c) c)
(* b b)
(* (* (* a a) -1.0546875) (pow c 4.0))))
a)))
double code(double a, double b, double c) {
return fma((c / b), -0.5, ((pow(b, -7.0) * fma(((fma((c * a), -0.5625, ((b * b) * -0.375)) * c) * c), (b * b), (((a * a) * -1.0546875) * pow(c, 4.0)))) * a));
}
function code(a, b, c) return fma(Float64(c / b), -0.5, Float64(Float64((b ^ -7.0) * fma(Float64(Float64(fma(Float64(c * a), -0.5625, Float64(Float64(b * b) * -0.375)) * c) * c), Float64(b * b), Float64(Float64(Float64(a * a) * -1.0546875) * (c ^ 4.0)))) * a)) end
code[a_, b_, c_] := N[(N[(c / b), $MachinePrecision] * -0.5 + N[(N[(N[Power[b, -7.0], $MachinePrecision] * N[(N[(N[(N[(N[(c * a), $MachinePrecision] * -0.5625 + N[(N[(b * b), $MachinePrecision] * -0.375), $MachinePrecision]), $MachinePrecision] * c), $MachinePrecision] * c), $MachinePrecision] * N[(b * b), $MachinePrecision] + N[(N[(N[(a * a), $MachinePrecision] * -1.0546875), $MachinePrecision] * N[Power[c, 4.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(\frac{c}{b}, -0.5, \left({b}^{-7} \cdot \mathsf{fma}\left(\left(\mathsf{fma}\left(c \cdot a, -0.5625, \left(b \cdot b\right) \cdot -0.375\right) \cdot c\right) \cdot c, b \cdot b, \left(\left(a \cdot a\right) \cdot -1.0546875\right) \cdot {c}^{4}\right)\right) \cdot a\right)
\end{array}
Initial program 56.1%
Taylor expanded in a around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites92.8%
Taylor expanded in b around 0
Applied rewrites92.8%
Taylor expanded in c around 0
Applied rewrites92.8%
Applied rewrites92.8%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (fma (* -3.0 c) a (* b b))))
(if (<= (/ (+ (- b) (sqrt (- (* b b) (* (* 3.0 a) c)))) (* 3.0 a)) -0.001)
(/ (* (pow a -1.0) (pow (/ (+ (sqrt t_0) b) (- t_0 (* b b))) -1.0)) 3.0)
(pow (/ (fma (* a (/ c b)) 1.5 (* -2.0 b)) c) -1.0))))
double code(double a, double b, double c) {
double t_0 = fma((-3.0 * c), a, (b * b));
double tmp;
if (((-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a)) <= -0.001) {
tmp = (pow(a, -1.0) * pow(((sqrt(t_0) + b) / (t_0 - (b * b))), -1.0)) / 3.0;
} else {
tmp = pow((fma((a * (c / b)), 1.5, (-2.0 * b)) / c), -1.0);
}
return tmp;
}
function code(a, b, c) t_0 = fma(Float64(-3.0 * c), a, Float64(b * b)) tmp = 0.0 if (Float64(Float64(Float64(-b) + sqrt(Float64(Float64(b * b) - Float64(Float64(3.0 * a) * c)))) / Float64(3.0 * a)) <= -0.001) tmp = Float64(Float64((a ^ -1.0) * (Float64(Float64(sqrt(t_0) + b) / Float64(t_0 - Float64(b * b))) ^ -1.0)) / 3.0); else tmp = Float64(fma(Float64(a * Float64(c / b)), 1.5, Float64(-2.0 * b)) / c) ^ -1.0; end return tmp end
code[a_, b_, c_] := Block[{t$95$0 = N[(N[(-3.0 * c), $MachinePrecision] * a + N[(b * b), $MachinePrecision]), $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], -0.001], N[(N[(N[Power[a, -1.0], $MachinePrecision] * N[Power[N[(N[(N[Sqrt[t$95$0], $MachinePrecision] + b), $MachinePrecision] / N[(t$95$0 - N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], -1.0], $MachinePrecision]), $MachinePrecision] / 3.0), $MachinePrecision], N[Power[N[(N[(N[(a * N[(c / b), $MachinePrecision]), $MachinePrecision] * 1.5 + N[(-2.0 * b), $MachinePrecision]), $MachinePrecision] / c), $MachinePrecision], -1.0], $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(-3 \cdot c, a, b \cdot b\right)\\
\mathbf{if}\;\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a} \leq -0.001:\\
\;\;\;\;\frac{{a}^{-1} \cdot {\left(\frac{\sqrt{t\_0} + b}{t\_0 - b \cdot b}\right)}^{-1}}{3}\\
\mathbf{else}:\\
\;\;\;\;{\left(\frac{\mathsf{fma}\left(a \cdot \frac{c}{b}, 1.5, -2 \cdot b\right)}{c}\right)}^{-1}\\
\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)) < -1e-3Initial program 76.0%
lift-/.f64N/A
clear-numN/A
associate-/r/N/A
lift-*.f64N/A
associate-/l/N/A
inv-powN/A
associate-*l/N/A
lower-/.f64N/A
Applied rewrites75.9%
lift-pow.f64N/A
unpow-1N/A
lower-/.f6475.9
Applied rewrites75.9%
lift--.f64N/A
flip--N/A
clear-numN/A
lower-/.f64N/A
Applied rewrites77.6%
if -1e-3 < (/.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 45.3%
Taylor expanded in b around inf
lower-/.f64N/A
+-commutativeN/A
associate-*r/N/A
associate-*r*N/A
unpow2N/A
times-fracN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-*.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f64N/A
lower-*.f6490.9
Applied rewrites90.9%
Applied rewrites90.6%
Taylor expanded in c around 0
Applied rewrites91.2%
Final simplification86.4%
(FPCore (a b c)
:precision binary64
(fma
(/ -0.5 b)
c
(*
(*
(pow b -7.0)
(fma
(* (* (fma (* c a) -0.5625 (* (* b b) -0.375)) c) c)
(* b b)
(* (* (* a a) -1.0546875) (pow c 4.0))))
a)))
double code(double a, double b, double c) {
return fma((-0.5 / b), c, ((pow(b, -7.0) * fma(((fma((c * a), -0.5625, ((b * b) * -0.375)) * c) * c), (b * b), (((a * a) * -1.0546875) * pow(c, 4.0)))) * a));
}
function code(a, b, c) return fma(Float64(-0.5 / b), c, Float64(Float64((b ^ -7.0) * fma(Float64(Float64(fma(Float64(c * a), -0.5625, Float64(Float64(b * b) * -0.375)) * c) * c), Float64(b * b), Float64(Float64(Float64(a * a) * -1.0546875) * (c ^ 4.0)))) * a)) end
code[a_, b_, c_] := N[(N[(-0.5 / b), $MachinePrecision] * c + N[(N[(N[Power[b, -7.0], $MachinePrecision] * N[(N[(N[(N[(N[(c * a), $MachinePrecision] * -0.5625 + N[(N[(b * b), $MachinePrecision] * -0.375), $MachinePrecision]), $MachinePrecision] * c), $MachinePrecision] * c), $MachinePrecision] * N[(b * b), $MachinePrecision] + N[(N[(N[(a * a), $MachinePrecision] * -1.0546875), $MachinePrecision] * N[Power[c, 4.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(\frac{-0.5}{b}, c, \left({b}^{-7} \cdot \mathsf{fma}\left(\left(\mathsf{fma}\left(c \cdot a, -0.5625, \left(b \cdot b\right) \cdot -0.375\right) \cdot c\right) \cdot c, b \cdot b, \left(\left(a \cdot a\right) \cdot -1.0546875\right) \cdot {c}^{4}\right)\right) \cdot a\right)
\end{array}
Initial program 56.1%
Taylor expanded in a around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites92.8%
Taylor expanded in b around 0
Applied rewrites92.8%
Taylor expanded in c around 0
Applied rewrites92.8%
Applied rewrites92.8%
(FPCore (a b c) :precision binary64 (fma (/ (fma (* (* -0.375 (* b b)) c) c (* (* (pow c 3.0) a) -0.5625)) (pow b 5.0)) a (* -0.5 (/ c b))))
double code(double a, double b, double c) {
return fma((fma(((-0.375 * (b * b)) * c), c, ((pow(c, 3.0) * a) * -0.5625)) / pow(b, 5.0)), a, (-0.5 * (c / b)));
}
function code(a, b, c) return fma(Float64(fma(Float64(Float64(-0.375 * Float64(b * b)) * c), c, Float64(Float64((c ^ 3.0) * a) * -0.5625)) / (b ^ 5.0)), a, Float64(-0.5 * Float64(c / b))) end
code[a_, b_, c_] := N[(N[(N[(N[(N[(-0.375 * N[(b * b), $MachinePrecision]), $MachinePrecision] * c), $MachinePrecision] * c + N[(N[(N[Power[c, 3.0], $MachinePrecision] * a), $MachinePrecision] * -0.5625), $MachinePrecision]), $MachinePrecision] / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision] * a + N[(-0.5 * N[(c / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(\frac{\mathsf{fma}\left(\left(-0.375 \cdot \left(b \cdot b\right)\right) \cdot c, c, \left({c}^{3} \cdot a\right) \cdot -0.5625\right)}{{b}^{5}}, a, -0.5 \cdot \frac{c}{b}\right)
\end{array}
Initial program 56.1%
Taylor expanded in a around 0
+-commutativeN/A
*-commutativeN/A
*-commutativeN/A
associate-/l*N/A
associate-*r*N/A
*-commutativeN/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites89.9%
Taylor expanded in b around 0
Applied rewrites89.9%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (fma (* -3.0 c) a (* b b))))
(if (<= (/ (+ (- b) (sqrt (- (* b b) (* (* 3.0 a) c)))) (* 3.0 a)) -0.001)
(/ (* (- (* b b) t_0) (/ 0.3333333333333333 a)) (- (- b) (sqrt t_0)))
(pow (/ (fma (* a (/ c b)) 1.5 (* -2.0 b)) c) -1.0))))
double code(double a, double b, double c) {
double t_0 = fma((-3.0 * c), a, (b * b));
double tmp;
if (((-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a)) <= -0.001) {
tmp = (((b * b) - t_0) * (0.3333333333333333 / a)) / (-b - sqrt(t_0));
} else {
tmp = pow((fma((a * (c / b)), 1.5, (-2.0 * b)) / c), -1.0);
}
return tmp;
}
function code(a, b, c) t_0 = fma(Float64(-3.0 * c), a, Float64(b * b)) tmp = 0.0 if (Float64(Float64(Float64(-b) + sqrt(Float64(Float64(b * b) - Float64(Float64(3.0 * a) * c)))) / Float64(3.0 * a)) <= -0.001) tmp = Float64(Float64(Float64(Float64(b * b) - t_0) * Float64(0.3333333333333333 / a)) / Float64(Float64(-b) - sqrt(t_0))); else tmp = Float64(fma(Float64(a * Float64(c / b)), 1.5, Float64(-2.0 * b)) / c) ^ -1.0; end return tmp end
code[a_, b_, c_] := Block[{t$95$0 = N[(N[(-3.0 * c), $MachinePrecision] * a + N[(b * b), $MachinePrecision]), $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], -0.001], N[(N[(N[(N[(b * b), $MachinePrecision] - t$95$0), $MachinePrecision] * N[(0.3333333333333333 / a), $MachinePrecision]), $MachinePrecision] / N[((-b) - N[Sqrt[t$95$0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[Power[N[(N[(N[(a * N[(c / b), $MachinePrecision]), $MachinePrecision] * 1.5 + N[(-2.0 * b), $MachinePrecision]), $MachinePrecision] / c), $MachinePrecision], -1.0], $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(-3 \cdot c, a, b \cdot b\right)\\
\mathbf{if}\;\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a} \leq -0.001:\\
\;\;\;\;\frac{\left(b \cdot b - t\_0\right) \cdot \frac{0.3333333333333333}{a}}{\left(-b\right) - \sqrt{t\_0}}\\
\mathbf{else}:\\
\;\;\;\;{\left(\frac{\mathsf{fma}\left(a \cdot \frac{c}{b}, 1.5, -2 \cdot b\right)}{c}\right)}^{-1}\\
\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)) < -1e-3Initial program 76.0%
lift-/.f64N/A
clear-numN/A
associate-/r/N/A
lift-*.f64N/A
associate-/l/N/A
inv-powN/A
associate-*l/N/A
lower-/.f64N/A
Applied rewrites75.9%
Applied rewrites77.6%
if -1e-3 < (/.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 45.3%
Taylor expanded in b around inf
lower-/.f64N/A
+-commutativeN/A
associate-*r/N/A
associate-*r*N/A
unpow2N/A
times-fracN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-*.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f64N/A
lower-*.f6490.9
Applied rewrites90.9%
Applied rewrites90.6%
Taylor expanded in c around 0
Applied rewrites91.2%
Final simplification86.4%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (fma (* -3.0 c) a (* b b))))
(if (<= (/ (+ (- b) (sqrt (- (* b b) (* (* 3.0 a) c)))) (* 3.0 a)) -0.001)
(/ (- (* b b) t_0) (* (* 3.0 a) (- (- b) (sqrt t_0))))
(pow (/ (fma (* a (/ c b)) 1.5 (* -2.0 b)) c) -1.0))))
double code(double a, double b, double c) {
double t_0 = fma((-3.0 * c), a, (b * b));
double tmp;
if (((-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a)) <= -0.001) {
tmp = ((b * b) - t_0) / ((3.0 * a) * (-b - sqrt(t_0)));
} else {
tmp = pow((fma((a * (c / b)), 1.5, (-2.0 * b)) / c), -1.0);
}
return tmp;
}
function code(a, b, c) t_0 = fma(Float64(-3.0 * c), a, Float64(b * b)) tmp = 0.0 if (Float64(Float64(Float64(-b) + sqrt(Float64(Float64(b * b) - Float64(Float64(3.0 * a) * c)))) / Float64(3.0 * a)) <= -0.001) tmp = Float64(Float64(Float64(b * b) - t_0) / Float64(Float64(3.0 * a) * Float64(Float64(-b) - sqrt(t_0)))); else tmp = Float64(fma(Float64(a * Float64(c / b)), 1.5, Float64(-2.0 * b)) / c) ^ -1.0; end return tmp end
code[a_, b_, c_] := Block[{t$95$0 = N[(N[(-3.0 * c), $MachinePrecision] * a + N[(b * b), $MachinePrecision]), $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], -0.001], N[(N[(N[(b * b), $MachinePrecision] - t$95$0), $MachinePrecision] / N[(N[(3.0 * a), $MachinePrecision] * N[((-b) - N[Sqrt[t$95$0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[Power[N[(N[(N[(a * N[(c / b), $MachinePrecision]), $MachinePrecision] * 1.5 + N[(-2.0 * b), $MachinePrecision]), $MachinePrecision] / c), $MachinePrecision], -1.0], $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(-3 \cdot c, a, b \cdot b\right)\\
\mathbf{if}\;\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a} \leq -0.001:\\
\;\;\;\;\frac{b \cdot b - t\_0}{\left(3 \cdot a\right) \cdot \left(\left(-b\right) - \sqrt{t\_0}\right)}\\
\mathbf{else}:\\
\;\;\;\;{\left(\frac{\mathsf{fma}\left(a \cdot \frac{c}{b}, 1.5, -2 \cdot b\right)}{c}\right)}^{-1}\\
\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)) < -1e-3Initial program 76.0%
lift-/.f64N/A
clear-numN/A
associate-/r/N/A
lift-*.f64N/A
associate-/l/N/A
inv-powN/A
associate-*l/N/A
lower-/.f64N/A
Applied rewrites75.9%
Applied rewrites77.6%
if -1e-3 < (/.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 45.3%
Taylor expanded in b around inf
lower-/.f64N/A
+-commutativeN/A
associate-*r/N/A
associate-*r*N/A
unpow2N/A
times-fracN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-*.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f64N/A
lower-*.f6490.9
Applied rewrites90.9%
Applied rewrites90.6%
Taylor expanded in c around 0
Applied rewrites91.2%
Final simplification86.4%
(FPCore (a b c) :precision binary64 (if (<= (/ (+ (- b) (sqrt (- (* b b) (* (* 3.0 a) c)))) (* 3.0 a)) -0.001) (/ (+ (- b) (sqrt (fma b b (* (* -3.0 a) c)))) (* 3.0 a)) (pow (/ (fma (* a (/ c b)) 1.5 (* -2.0 b)) c) -1.0)))
double code(double a, double b, double c) {
double tmp;
if (((-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a)) <= -0.001) {
tmp = (-b + sqrt(fma(b, b, ((-3.0 * a) * c)))) / (3.0 * a);
} else {
tmp = pow((fma((a * (c / b)), 1.5, (-2.0 * b)) / c), -1.0);
}
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)) <= -0.001) tmp = Float64(Float64(Float64(-b) + sqrt(fma(b, b, Float64(Float64(-3.0 * a) * c)))) / Float64(3.0 * a)); else tmp = Float64(fma(Float64(a * Float64(c / b)), 1.5, Float64(-2.0 * b)) / c) ^ -1.0; 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], -0.001], 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[Power[N[(N[(N[(a * N[(c / b), $MachinePrecision]), $MachinePrecision] * 1.5 + N[(-2.0 * b), $MachinePrecision]), $MachinePrecision] / c), $MachinePrecision], -1.0], $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 -0.001:\\
\;\;\;\;\frac{\left(-b\right) + \sqrt{\mathsf{fma}\left(b, b, \left(-3 \cdot a\right) \cdot c\right)}}{3 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;{\left(\frac{\mathsf{fma}\left(a \cdot \frac{c}{b}, 1.5, -2 \cdot b\right)}{c}\right)}^{-1}\\
\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)) < -1e-3Initial program 76.0%
lift--.f64N/A
sub-negN/A
lift-*.f64N/A
lower-fma.f64N/A
lift-*.f64N/A
distribute-lft-neg-inN/A
lower-*.f64N/A
lift-*.f64N/A
distribute-lft-neg-inN/A
lower-*.f64N/A
metadata-eval76.2
Applied rewrites76.2%
if -1e-3 < (/.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 45.3%
Taylor expanded in b around inf
lower-/.f64N/A
+-commutativeN/A
associate-*r/N/A
associate-*r*N/A
unpow2N/A
times-fracN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-*.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f64N/A
lower-*.f6490.9
Applied rewrites90.9%
Applied rewrites90.6%
Taylor expanded in c around 0
Applied rewrites91.2%
Final simplification85.9%
(FPCore (a b c) :precision binary64 (if (<= (/ (+ (- b) (sqrt (- (* b b) (* (* 3.0 a) c)))) (* 3.0 a)) -0.001) (/ (+ (- b) (sqrt (fma b b (* (* -3.0 a) c)))) (* 3.0 a)) (pow (fma (/ a b) 1.5 (* (/ b c) -2.0)) -1.0)))
double code(double a, double b, double c) {
double tmp;
if (((-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a)) <= -0.001) {
tmp = (-b + sqrt(fma(b, b, ((-3.0 * a) * c)))) / (3.0 * a);
} else {
tmp = pow(fma((a / b), 1.5, ((b / c) * -2.0)), -1.0);
}
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)) <= -0.001) tmp = Float64(Float64(Float64(-b) + sqrt(fma(b, b, Float64(Float64(-3.0 * a) * c)))) / Float64(3.0 * a)); else tmp = fma(Float64(a / b), 1.5, Float64(Float64(b / c) * -2.0)) ^ -1.0; 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], -0.001], 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[Power[N[(N[(a / b), $MachinePrecision] * 1.5 + N[(N[(b / c), $MachinePrecision] * -2.0), $MachinePrecision]), $MachinePrecision], -1.0], $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 -0.001:\\
\;\;\;\;\frac{\left(-b\right) + \sqrt{\mathsf{fma}\left(b, b, \left(-3 \cdot a\right) \cdot c\right)}}{3 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;{\left(\mathsf{fma}\left(\frac{a}{b}, 1.5, \frac{b}{c} \cdot -2\right)\right)}^{-1}\\
\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)) < -1e-3Initial program 76.0%
lift--.f64N/A
sub-negN/A
lift-*.f64N/A
lower-fma.f64N/A
lift-*.f64N/A
distribute-lft-neg-inN/A
lower-*.f64N/A
lift-*.f64N/A
distribute-lft-neg-inN/A
lower-*.f64N/A
metadata-eval76.2
Applied rewrites76.2%
if -1e-3 < (/.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 45.3%
Taylor expanded in b around inf
lower-/.f64N/A
+-commutativeN/A
associate-*r/N/A
associate-*r*N/A
unpow2N/A
times-fracN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-*.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f64N/A
lower-*.f6490.9
Applied rewrites90.9%
Applied rewrites90.6%
Taylor expanded in a around 0
Applied rewrites91.1%
Final simplification85.9%
(FPCore (a b c) :precision binary64 (if (<= (/ (+ (- b) (sqrt (- (* b b) (* (* 3.0 a) c)))) (* 3.0 a)) -0.001) (* (/ 0.3333333333333333 a) (- (sqrt (fma (* -3.0 c) a (* b b))) b)) (pow (fma (/ a b) 1.5 (* (/ b c) -2.0)) -1.0)))
double code(double a, double b, double c) {
double tmp;
if (((-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a)) <= -0.001) {
tmp = (0.3333333333333333 / a) * (sqrt(fma((-3.0 * c), a, (b * b))) - b);
} else {
tmp = pow(fma((a / b), 1.5, ((b / c) * -2.0)), -1.0);
}
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)) <= -0.001) tmp = Float64(Float64(0.3333333333333333 / a) * Float64(sqrt(fma(Float64(-3.0 * c), a, Float64(b * b))) - b)); else tmp = fma(Float64(a / b), 1.5, Float64(Float64(b / c) * -2.0)) ^ -1.0; 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], -0.001], N[(N[(0.3333333333333333 / a), $MachinePrecision] * N[(N[Sqrt[N[(N[(-3.0 * c), $MachinePrecision] * a + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision], N[Power[N[(N[(a / b), $MachinePrecision] * 1.5 + N[(N[(b / c), $MachinePrecision] * -2.0), $MachinePrecision]), $MachinePrecision], -1.0], $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 -0.001:\\
\;\;\;\;\frac{0.3333333333333333}{a} \cdot \left(\sqrt{\mathsf{fma}\left(-3 \cdot c, a, b \cdot b\right)} - b\right)\\
\mathbf{else}:\\
\;\;\;\;{\left(\mathsf{fma}\left(\frac{a}{b}, 1.5, \frac{b}{c} \cdot -2\right)\right)}^{-1}\\
\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)) < -1e-3Initial program 76.0%
lift-/.f64N/A
clear-numN/A
associate-/r/N/A
lower-*.f64N/A
lift-*.f64N/A
associate-/r*N/A
lower-/.f64N/A
metadata-eval76.0
lift-+.f64N/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f6476.0
Applied rewrites76.0%
if -1e-3 < (/.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 45.3%
Taylor expanded in b around inf
lower-/.f64N/A
+-commutativeN/A
associate-*r/N/A
associate-*r*N/A
unpow2N/A
times-fracN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-*.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f64N/A
lower-*.f6490.9
Applied rewrites90.9%
Applied rewrites90.6%
Taylor expanded in a around 0
Applied rewrites91.1%
Final simplification85.8%
(FPCore (a b c) :precision binary64 (pow (fma (/ a b) 1.5 (* (/ b c) -2.0)) -1.0))
double code(double a, double b, double c) {
return pow(fma((a / b), 1.5, ((b / c) * -2.0)), -1.0);
}
function code(a, b, c) return fma(Float64(a / b), 1.5, Float64(Float64(b / c) * -2.0)) ^ -1.0 end
code[a_, b_, c_] := N[Power[N[(N[(a / b), $MachinePrecision] * 1.5 + N[(N[(b / c), $MachinePrecision] * -2.0), $MachinePrecision]), $MachinePrecision], -1.0], $MachinePrecision]
\begin{array}{l}
\\
{\left(\mathsf{fma}\left(\frac{a}{b}, 1.5, \frac{b}{c} \cdot -2\right)\right)}^{-1}
\end{array}
Initial program 56.1%
Taylor expanded in b around inf
lower-/.f64N/A
+-commutativeN/A
associate-*r/N/A
associate-*r*N/A
unpow2N/A
times-fracN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-*.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f64N/A
lower-*.f6482.9
Applied rewrites82.9%
Applied rewrites82.8%
Taylor expanded in a around 0
Applied rewrites83.5%
Final simplification83.5%
(FPCore (a b c) :precision binary64 (* -0.5 (/ c b)))
double code(double a, double b, double c) {
return -0.5 * (c / b);
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = (-0.5d0) * (c / b)
end function
public static double code(double a, double b, double c) {
return -0.5 * (c / b);
}
def code(a, b, c): return -0.5 * (c / b)
function code(a, b, c) return Float64(-0.5 * Float64(c / b)) end
function tmp = code(a, b, c) tmp = -0.5 * (c / b); end
code[a_, b_, c_] := N[(-0.5 * N[(c / b), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
-0.5 \cdot \frac{c}{b}
\end{array}
Initial program 56.1%
Taylor expanded in a around 0
lower-*.f64N/A
lower-/.f6463.7
Applied rewrites63.7%
herbie shell --seed 2024307
(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)))