
(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 (/ (/ (- (- (pow b 2.0) (pow (- b) 2.0)) (* c (* a 3.0))) (+ b (sqrt (fma b b (* c (* a (- 3.0))))))) (* a 3.0)))
double code(double a, double b, double c) {
return (((pow(b, 2.0) - pow(-b, 2.0)) - (c * (a * 3.0))) / (b + sqrt(fma(b, b, (c * (a * -3.0)))))) / (a * 3.0);
}
function code(a, b, c) return Float64(Float64(Float64(Float64((b ^ 2.0) - (Float64(-b) ^ 2.0)) - Float64(c * Float64(a * 3.0))) / Float64(b + sqrt(fma(b, b, Float64(c * Float64(a * Float64(-3.0))))))) / Float64(a * 3.0)) end
code[a_, b_, c_] := N[(N[(N[(N[(N[Power[b, 2.0], $MachinePrecision] - N[Power[(-b), 2.0], $MachinePrecision]), $MachinePrecision] - N[(c * N[(a * 3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(b + N[Sqrt[N[(b * b + N[(c * N[(a * (-3.0)), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\frac{\left({b}^{2} - {\left(-b\right)}^{2}\right) - c \cdot \left(a \cdot 3\right)}{b + \sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot \left(-3\right)\right)\right)}}}{a \cdot 3}
\end{array}
Initial program 58.4%
neg-sub058.4%
sqr-neg58.4%
associate-+l-58.4%
sub0-neg58.4%
sub-neg58.4%
distribute-neg-in58.4%
remove-double-neg58.4%
sqr-neg58.4%
associate-*l*58.5%
Simplified58.5%
add-cbrt-cube57.8%
pow1/354.8%
pow354.8%
pow254.8%
pow-pow54.8%
metadata-eval54.8%
Applied egg-rr54.8%
unpow1/358.0%
Simplified58.0%
flip-+57.8%
pow257.8%
add-sqr-sqrt58.7%
pow1/354.8%
pow-pow60.0%
metadata-eval60.0%
associate-*r*60.0%
*-commutative60.0%
pow1/360.0%
pow-pow60.0%
metadata-eval60.0%
associate-*r*60.0%
*-commutative60.0%
Applied egg-rr60.0%
associate--r-99.2%
*-commutative99.2%
*-commutative99.2%
Simplified99.2%
*-commutative99.2%
*-commutative99.2%
*-commutative99.2%
cancel-sign-sub-inv99.2%
unpow299.2%
fma-define99.2%
Applied egg-rr99.2%
Final simplification99.2%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (* c (* a 3.0))))
(/
(/ t_0 (- (- b) (sqrt (cbrt (pow (- (pow b 2.0) t_0) 3.0)))))
(* a 3.0))))
double code(double a, double b, double c) {
double t_0 = c * (a * 3.0);
return (t_0 / (-b - sqrt(cbrt(pow((pow(b, 2.0) - t_0), 3.0))))) / (a * 3.0);
}
public static double code(double a, double b, double c) {
double t_0 = c * (a * 3.0);
return (t_0 / (-b - Math.sqrt(Math.cbrt(Math.pow((Math.pow(b, 2.0) - t_0), 3.0))))) / (a * 3.0);
}
function code(a, b, c) t_0 = Float64(c * Float64(a * 3.0)) return Float64(Float64(t_0 / Float64(Float64(-b) - sqrt(cbrt((Float64((b ^ 2.0) - t_0) ^ 3.0))))) / Float64(a * 3.0)) end
code[a_, b_, c_] := Block[{t$95$0 = N[(c * N[(a * 3.0), $MachinePrecision]), $MachinePrecision]}, N[(N[(t$95$0 / N[((-b) - N[Sqrt[N[Power[N[Power[N[(N[Power[b, 2.0], $MachinePrecision] - t$95$0), $MachinePrecision], 3.0], $MachinePrecision], 1/3], $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := c \cdot \left(a \cdot 3\right)\\
\frac{\frac{t\_0}{\left(-b\right) - \sqrt{\sqrt[3]{{\left({b}^{2} - t\_0\right)}^{3}}}}}{a \cdot 3}
\end{array}
\end{array}
Initial program 58.4%
neg-sub058.4%
sqr-neg58.4%
associate-+l-58.4%
sub0-neg58.4%
sub-neg58.4%
distribute-neg-in58.4%
remove-double-neg58.4%
sqr-neg58.4%
associate-*l*58.5%
Simplified58.5%
add-cbrt-cube57.8%
pow1/354.8%
pow354.8%
pow254.8%
pow-pow54.8%
metadata-eval54.8%
Applied egg-rr54.8%
unpow1/358.0%
Simplified58.0%
flip-+57.8%
pow257.8%
add-sqr-sqrt58.7%
pow1/354.8%
pow-pow60.0%
metadata-eval60.0%
associate-*r*60.0%
*-commutative60.0%
pow1/360.0%
pow-pow60.0%
metadata-eval60.0%
associate-*r*60.0%
*-commutative60.0%
Applied egg-rr60.0%
associate--r-99.2%
*-commutative99.2%
*-commutative99.2%
Simplified99.2%
Taylor expanded in b around 0 99.2%
add-cbrt-cube99.2%
pow399.2%
Applied egg-rr99.2%
Final simplification99.2%
(FPCore (a b c) :precision binary64 (if (<= (/ (- (sqrt (- (* b b) (* c (* a 3.0)))) b) (* a 3.0)) -0.0158) (/ (- (sqrt (fma b b (* a (* c -3.0)))) b) (* a 3.0)) (pow (+ (* -2.0 (/ b c)) (* 1.5 (/ a b))) -1.0)))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - (c * (a * 3.0)))) - b) / (a * 3.0)) <= -0.0158) {
tmp = (sqrt(fma(b, b, (a * (c * -3.0)))) - b) / (a * 3.0);
} else {
tmp = pow(((-2.0 * (b / c)) + (1.5 * (a / b))), -1.0);
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 3.0)))) - b) / Float64(a * 3.0)) <= -0.0158) tmp = Float64(Float64(sqrt(fma(b, b, Float64(a * Float64(c * -3.0)))) - b) / Float64(a * 3.0)); else tmp = Float64(Float64(-2.0 * Float64(b / c)) + Float64(1.5 * Float64(a / b))) ^ -1.0; end return tmp end
code[a_, b_, c_] := If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(a * 3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision], -0.0158], N[(N[(N[Sqrt[N[(b * b + N[(a * N[(c * -3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision], N[Power[N[(N[(-2.0 * N[(b / c), $MachinePrecision]), $MachinePrecision] + N[(1.5 * N[(a / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], -1.0], $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - c \cdot \left(a \cdot 3\right)} - b}{a \cdot 3} \leq -0.0158:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, a \cdot \left(c \cdot -3\right)\right)} - b}{a \cdot 3}\\
\mathbf{else}:\\
\;\;\;\;{\left(-2 \cdot \frac{b}{c} + 1.5 \cdot \frac{a}{b}\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)) < -0.015800000000000002Initial program 79.8%
/-rgt-identity79.8%
metadata-eval79.8%
Simplified79.9%
if -0.015800000000000002 < (/.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 49.1%
neg-sub049.1%
sqr-neg49.1%
associate-+l-49.1%
sub0-neg49.1%
sub-neg49.1%
distribute-neg-in49.1%
remove-double-neg49.1%
sqr-neg49.1%
associate-*l*49.1%
Simplified49.1%
add-cbrt-cube48.5%
pow1/346.0%
pow346.0%
pow246.0%
pow-pow46.0%
metadata-eval46.0%
Applied egg-rr46.0%
unpow1/348.7%
Simplified48.7%
clear-num48.7%
inv-pow48.7%
*-commutative48.7%
neg-mul-148.7%
fma-define48.7%
pow1/346.0%
pow-pow49.1%
metadata-eval49.1%
associate-*r*49.1%
*-commutative49.1%
Applied egg-rr49.1%
Taylor expanded in b around inf 94.1%
fma-define94.1%
distribute-rgt-out94.1%
*-commutative94.1%
metadata-eval94.1%
associate-*r/94.1%
*-commutative94.1%
associate-*r/94.1%
metadata-eval94.1%
Simplified94.1%
Taylor expanded in a around 0 89.1%
Final simplification86.3%
(FPCore (a b c) :precision binary64 (if (<= (/ (- (sqrt (- (* b b) (* c (* a 3.0)))) b) (* a 3.0)) -0.0158) (/ (- (sqrt (- (* b b) (* 3.0 (* c a)))) b) (* a 3.0)) (pow (+ (* -2.0 (/ b c)) (* 1.5 (/ a b))) -1.0)))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - (c * (a * 3.0)))) - b) / (a * 3.0)) <= -0.0158) {
tmp = (sqrt(((b * b) - (3.0 * (c * a)))) - b) / (a * 3.0);
} else {
tmp = pow(((-2.0 * (b / c)) + (1.5 * (a / b))), -1.0);
}
return tmp;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
real(8) :: tmp
if (((sqrt(((b * b) - (c * (a * 3.0d0)))) - b) / (a * 3.0d0)) <= (-0.0158d0)) then
tmp = (sqrt(((b * b) - (3.0d0 * (c * a)))) - b) / (a * 3.0d0)
else
tmp = (((-2.0d0) * (b / c)) + (1.5d0 * (a / b))) ** (-1.0d0)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (((Math.sqrt(((b * b) - (c * (a * 3.0)))) - b) / (a * 3.0)) <= -0.0158) {
tmp = (Math.sqrt(((b * b) - (3.0 * (c * a)))) - b) / (a * 3.0);
} else {
tmp = Math.pow(((-2.0 * (b / c)) + (1.5 * (a / b))), -1.0);
}
return tmp;
}
def code(a, b, c): tmp = 0 if ((math.sqrt(((b * b) - (c * (a * 3.0)))) - b) / (a * 3.0)) <= -0.0158: tmp = (math.sqrt(((b * b) - (3.0 * (c * a)))) - b) / (a * 3.0) else: tmp = math.pow(((-2.0 * (b / c)) + (1.5 * (a / b))), -1.0) return tmp
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 3.0)))) - b) / Float64(a * 3.0)) <= -0.0158) tmp = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(3.0 * Float64(c * a)))) - b) / Float64(a * 3.0)); else tmp = Float64(Float64(-2.0 * Float64(b / c)) + Float64(1.5 * Float64(a / b))) ^ -1.0; end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (((sqrt(((b * b) - (c * (a * 3.0)))) - b) / (a * 3.0)) <= -0.0158) tmp = (sqrt(((b * b) - (3.0 * (c * a)))) - b) / (a * 3.0); else tmp = ((-2.0 * (b / c)) + (1.5 * (a / b))) ^ -1.0; end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(a * 3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision], -0.0158], N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(3.0 * N[(c * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision], N[Power[N[(N[(-2.0 * N[(b / c), $MachinePrecision]), $MachinePrecision] + N[(1.5 * N[(a / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], -1.0], $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - c \cdot \left(a \cdot 3\right)} - b}{a \cdot 3} \leq -0.0158:\\
\;\;\;\;\frac{\sqrt{b \cdot b - 3 \cdot \left(c \cdot a\right)} - b}{a \cdot 3}\\
\mathbf{else}:\\
\;\;\;\;{\left(-2 \cdot \frac{b}{c} + 1.5 \cdot \frac{a}{b}\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)) < -0.015800000000000002Initial program 79.8%
neg-sub079.8%
sqr-neg79.8%
associate-+l-79.8%
sub0-neg79.8%
sub-neg79.8%
distribute-neg-in79.8%
remove-double-neg79.8%
sqr-neg79.8%
associate-*l*79.8%
Simplified79.8%
if -0.015800000000000002 < (/.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 49.1%
neg-sub049.1%
sqr-neg49.1%
associate-+l-49.1%
sub0-neg49.1%
sub-neg49.1%
distribute-neg-in49.1%
remove-double-neg49.1%
sqr-neg49.1%
associate-*l*49.1%
Simplified49.1%
add-cbrt-cube48.5%
pow1/346.0%
pow346.0%
pow246.0%
pow-pow46.0%
metadata-eval46.0%
Applied egg-rr46.0%
unpow1/348.7%
Simplified48.7%
clear-num48.7%
inv-pow48.7%
*-commutative48.7%
neg-mul-148.7%
fma-define48.7%
pow1/346.0%
pow-pow49.1%
metadata-eval49.1%
associate-*r*49.1%
*-commutative49.1%
Applied egg-rr49.1%
Taylor expanded in b around inf 94.1%
fma-define94.1%
distribute-rgt-out94.1%
*-commutative94.1%
metadata-eval94.1%
associate-*r/94.1%
*-commutative94.1%
associate-*r/94.1%
metadata-eval94.1%
Simplified94.1%
Taylor expanded in a around 0 89.1%
Final simplification86.3%
(FPCore (a b c) :precision binary64 (/ (/ (* c (* a 3.0)) (- (- b) (sqrt (* a (- (/ (pow b 2.0) a) (* c 3.0)))))) (* a 3.0)))
double code(double a, double b, double c) {
return ((c * (a * 3.0)) / (-b - sqrt((a * ((pow(b, 2.0) / a) - (c * 3.0)))))) / (a * 3.0);
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = ((c * (a * 3.0d0)) / (-b - sqrt((a * (((b ** 2.0d0) / a) - (c * 3.0d0)))))) / (a * 3.0d0)
end function
public static double code(double a, double b, double c) {
return ((c * (a * 3.0)) / (-b - Math.sqrt((a * ((Math.pow(b, 2.0) / a) - (c * 3.0)))))) / (a * 3.0);
}
def code(a, b, c): return ((c * (a * 3.0)) / (-b - math.sqrt((a * ((math.pow(b, 2.0) / a) - (c * 3.0)))))) / (a * 3.0)
function code(a, b, c) return Float64(Float64(Float64(c * Float64(a * 3.0)) / Float64(Float64(-b) - sqrt(Float64(a * Float64(Float64((b ^ 2.0) / a) - Float64(c * 3.0)))))) / Float64(a * 3.0)) end
function tmp = code(a, b, c) tmp = ((c * (a * 3.0)) / (-b - sqrt((a * (((b ^ 2.0) / a) - (c * 3.0)))))) / (a * 3.0); end
code[a_, b_, c_] := N[(N[(N[(c * N[(a * 3.0), $MachinePrecision]), $MachinePrecision] / N[((-b) - N[Sqrt[N[(a * N[(N[(N[Power[b, 2.0], $MachinePrecision] / a), $MachinePrecision] - N[(c * 3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\frac{c \cdot \left(a \cdot 3\right)}{\left(-b\right) - \sqrt{a \cdot \left(\frac{{b}^{2}}{a} - c \cdot 3\right)}}}{a \cdot 3}
\end{array}
Initial program 58.4%
neg-sub058.4%
sqr-neg58.4%
associate-+l-58.4%
sub0-neg58.4%
sub-neg58.4%
distribute-neg-in58.4%
remove-double-neg58.4%
sqr-neg58.4%
associate-*l*58.5%
Simplified58.5%
add-cbrt-cube57.8%
pow1/354.8%
pow354.8%
pow254.8%
pow-pow54.8%
metadata-eval54.8%
Applied egg-rr54.8%
unpow1/358.0%
Simplified58.0%
flip-+57.8%
pow257.8%
add-sqr-sqrt58.7%
pow1/354.8%
pow-pow60.0%
metadata-eval60.0%
associate-*r*60.0%
*-commutative60.0%
pow1/360.0%
pow-pow60.0%
metadata-eval60.0%
associate-*r*60.0%
*-commutative60.0%
Applied egg-rr60.0%
associate--r-99.2%
*-commutative99.2%
*-commutative99.2%
Simplified99.2%
Taylor expanded in b around 0 99.2%
Taylor expanded in a around inf 99.2%
Final simplification99.2%
(FPCore (a b c) :precision binary64 (let* ((t_0 (* c (* a 3.0)))) (/ (/ t_0 (- (- b) (sqrt (- (pow b 2.0) t_0)))) (* a 3.0))))
double code(double a, double b, double c) {
double t_0 = c * (a * 3.0);
return (t_0 / (-b - sqrt((pow(b, 2.0) - t_0)))) / (a * 3.0);
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
real(8) :: t_0
t_0 = c * (a * 3.0d0)
code = (t_0 / (-b - sqrt(((b ** 2.0d0) - t_0)))) / (a * 3.0d0)
end function
public static double code(double a, double b, double c) {
double t_0 = c * (a * 3.0);
return (t_0 / (-b - Math.sqrt((Math.pow(b, 2.0) - t_0)))) / (a * 3.0);
}
def code(a, b, c): t_0 = c * (a * 3.0) return (t_0 / (-b - math.sqrt((math.pow(b, 2.0) - t_0)))) / (a * 3.0)
function code(a, b, c) t_0 = Float64(c * Float64(a * 3.0)) return Float64(Float64(t_0 / Float64(Float64(-b) - sqrt(Float64((b ^ 2.0) - t_0)))) / Float64(a * 3.0)) end
function tmp = code(a, b, c) t_0 = c * (a * 3.0); tmp = (t_0 / (-b - sqrt(((b ^ 2.0) - t_0)))) / (a * 3.0); end
code[a_, b_, c_] := Block[{t$95$0 = N[(c * N[(a * 3.0), $MachinePrecision]), $MachinePrecision]}, N[(N[(t$95$0 / N[((-b) - N[Sqrt[N[(N[Power[b, 2.0], $MachinePrecision] - t$95$0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := c \cdot \left(a \cdot 3\right)\\
\frac{\frac{t\_0}{\left(-b\right) - \sqrt{{b}^{2} - t\_0}}}{a \cdot 3}
\end{array}
\end{array}
Initial program 58.4%
neg-sub058.4%
sqr-neg58.4%
associate-+l-58.4%
sub0-neg58.4%
sub-neg58.4%
distribute-neg-in58.4%
remove-double-neg58.4%
sqr-neg58.4%
associate-*l*58.5%
Simplified58.5%
add-cbrt-cube57.8%
pow1/354.8%
pow354.8%
pow254.8%
pow-pow54.8%
metadata-eval54.8%
Applied egg-rr54.8%
unpow1/358.0%
Simplified58.0%
flip-+57.8%
pow257.8%
add-sqr-sqrt58.7%
pow1/354.8%
pow-pow60.0%
metadata-eval60.0%
associate-*r*60.0%
*-commutative60.0%
pow1/360.0%
pow-pow60.0%
metadata-eval60.0%
associate-*r*60.0%
*-commutative60.0%
Applied egg-rr60.0%
associate--r-99.2%
*-commutative99.2%
*-commutative99.2%
Simplified99.2%
Taylor expanded in b around 0 99.2%
+-lft-identity99.2%
*-commutative99.2%
*-commutative99.2%
*-commutative99.2%
Applied egg-rr99.2%
Final simplification99.2%
(FPCore (a b c) :precision binary64 (/ (/ (* 3.0 (* c a)) (- (- b) (sqrt (fma b b (* c (* a (- 3.0))))))) (* a 3.0)))
double code(double a, double b, double c) {
return ((3.0 * (c * a)) / (-b - sqrt(fma(b, b, (c * (a * -3.0)))))) / (a * 3.0);
}
function code(a, b, c) return Float64(Float64(Float64(3.0 * Float64(c * a)) / Float64(Float64(-b) - sqrt(fma(b, b, Float64(c * Float64(a * Float64(-3.0))))))) / Float64(a * 3.0)) end
code[a_, b_, c_] := N[(N[(N[(3.0 * N[(c * a), $MachinePrecision]), $MachinePrecision] / N[((-b) - N[Sqrt[N[(b * b + N[(c * N[(a * (-3.0)), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\frac{3 \cdot \left(c \cdot a\right)}{\left(-b\right) - \sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot \left(-3\right)\right)\right)}}}{a \cdot 3}
\end{array}
Initial program 58.4%
neg-sub058.4%
sqr-neg58.4%
associate-+l-58.4%
sub0-neg58.4%
sub-neg58.4%
distribute-neg-in58.4%
remove-double-neg58.4%
sqr-neg58.4%
associate-*l*58.5%
Simplified58.5%
add-cbrt-cube57.8%
pow1/354.8%
pow354.8%
pow254.8%
pow-pow54.8%
metadata-eval54.8%
Applied egg-rr54.8%
unpow1/358.0%
Simplified58.0%
flip-+57.8%
pow257.8%
add-sqr-sqrt58.7%
pow1/354.8%
pow-pow60.0%
metadata-eval60.0%
associate-*r*60.0%
*-commutative60.0%
pow1/360.0%
pow-pow60.0%
metadata-eval60.0%
associate-*r*60.0%
*-commutative60.0%
Applied egg-rr60.0%
associate--r-99.2%
*-commutative99.2%
*-commutative99.2%
Simplified99.2%
*-commutative99.2%
*-commutative99.2%
*-commutative99.2%
cancel-sign-sub-inv99.2%
unpow299.2%
fma-define99.2%
Applied egg-rr99.2%
Taylor expanded in b around 0 99.1%
Final simplification99.1%
(FPCore (a b c) :precision binary64 (/ (/ (* 3.0 (* c a)) (- (- b) (sqrt (- (pow b 2.0) (* c (* a 3.0)))))) (* a 3.0)))
double code(double a, double b, double c) {
return ((3.0 * (c * a)) / (-b - sqrt((pow(b, 2.0) - (c * (a * 3.0)))))) / (a * 3.0);
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = ((3.0d0 * (c * a)) / (-b - sqrt(((b ** 2.0d0) - (c * (a * 3.0d0)))))) / (a * 3.0d0)
end function
public static double code(double a, double b, double c) {
return ((3.0 * (c * a)) / (-b - Math.sqrt((Math.pow(b, 2.0) - (c * (a * 3.0)))))) / (a * 3.0);
}
def code(a, b, c): return ((3.0 * (c * a)) / (-b - math.sqrt((math.pow(b, 2.0) - (c * (a * 3.0)))))) / (a * 3.0)
function code(a, b, c) return Float64(Float64(Float64(3.0 * Float64(c * a)) / Float64(Float64(-b) - sqrt(Float64((b ^ 2.0) - Float64(c * Float64(a * 3.0)))))) / Float64(a * 3.0)) end
function tmp = code(a, b, c) tmp = ((3.0 * (c * a)) / (-b - sqrt(((b ^ 2.0) - (c * (a * 3.0)))))) / (a * 3.0); end
code[a_, b_, c_] := N[(N[(N[(3.0 * N[(c * a), $MachinePrecision]), $MachinePrecision] / N[((-b) - N[Sqrt[N[(N[Power[b, 2.0], $MachinePrecision] - N[(c * N[(a * 3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\frac{3 \cdot \left(c \cdot a\right)}{\left(-b\right) - \sqrt{{b}^{2} - c \cdot \left(a \cdot 3\right)}}}{a \cdot 3}
\end{array}
Initial program 58.4%
neg-sub058.4%
sqr-neg58.4%
associate-+l-58.4%
sub0-neg58.4%
sub-neg58.4%
distribute-neg-in58.4%
remove-double-neg58.4%
sqr-neg58.4%
associate-*l*58.5%
Simplified58.5%
add-cbrt-cube57.8%
pow1/354.8%
pow354.8%
pow254.8%
pow-pow54.8%
metadata-eval54.8%
Applied egg-rr54.8%
unpow1/358.0%
Simplified58.0%
flip-+57.8%
pow257.8%
add-sqr-sqrt58.7%
pow1/354.8%
pow-pow60.0%
metadata-eval60.0%
associate-*r*60.0%
*-commutative60.0%
pow1/360.0%
pow-pow60.0%
metadata-eval60.0%
associate-*r*60.0%
*-commutative60.0%
Applied egg-rr60.0%
associate--r-99.2%
*-commutative99.2%
*-commutative99.2%
Simplified99.2%
Taylor expanded in b around 0 99.1%
Final simplification99.1%
(FPCore (a b c) :precision binary64 (pow (/ (+ (* b -2.0) (* 1.5 (/ (* c a) b))) c) -1.0))
double code(double a, double b, double c) {
return pow((((b * -2.0) + (1.5 * ((c * a) / b))) / c), -1.0);
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = (((b * (-2.0d0)) + (1.5d0 * ((c * a) / b))) / c) ** (-1.0d0)
end function
public static double code(double a, double b, double c) {
return Math.pow((((b * -2.0) + (1.5 * ((c * a) / b))) / c), -1.0);
}
def code(a, b, c): return math.pow((((b * -2.0) + (1.5 * ((c * a) / b))) / c), -1.0)
function code(a, b, c) return Float64(Float64(Float64(b * -2.0) + Float64(1.5 * Float64(Float64(c * a) / b))) / c) ^ -1.0 end
function tmp = code(a, b, c) tmp = (((b * -2.0) + (1.5 * ((c * a) / b))) / c) ^ -1.0; end
code[a_, b_, c_] := N[Power[N[(N[(N[(b * -2.0), $MachinePrecision] + N[(1.5 * N[(N[(c * a), $MachinePrecision] / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / c), $MachinePrecision], -1.0], $MachinePrecision]
\begin{array}{l}
\\
{\left(\frac{b \cdot -2 + 1.5 \cdot \frac{c \cdot a}{b}}{c}\right)}^{-1}
\end{array}
Initial program 58.4%
neg-sub058.4%
sqr-neg58.4%
associate-+l-58.4%
sub0-neg58.4%
sub-neg58.4%
distribute-neg-in58.4%
remove-double-neg58.4%
sqr-neg58.4%
associate-*l*58.5%
Simplified58.5%
add-cbrt-cube57.8%
pow1/354.8%
pow354.8%
pow254.8%
pow-pow54.8%
metadata-eval54.8%
Applied egg-rr54.8%
unpow1/358.0%
Simplified58.0%
clear-num58.0%
inv-pow58.0%
*-commutative58.0%
neg-mul-158.0%
fma-define58.0%
pow1/354.8%
pow-pow58.5%
metadata-eval58.5%
associate-*r*58.4%
*-commutative58.4%
Applied egg-rr58.4%
Taylor expanded in b around inf 88.2%
fma-define88.2%
distribute-rgt-out88.2%
*-commutative88.2%
metadata-eval88.2%
associate-*r/88.2%
*-commutative88.2%
associate-*r/88.2%
metadata-eval88.2%
Simplified88.2%
Taylor expanded in c around 0 81.4%
Final simplification81.4%
(FPCore (a b c) :precision binary64 (pow (+ (* -2.0 (/ b c)) (* 1.5 (/ a b))) -1.0))
double code(double a, double b, double c) {
return pow(((-2.0 * (b / c)) + (1.5 * (a / b))), -1.0);
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = (((-2.0d0) * (b / c)) + (1.5d0 * (a / b))) ** (-1.0d0)
end function
public static double code(double a, double b, double c) {
return Math.pow(((-2.0 * (b / c)) + (1.5 * (a / b))), -1.0);
}
def code(a, b, c): return math.pow(((-2.0 * (b / c)) + (1.5 * (a / b))), -1.0)
function code(a, b, c) return Float64(Float64(-2.0 * Float64(b / c)) + Float64(1.5 * Float64(a / b))) ^ -1.0 end
function tmp = code(a, b, c) tmp = ((-2.0 * (b / c)) + (1.5 * (a / b))) ^ -1.0; end
code[a_, b_, c_] := N[Power[N[(N[(-2.0 * N[(b / c), $MachinePrecision]), $MachinePrecision] + N[(1.5 * N[(a / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], -1.0], $MachinePrecision]
\begin{array}{l}
\\
{\left(-2 \cdot \frac{b}{c} + 1.5 \cdot \frac{a}{b}\right)}^{-1}
\end{array}
Initial program 58.4%
neg-sub058.4%
sqr-neg58.4%
associate-+l-58.4%
sub0-neg58.4%
sub-neg58.4%
distribute-neg-in58.4%
remove-double-neg58.4%
sqr-neg58.4%
associate-*l*58.5%
Simplified58.5%
add-cbrt-cube57.8%
pow1/354.8%
pow354.8%
pow254.8%
pow-pow54.8%
metadata-eval54.8%
Applied egg-rr54.8%
unpow1/358.0%
Simplified58.0%
clear-num58.0%
inv-pow58.0%
*-commutative58.0%
neg-mul-158.0%
fma-define58.0%
pow1/354.8%
pow-pow58.5%
metadata-eval58.5%
associate-*r*58.4%
*-commutative58.4%
Applied egg-rr58.4%
Taylor expanded in b around inf 88.2%
fma-define88.2%
distribute-rgt-out88.2%
*-commutative88.2%
metadata-eval88.2%
associate-*r/88.2%
*-commutative88.2%
associate-*r/88.2%
metadata-eval88.2%
Simplified88.2%
Taylor expanded in a around 0 81.4%
(FPCore (a b c) :precision binary64 (/ (/ (* c (* a 3.0)) (- (* 1.5 (/ (* c a) b)) (* b 2.0))) (* a 3.0)))
double code(double a, double b, double c) {
return ((c * (a * 3.0)) / ((1.5 * ((c * a) / b)) - (b * 2.0))) / (a * 3.0);
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = ((c * (a * 3.0d0)) / ((1.5d0 * ((c * a) / b)) - (b * 2.0d0))) / (a * 3.0d0)
end function
public static double code(double a, double b, double c) {
return ((c * (a * 3.0)) / ((1.5 * ((c * a) / b)) - (b * 2.0))) / (a * 3.0);
}
def code(a, b, c): return ((c * (a * 3.0)) / ((1.5 * ((c * a) / b)) - (b * 2.0))) / (a * 3.0)
function code(a, b, c) return Float64(Float64(Float64(c * Float64(a * 3.0)) / Float64(Float64(1.5 * Float64(Float64(c * a) / b)) - Float64(b * 2.0))) / Float64(a * 3.0)) end
function tmp = code(a, b, c) tmp = ((c * (a * 3.0)) / ((1.5 * ((c * a) / b)) - (b * 2.0))) / (a * 3.0); end
code[a_, b_, c_] := N[(N[(N[(c * N[(a * 3.0), $MachinePrecision]), $MachinePrecision] / N[(N[(1.5 * N[(N[(c * a), $MachinePrecision] / b), $MachinePrecision]), $MachinePrecision] - N[(b * 2.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\frac{c \cdot \left(a \cdot 3\right)}{1.5 \cdot \frac{c \cdot a}{b} - b \cdot 2}}{a \cdot 3}
\end{array}
Initial program 58.4%
neg-sub058.4%
sqr-neg58.4%
associate-+l-58.4%
sub0-neg58.4%
sub-neg58.4%
distribute-neg-in58.4%
remove-double-neg58.4%
sqr-neg58.4%
associate-*l*58.5%
Simplified58.5%
add-cbrt-cube57.8%
pow1/354.8%
pow354.8%
pow254.8%
pow-pow54.8%
metadata-eval54.8%
Applied egg-rr54.8%
unpow1/358.0%
Simplified58.0%
flip-+57.8%
pow257.8%
add-sqr-sqrt58.7%
pow1/354.8%
pow-pow60.0%
metadata-eval60.0%
associate-*r*60.0%
*-commutative60.0%
pow1/360.0%
pow-pow60.0%
metadata-eval60.0%
associate-*r*60.0%
*-commutative60.0%
Applied egg-rr60.0%
associate--r-99.2%
*-commutative99.2%
*-commutative99.2%
Simplified99.2%
Taylor expanded in b around 0 99.2%
Taylor expanded in c around 0 81.4%
Final simplification81.4%
(FPCore (a b c) :precision binary64 (* -0.5 (/ (* a (/ c b)) a)))
double code(double a, double b, double c) {
return -0.5 * ((a * (c / b)) / a);
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = (-0.5d0) * ((a * (c / b)) / a)
end function
public static double code(double a, double b, double c) {
return -0.5 * ((a * (c / b)) / a);
}
def code(a, b, c): return -0.5 * ((a * (c / b)) / a)
function code(a, b, c) return Float64(-0.5 * Float64(Float64(a * Float64(c / b)) / a)) end
function tmp = code(a, b, c) tmp = -0.5 * ((a * (c / b)) / a); end
code[a_, b_, c_] := N[(-0.5 * N[(N[(a * N[(c / b), $MachinePrecision]), $MachinePrecision] / a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
-0.5 \cdot \frac{a \cdot \frac{c}{b}}{a}
\end{array}
Initial program 58.4%
/-rgt-identity58.4%
metadata-eval58.4%
Simplified58.7%
Taylor expanded in b around inf 62.2%
associate-/l*62.2%
Simplified62.2%
times-frac62.3%
metadata-eval62.3%
Applied egg-rr62.3%
(FPCore (a b c) :precision binary64 (/ (* c -0.5) b))
double code(double a, double b, double c) {
return (c * -0.5) / b;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = (c * (-0.5d0)) / b
end function
public static double code(double a, double b, double c) {
return (c * -0.5) / b;
}
def code(a, b, c): return (c * -0.5) / b
function code(a, b, c) return Float64(Float64(c * -0.5) / b) end
function tmp = code(a, b, c) tmp = (c * -0.5) / b; end
code[a_, b_, c_] := N[(N[(c * -0.5), $MachinePrecision] / b), $MachinePrecision]
\begin{array}{l}
\\
\frac{c \cdot -0.5}{b}
\end{array}
Initial program 58.4%
/-rgt-identity58.4%
metadata-eval58.4%
Simplified58.7%
Taylor expanded in b around inf 62.3%
associate-*r/62.3%
*-commutative62.3%
Simplified62.3%
(FPCore (a b c) :precision binary64 (* c (/ -0.5 b)))
double code(double a, double b, double c) {
return c * (-0.5 / b);
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = c * ((-0.5d0) / b)
end function
public static double code(double a, double b, double c) {
return c * (-0.5 / b);
}
def code(a, b, c): return c * (-0.5 / b)
function code(a, b, c) return Float64(c * Float64(-0.5 / b)) end
function tmp = code(a, b, c) tmp = c * (-0.5 / b); end
code[a_, b_, c_] := N[(c * N[(-0.5 / b), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
c \cdot \frac{-0.5}{b}
\end{array}
Initial program 58.4%
/-rgt-identity58.4%
metadata-eval58.4%
Simplified58.7%
Taylor expanded in b around inf 62.3%
associate-*r/62.3%
*-commutative62.3%
Simplified62.3%
Taylor expanded in c around 0 62.3%
*-commutative62.3%
associate-*l/62.3%
associate-*r/62.2%
Simplified62.2%
herbie shell --seed 2024129
(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)))