
(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
(let* ((t_0 (* a (* c 3.0)))
(t_1
(/
(- (pow b 6.0) (* 27.0 (pow (* a c) 3.0)))
(fma t_0 (fma b b t_0) (pow b 4.0)))))
(if (<= b 0.115)
(/ (/ (- t_1 (pow b 2.0)) (+ b (sqrt t_1))) (* a 3.0))
(fma
-0.5
(/ c b)
(fma
-0.5625
(* (pow a 2.0) (/ (pow c 3.0) (pow b 5.0)))
(fma
-0.16666666666666666
(* (/ (pow (* a c) 4.0) a) (/ 6.328125 (pow b 7.0)))
(* -0.375 (* a (/ (pow c 2.0) (pow b 3.0))))))))))
double code(double a, double b, double c) {
double t_0 = a * (c * 3.0);
double t_1 = (pow(b, 6.0) - (27.0 * pow((a * c), 3.0))) / fma(t_0, fma(b, b, t_0), pow(b, 4.0));
double tmp;
if (b <= 0.115) {
tmp = ((t_1 - pow(b, 2.0)) / (b + sqrt(t_1))) / (a * 3.0);
} else {
tmp = fma(-0.5, (c / b), fma(-0.5625, (pow(a, 2.0) * (pow(c, 3.0) / pow(b, 5.0))), fma(-0.16666666666666666, ((pow((a * c), 4.0) / a) * (6.328125 / pow(b, 7.0))), (-0.375 * (a * (pow(c, 2.0) / pow(b, 3.0)))))));
}
return tmp;
}
function code(a, b, c) t_0 = Float64(a * Float64(c * 3.0)) t_1 = Float64(Float64((b ^ 6.0) - Float64(27.0 * (Float64(a * c) ^ 3.0))) / fma(t_0, fma(b, b, t_0), (b ^ 4.0))) tmp = 0.0 if (b <= 0.115) tmp = Float64(Float64(Float64(t_1 - (b ^ 2.0)) / Float64(b + sqrt(t_1))) / Float64(a * 3.0)); else tmp = fma(-0.5, Float64(c / b), fma(-0.5625, Float64((a ^ 2.0) * Float64((c ^ 3.0) / (b ^ 5.0))), fma(-0.16666666666666666, Float64(Float64((Float64(a * c) ^ 4.0) / a) * Float64(6.328125 / (b ^ 7.0))), Float64(-0.375 * Float64(a * Float64((c ^ 2.0) / (b ^ 3.0))))))); end return tmp end
code[a_, b_, c_] := Block[{t$95$0 = N[(a * N[(c * 3.0), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(N[(N[Power[b, 6.0], $MachinePrecision] - N[(27.0 * N[Power[N[(a * c), $MachinePrecision], 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(t$95$0 * N[(b * b + t$95$0), $MachinePrecision] + N[Power[b, 4.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, 0.115], N[(N[(N[(t$95$1 - N[Power[b, 2.0], $MachinePrecision]), $MachinePrecision] / N[(b + N[Sqrt[t$95$1], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision], N[(-0.5 * N[(c / b), $MachinePrecision] + N[(-0.5625 * N[(N[Power[a, 2.0], $MachinePrecision] * N[(N[Power[c, 3.0], $MachinePrecision] / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-0.16666666666666666 * N[(N[(N[Power[N[(a * c), $MachinePrecision], 4.0], $MachinePrecision] / a), $MachinePrecision] * N[(6.328125 / N[Power[b, 7.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-0.375 * N[(a * N[(N[Power[c, 2.0], $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := a \cdot \left(c \cdot 3\right)\\
t_1 := \frac{{b}^{6} - 27 \cdot {\left(a \cdot c\right)}^{3}}{\mathsf{fma}\left(t\_0, \mathsf{fma}\left(b, b, t\_0\right), {b}^{4}\right)}\\
\mathbf{if}\;b \leq 0.115:\\
\;\;\;\;\frac{\frac{t\_1 - {b}^{2}}{b + \sqrt{t\_1}}}{a \cdot 3}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(-0.5, \frac{c}{b}, \mathsf{fma}\left(-0.5625, {a}^{2} \cdot \frac{{c}^{3}}{{b}^{5}}, \mathsf{fma}\left(-0.16666666666666666, \frac{{\left(a \cdot c\right)}^{4}}{a} \cdot \frac{6.328125}{{b}^{7}}, -0.375 \cdot \left(a \cdot \frac{{c}^{2}}{{b}^{3}}\right)\right)\right)\right)\\
\end{array}
\end{array}
if b < 0.115000000000000005Initial program 87.0%
/-rgt-identity87.0%
metadata-eval87.0%
Simplified87.0%
associate-*r*87.0%
metadata-eval87.0%
distribute-rgt-neg-in87.0%
*-commutative87.0%
fma-neg86.9%
flip3--86.8%
sqrt-div86.2%
pow286.2%
pow-pow85.5%
metadata-eval85.5%
Applied egg-rr86.1%
flip--85.8%
Applied egg-rr86.5%
Simplified87.7%
if 0.115000000000000005 < b Initial program 54.0%
/-rgt-identity54.0%
metadata-eval54.0%
Simplified53.8%
associate-*r*53.9%
metadata-eval53.9%
distribute-rgt-neg-in53.9%
*-commutative53.9%
fma-neg54.0%
flip3--53.5%
sqrt-div53.0%
pow253.1%
pow-pow52.9%
metadata-eval52.9%
Applied egg-rr53.3%
Taylor expanded in b around inf 91.8%
Simplified91.8%
Taylor expanded in b around -inf 91.8%
fma-define91.8%
associate-/l*91.8%
+-commutative91.8%
fma-define91.8%
Simplified91.8%
Final simplification91.4%
(FPCore (a b c)
:precision binary64
(if (<= b 0.125)
(/ (- (sqrt (fma (* a c) -3.0 (pow b 2.0))) b) (* a 3.0))
(fma
-0.5
(/ c b)
(fma
-0.5625
(* (pow a 2.0) (/ (pow c 3.0) (pow b 5.0)))
(fma
-0.16666666666666666
(* (/ (pow (* a c) 4.0) a) (/ 6.328125 (pow b 7.0)))
(* -0.375 (* a (/ (pow c 2.0) (pow b 3.0)))))))))
double code(double a, double b, double c) {
double tmp;
if (b <= 0.125) {
tmp = (sqrt(fma((a * c), -3.0, pow(b, 2.0))) - b) / (a * 3.0);
} else {
tmp = fma(-0.5, (c / b), fma(-0.5625, (pow(a, 2.0) * (pow(c, 3.0) / pow(b, 5.0))), fma(-0.16666666666666666, ((pow((a * c), 4.0) / a) * (6.328125 / pow(b, 7.0))), (-0.375 * (a * (pow(c, 2.0) / pow(b, 3.0)))))));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 0.125) tmp = Float64(Float64(sqrt(fma(Float64(a * c), -3.0, (b ^ 2.0))) - b) / Float64(a * 3.0)); else tmp = fma(-0.5, Float64(c / b), fma(-0.5625, Float64((a ^ 2.0) * Float64((c ^ 3.0) / (b ^ 5.0))), fma(-0.16666666666666666, Float64(Float64((Float64(a * c) ^ 4.0) / a) * Float64(6.328125 / (b ^ 7.0))), Float64(-0.375 * Float64(a * Float64((c ^ 2.0) / (b ^ 3.0))))))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 0.125], N[(N[(N[Sqrt[N[(N[(a * c), $MachinePrecision] * -3.0 + N[Power[b, 2.0], $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision], N[(-0.5 * N[(c / b), $MachinePrecision] + N[(-0.5625 * N[(N[Power[a, 2.0], $MachinePrecision] * N[(N[Power[c, 3.0], $MachinePrecision] / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-0.16666666666666666 * N[(N[(N[Power[N[(a * c), $MachinePrecision], 4.0], $MachinePrecision] / a), $MachinePrecision] * N[(6.328125 / N[Power[b, 7.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-0.375 * N[(a * N[(N[Power[c, 2.0], $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 0.125:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(a \cdot c, -3, {b}^{2}\right)} - b}{a \cdot 3}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(-0.5, \frac{c}{b}, \mathsf{fma}\left(-0.5625, {a}^{2} \cdot \frac{{c}^{3}}{{b}^{5}}, \mathsf{fma}\left(-0.16666666666666666, \frac{{\left(a \cdot c\right)}^{4}}{a} \cdot \frac{6.328125}{{b}^{7}}, -0.375 \cdot \left(a \cdot \frac{{c}^{2}}{{b}^{3}}\right)\right)\right)\right)\\
\end{array}
\end{array}
if b < 0.125Initial program 87.0%
sqr-neg87.0%
sqr-neg87.0%
associate-*l*86.9%
Simplified86.9%
Taylor expanded in b around 0 86.9%
*-commutative86.9%
fma-define87.1%
Simplified87.1%
if 0.125 < b Initial program 54.0%
/-rgt-identity54.0%
metadata-eval54.0%
Simplified53.8%
associate-*r*53.9%
metadata-eval53.9%
distribute-rgt-neg-in53.9%
*-commutative53.9%
fma-neg54.0%
flip3--53.5%
sqrt-div53.0%
pow253.1%
pow-pow52.9%
metadata-eval52.9%
Applied egg-rr53.3%
Taylor expanded in b around inf 91.8%
Simplified91.8%
Taylor expanded in b around -inf 91.8%
fma-define91.8%
associate-/l*91.8%
+-commutative91.8%
fma-define91.8%
Simplified91.8%
Final simplification91.3%
(FPCore (a b c)
:precision binary64
(if (<= b 0.12)
(/ (- (sqrt (fma (* a c) -3.0 (pow b 2.0))) b) (* a 3.0))
(+
(* -0.5625 (/ (* (pow a 2.0) (pow c 3.0)) (pow b 5.0)))
(+
(* -0.5 (/ c b))
(+
(* -0.375 (/ (* a (pow c 2.0)) (pow b 3.0)))
(*
-0.16666666666666666
(/
(+
(* 5.0625 (* (pow a 4.0) (pow c 4.0)))
(* (pow (* a c) 4.0) 1.265625))
(* a (pow b 7.0)))))))))
double code(double a, double b, double c) {
double tmp;
if (b <= 0.12) {
tmp = (sqrt(fma((a * c), -3.0, pow(b, 2.0))) - b) / (a * 3.0);
} else {
tmp = (-0.5625 * ((pow(a, 2.0) * pow(c, 3.0)) / pow(b, 5.0))) + ((-0.5 * (c / b)) + ((-0.375 * ((a * pow(c, 2.0)) / pow(b, 3.0))) + (-0.16666666666666666 * (((5.0625 * (pow(a, 4.0) * pow(c, 4.0))) + (pow((a * c), 4.0) * 1.265625)) / (a * pow(b, 7.0))))));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 0.12) tmp = Float64(Float64(sqrt(fma(Float64(a * c), -3.0, (b ^ 2.0))) - b) / Float64(a * 3.0)); else tmp = Float64(Float64(-0.5625 * Float64(Float64((a ^ 2.0) * (c ^ 3.0)) / (b ^ 5.0))) + Float64(Float64(-0.5 * Float64(c / b)) + Float64(Float64(-0.375 * Float64(Float64(a * (c ^ 2.0)) / (b ^ 3.0))) + Float64(-0.16666666666666666 * Float64(Float64(Float64(5.0625 * Float64((a ^ 4.0) * (c ^ 4.0))) + Float64((Float64(a * c) ^ 4.0) * 1.265625)) / Float64(a * (b ^ 7.0))))))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 0.12], N[(N[(N[Sqrt[N[(N[(a * c), $MachinePrecision] * -3.0 + N[Power[b, 2.0], $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision], N[(N[(-0.5625 * N[(N[(N[Power[a, 2.0], $MachinePrecision] * N[Power[c, 3.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(-0.5 * N[(c / b), $MachinePrecision]), $MachinePrecision] + N[(N[(-0.375 * N[(N[(a * N[Power[c, 2.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-0.16666666666666666 * N[(N[(N[(5.0625 * N[(N[Power[a, 4.0], $MachinePrecision] * N[Power[c, 4.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[Power[N[(a * c), $MachinePrecision], 4.0], $MachinePrecision] * 1.265625), $MachinePrecision]), $MachinePrecision] / N[(a * N[Power[b, 7.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 0.12:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(a \cdot c, -3, {b}^{2}\right)} - b}{a \cdot 3}\\
\mathbf{else}:\\
\;\;\;\;-0.5625 \cdot \frac{{a}^{2} \cdot {c}^{3}}{{b}^{5}} + \left(-0.5 \cdot \frac{c}{b} + \left(-0.375 \cdot \frac{a \cdot {c}^{2}}{{b}^{3}} + -0.16666666666666666 \cdot \frac{5.0625 \cdot \left({a}^{4} \cdot {c}^{4}\right) + {\left(a \cdot c\right)}^{4} \cdot 1.265625}{a \cdot {b}^{7}}\right)\right)\\
\end{array}
\end{array}
if b < 0.12Initial program 87.0%
sqr-neg87.0%
sqr-neg87.0%
associate-*l*86.9%
Simplified86.9%
Taylor expanded in b around 0 86.9%
*-commutative86.9%
fma-define87.1%
Simplified87.1%
if 0.12 < b Initial program 54.0%
sqr-neg54.0%
sqr-neg54.0%
associate-*l*54.0%
Simplified54.0%
Taylor expanded in b around inf 91.7%
*-commutative91.7%
unpow-prod-down91.7%
pow-prod-down91.7%
pow-pow91.7%
metadata-eval91.7%
metadata-eval91.7%
Applied egg-rr91.7%
Final simplification91.3%
(FPCore (a b c)
:precision binary64
(if (<= b 30.0)
(/ (- (sqrt (fma (* a c) -3.0 (pow b 2.0))) b) (* a 3.0))
(fma
-0.5
(/ c b)
(+
(* -0.5625 (/ (* (pow a 2.0) (pow c 3.0)) (pow b 5.0)))
(* -0.375 (/ (* a (pow c 2.0)) (pow b 3.0)))))))
double code(double a, double b, double c) {
double tmp;
if (b <= 30.0) {
tmp = (sqrt(fma((a * c), -3.0, pow(b, 2.0))) - b) / (a * 3.0);
} else {
tmp = fma(-0.5, (c / b), ((-0.5625 * ((pow(a, 2.0) * pow(c, 3.0)) / pow(b, 5.0))) + (-0.375 * ((a * pow(c, 2.0)) / pow(b, 3.0)))));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 30.0) tmp = Float64(Float64(sqrt(fma(Float64(a * c), -3.0, (b ^ 2.0))) - b) / Float64(a * 3.0)); else tmp = fma(-0.5, Float64(c / b), Float64(Float64(-0.5625 * Float64(Float64((a ^ 2.0) * (c ^ 3.0)) / (b ^ 5.0))) + Float64(-0.375 * Float64(Float64(a * (c ^ 2.0)) / (b ^ 3.0))))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 30.0], N[(N[(N[Sqrt[N[(N[(a * c), $MachinePrecision] * -3.0 + N[Power[b, 2.0], $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision], N[(-0.5 * N[(c / b), $MachinePrecision] + N[(N[(-0.5625 * N[(N[(N[Power[a, 2.0], $MachinePrecision] * N[Power[c, 3.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-0.375 * N[(N[(a * N[Power[c, 2.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 30:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(a \cdot c, -3, {b}^{2}\right)} - b}{a \cdot 3}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(-0.5, \frac{c}{b}, -0.5625 \cdot \frac{{a}^{2} \cdot {c}^{3}}{{b}^{5}} + -0.375 \cdot \frac{a \cdot {c}^{2}}{{b}^{3}}\right)\\
\end{array}
\end{array}
if b < 30Initial program 81.7%
sqr-neg81.7%
sqr-neg81.7%
associate-*l*81.6%
Simplified81.6%
Taylor expanded in b around 0 81.6%
*-commutative81.6%
fma-define81.7%
Simplified81.7%
if 30 < b Initial program 49.2%
/-rgt-identity49.2%
metadata-eval49.2%
Simplified49.1%
associate-*r*49.1%
metadata-eval49.1%
distribute-rgt-neg-in49.1%
*-commutative49.1%
fma-neg49.2%
flip3--48.8%
sqrt-div48.3%
pow248.3%
pow-pow48.3%
metadata-eval48.3%
Applied egg-rr48.6%
Taylor expanded in b around inf 93.9%
Simplified93.9%
Taylor expanded in a around 0 91.4%
Final simplification89.1%
(FPCore (a b c)
:precision binary64
(if (<= b 30.0)
(/ (- (sqrt (fma (* a c) -3.0 (pow b 2.0))) b) (* a 3.0))
(+
(* -0.5625 (/ (* (pow a 2.0) (pow c 3.0)) (pow b 5.0)))
(+ (* -0.5 (/ c b)) (* -0.375 (/ (* a (pow c 2.0)) (pow b 3.0)))))))
double code(double a, double b, double c) {
double tmp;
if (b <= 30.0) {
tmp = (sqrt(fma((a * c), -3.0, pow(b, 2.0))) - b) / (a * 3.0);
} else {
tmp = (-0.5625 * ((pow(a, 2.0) * pow(c, 3.0)) / pow(b, 5.0))) + ((-0.5 * (c / b)) + (-0.375 * ((a * pow(c, 2.0)) / pow(b, 3.0))));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 30.0) tmp = Float64(Float64(sqrt(fma(Float64(a * c), -3.0, (b ^ 2.0))) - b) / Float64(a * 3.0)); else tmp = Float64(Float64(-0.5625 * Float64(Float64((a ^ 2.0) * (c ^ 3.0)) / (b ^ 5.0))) + Float64(Float64(-0.5 * Float64(c / b)) + Float64(-0.375 * Float64(Float64(a * (c ^ 2.0)) / (b ^ 3.0))))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 30.0], N[(N[(N[Sqrt[N[(N[(a * c), $MachinePrecision] * -3.0 + N[Power[b, 2.0], $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision], N[(N[(-0.5625 * N[(N[(N[Power[a, 2.0], $MachinePrecision] * N[Power[c, 3.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(-0.5 * N[(c / b), $MachinePrecision]), $MachinePrecision] + N[(-0.375 * N[(N[(a * N[Power[c, 2.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 30:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(a \cdot c, -3, {b}^{2}\right)} - b}{a \cdot 3}\\
\mathbf{else}:\\
\;\;\;\;-0.5625 \cdot \frac{{a}^{2} \cdot {c}^{3}}{{b}^{5}} + \left(-0.5 \cdot \frac{c}{b} + -0.375 \cdot \frac{a \cdot {c}^{2}}{{b}^{3}}\right)\\
\end{array}
\end{array}
if b < 30Initial program 81.7%
sqr-neg81.7%
sqr-neg81.7%
associate-*l*81.6%
Simplified81.6%
Taylor expanded in b around 0 81.6%
*-commutative81.6%
fma-define81.7%
Simplified81.7%
if 30 < b Initial program 49.2%
sqr-neg49.2%
sqr-neg49.2%
associate-*l*49.2%
Simplified49.2%
Taylor expanded in b around inf 91.4%
Final simplification89.0%
(FPCore (a b c) :precision binary64 (if (<= (/ (- (sqrt (- (* b b) (* c (* a 3.0)))) b) (* a 3.0)) -0.0004) (/ (- (sqrt (fma (* a c) -3.0 (pow b 2.0))) b) (* a 3.0)) (+ (* -0.5 (/ c b)) (* -0.375 (/ (* a (pow c 2.0)) (pow b 3.0))))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - (c * (a * 3.0)))) - b) / (a * 3.0)) <= -0.0004) {
tmp = (sqrt(fma((a * c), -3.0, pow(b, 2.0))) - b) / (a * 3.0);
} else {
tmp = (-0.5 * (c / b)) + (-0.375 * ((a * pow(c, 2.0)) / pow(b, 3.0)));
}
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)) <= -0.0004) tmp = Float64(Float64(sqrt(fma(Float64(a * c), -3.0, (b ^ 2.0))) - b) / Float64(a * 3.0)); else tmp = Float64(Float64(-0.5 * Float64(c / b)) + Float64(-0.375 * Float64(Float64(a * (c ^ 2.0)) / (b ^ 3.0)))); 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], -0.0004], N[(N[(N[Sqrt[N[(N[(a * c), $MachinePrecision] * -3.0 + N[Power[b, 2.0], $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision], N[(N[(-0.5 * N[(c / b), $MachinePrecision]), $MachinePrecision] + N[(-0.375 * N[(N[(a * N[Power[c, 2.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $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 -0.0004:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(a \cdot c, -3, {b}^{2}\right)} - b}{a \cdot 3}\\
\mathbf{else}:\\
\;\;\;\;-0.5 \cdot \frac{c}{b} + -0.375 \cdot \frac{a \cdot {c}^{2}}{{b}^{3}}\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) < -4.00000000000000019e-4Initial program 77.5%
sqr-neg77.5%
sqr-neg77.5%
associate-*l*77.5%
Simplified77.5%
Taylor expanded in b around 0 77.5%
*-commutative77.5%
fma-define77.6%
Simplified77.6%
if -4.00000000000000019e-4 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) Initial program 41.4%
sqr-neg41.4%
sqr-neg41.4%
associate-*l*41.4%
Simplified41.4%
Taylor expanded in b around inf 91.6%
Final simplification85.5%
(FPCore (a b c) :precision binary64 (if (<= (/ (- (sqrt (- (* b b) (* c (* a 3.0)))) b) (* a 3.0)) -0.0004) (/ (- (sqrt (fma b b (* a (* c -3.0)))) b) (* a 3.0)) (+ (* -0.5 (/ c b)) (* -0.375 (/ (* a (pow c 2.0)) (pow b 3.0))))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - (c * (a * 3.0)))) - b) / (a * 3.0)) <= -0.0004) {
tmp = (sqrt(fma(b, b, (a * (c * -3.0)))) - b) / (a * 3.0);
} else {
tmp = (-0.5 * (c / b)) + (-0.375 * ((a * pow(c, 2.0)) / pow(b, 3.0)));
}
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)) <= -0.0004) tmp = Float64(Float64(sqrt(fma(b, b, Float64(a * Float64(c * -3.0)))) - b) / Float64(a * 3.0)); else tmp = Float64(Float64(-0.5 * Float64(c / b)) + Float64(-0.375 * Float64(Float64(a * (c ^ 2.0)) / (b ^ 3.0)))); 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], -0.0004], 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[(N[(-0.5 * N[(c / b), $MachinePrecision]), $MachinePrecision] + N[(-0.375 * N[(N[(a * N[Power[c, 2.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $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 -0.0004:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, a \cdot \left(c \cdot -3\right)\right)} - b}{a \cdot 3}\\
\mathbf{else}:\\
\;\;\;\;-0.5 \cdot \frac{c}{b} + -0.375 \cdot \frac{a \cdot {c}^{2}}{{b}^{3}}\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) < -4.00000000000000019e-4Initial program 77.5%
/-rgt-identity77.5%
metadata-eval77.5%
Simplified77.5%
if -4.00000000000000019e-4 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) Initial program 41.4%
sqr-neg41.4%
sqr-neg41.4%
associate-*l*41.4%
Simplified41.4%
Taylor expanded in b around inf 91.6%
Final simplification85.5%
(FPCore (a b c) :precision binary64 (if (<= (/ (- (sqrt (- (* b b) (* c (* a 3.0)))) b) (* a 3.0)) -0.00037) (/ (- (sqrt (fma b b (* a (* c -3.0)))) b) (* a 3.0)) (/ (* c -0.5) b)))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - (c * (a * 3.0)))) - b) / (a * 3.0)) <= -0.00037) {
tmp = (sqrt(fma(b, b, (a * (c * -3.0)))) - b) / (a * 3.0);
} else {
tmp = (c * -0.5) / b;
}
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)) <= -0.00037) tmp = Float64(Float64(sqrt(fma(b, b, Float64(a * Float64(c * -3.0)))) - b) / Float64(a * 3.0)); else tmp = Float64(Float64(c * -0.5) / b); 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], -0.00037], 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[(N[(c * -0.5), $MachinePrecision] / b), $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 -0.00037:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, a \cdot \left(c \cdot -3\right)\right)} - b}{a \cdot 3}\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot -0.5}{b}\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) < -3.6999999999999999e-4Initial program 77.5%
/-rgt-identity77.5%
metadata-eval77.5%
Simplified77.5%
if -3.6999999999999999e-4 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) Initial program 41.2%
sqr-neg41.2%
sqr-neg41.2%
associate-*l*41.2%
Simplified41.2%
Taylor expanded in b around inf 76.8%
*-commutative76.8%
associate-*l/76.8%
Simplified76.8%
Final simplification77.1%
(FPCore (a b c) :precision binary64 (let* ((t_0 (/ (- (sqrt (- (* b b) (* c (* a 3.0)))) b) (* a 3.0)))) (if (<= t_0 -0.00037) t_0 (/ (* c -0.5) b))))
double code(double a, double b, double c) {
double t_0 = (sqrt(((b * b) - (c * (a * 3.0)))) - b) / (a * 3.0);
double tmp;
if (t_0 <= -0.00037) {
tmp = t_0;
} else {
tmp = (c * -0.5) / b;
}
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) :: t_0
real(8) :: tmp
t_0 = (sqrt(((b * b) - (c * (a * 3.0d0)))) - b) / (a * 3.0d0)
if (t_0 <= (-0.00037d0)) then
tmp = t_0
else
tmp = (c * (-0.5d0)) / b
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double t_0 = (Math.sqrt(((b * b) - (c * (a * 3.0)))) - b) / (a * 3.0);
double tmp;
if (t_0 <= -0.00037) {
tmp = t_0;
} else {
tmp = (c * -0.5) / b;
}
return tmp;
}
def code(a, b, c): t_0 = (math.sqrt(((b * b) - (c * (a * 3.0)))) - b) / (a * 3.0) tmp = 0 if t_0 <= -0.00037: tmp = t_0 else: tmp = (c * -0.5) / b return tmp
function code(a, b, c) t_0 = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 3.0)))) - b) / Float64(a * 3.0)) tmp = 0.0 if (t_0 <= -0.00037) tmp = t_0; else tmp = Float64(Float64(c * -0.5) / b); end return tmp end
function tmp_2 = code(a, b, c) t_0 = (sqrt(((b * b) - (c * (a * 3.0)))) - b) / (a * 3.0); tmp = 0.0; if (t_0 <= -0.00037) tmp = t_0; else tmp = (c * -0.5) / b; end tmp_2 = tmp; end
code[a_, b_, c_] := Block[{t$95$0 = 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]}, If[LessEqual[t$95$0, -0.00037], t$95$0, N[(N[(c * -0.5), $MachinePrecision] / b), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{\sqrt{b \cdot b - c \cdot \left(a \cdot 3\right)} - b}{a \cdot 3}\\
\mathbf{if}\;t\_0 \leq -0.00037:\\
\;\;\;\;t\_0\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot -0.5}{b}\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) < -3.6999999999999999e-4Initial program 77.5%
if -3.6999999999999999e-4 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) Initial program 41.2%
sqr-neg41.2%
sqr-neg41.2%
associate-*l*41.2%
Simplified41.2%
Taylor expanded in b around inf 76.8%
*-commutative76.8%
associate-*l/76.8%
Simplified76.8%
Final simplification77.1%
(FPCore (a b c) :precision binary64 (if (<= b 160.0) (/ (- (sqrt (- (* b b) (* (* a c) 3.0))) b) (* a 3.0)) (/ (* c -0.5) b)))
double code(double a, double b, double c) {
double tmp;
if (b <= 160.0) {
tmp = (sqrt(((b * b) - ((a * c) * 3.0))) - b) / (a * 3.0);
} else {
tmp = (c * -0.5) / b;
}
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 (b <= 160.0d0) then
tmp = (sqrt(((b * b) - ((a * c) * 3.0d0))) - b) / (a * 3.0d0)
else
tmp = (c * (-0.5d0)) / b
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= 160.0) {
tmp = (Math.sqrt(((b * b) - ((a * c) * 3.0))) - b) / (a * 3.0);
} else {
tmp = (c * -0.5) / b;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= 160.0: tmp = (math.sqrt(((b * b) - ((a * c) * 3.0))) - b) / (a * 3.0) else: tmp = (c * -0.5) / b return tmp
function code(a, b, c) tmp = 0.0 if (b <= 160.0) tmp = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(Float64(a * c) * 3.0))) - b) / Float64(a * 3.0)); else tmp = Float64(Float64(c * -0.5) / b); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= 160.0) tmp = (sqrt(((b * b) - ((a * c) * 3.0))) - b) / (a * 3.0); else tmp = (c * -0.5) / b; end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, 160.0], N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(a * c), $MachinePrecision] * 3.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision], N[(N[(c * -0.5), $MachinePrecision] / b), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 160:\\
\;\;\;\;\frac{\sqrt{b \cdot b - \left(a \cdot c\right) \cdot 3} - b}{a \cdot 3}\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot -0.5}{b}\\
\end{array}
\end{array}
if b < 160Initial program 78.3%
sqr-neg78.3%
sqr-neg78.3%
associate-*l*78.3%
Simplified78.3%
if 160 < b Initial program 46.1%
sqr-neg46.1%
sqr-neg46.1%
associate-*l*46.1%
Simplified46.1%
Taylor expanded in b around inf 72.7%
*-commutative72.7%
associate-*l/72.7%
Simplified72.7%
Final simplification74.6%
(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 57.1%
sqr-neg57.1%
sqr-neg57.1%
associate-*l*57.0%
Simplified57.0%
Taylor expanded in b around inf 63.0%
*-commutative63.0%
associate-*l/63.0%
Simplified63.0%
Final simplification63.0%
herbie shell --seed 2024050
(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)))