
(FPCore (a b c) :precision binary64 (/ (+ (- b) (sqrt (- (* b b) (* (* 3.0 a) c)))) (* 3.0 a)))
double code(double a, double b, double c) {
return (-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a);
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = (-b + sqrt(((b * b) - ((3.0d0 * a) * c)))) / (3.0d0 * a)
end function
public static double code(double a, double b, double c) {
return (-b + Math.sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a);
}
def code(a, b, c): return (-b + math.sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a)
function code(a, b, c) return Float64(Float64(Float64(-b) + sqrt(Float64(Float64(b * b) - Float64(Float64(3.0 * a) * c)))) / Float64(3.0 * a)) end
function tmp = code(a, b, c) tmp = (-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a); end
code[a_, b_, c_] := N[(N[((-b) + N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(3.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 9 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (a b c) :precision binary64 (/ (+ (- b) (sqrt (- (* b b) (* (* 3.0 a) c)))) (* 3.0 a)))
double code(double a, double b, double c) {
return (-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a);
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = (-b + sqrt(((b * b) - ((3.0d0 * a) * c)))) / (3.0d0 * a)
end function
public static double code(double a, double b, double c) {
return (-b + Math.sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a);
}
def code(a, b, c): return (-b + math.sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a)
function code(a, b, c) return Float64(Float64(Float64(-b) + sqrt(Float64(Float64(b * b) - Float64(Float64(3.0 * a) * c)))) / Float64(3.0 * a)) end
function tmp = code(a, b, c) tmp = (-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a); end
code[a_, b_, c_] := N[(N[((-b) + N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(3.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}
\end{array}
(FPCore (a b c) :precision binary64 (fma -0.5625 (/ (pow c 3.0) (/ (pow b 5.0) (* a a))) (fma -0.16666666666666666 (* (/ (pow (* c a) 4.0) a) (/ 6.328125 (pow b 7.0))) (fma -0.5 (/ c b) (* -0.375 (/ (* c c) (/ (pow b 3.0) a)))))))
double code(double a, double b, double c) {
return fma(-0.5625, (pow(c, 3.0) / (pow(b, 5.0) / (a * a))), fma(-0.16666666666666666, ((pow((c * a), 4.0) / a) * (6.328125 / pow(b, 7.0))), fma(-0.5, (c / b), (-0.375 * ((c * c) / (pow(b, 3.0) / a))))));
}
function code(a, b, c) return fma(-0.5625, Float64((c ^ 3.0) / Float64((b ^ 5.0) / Float64(a * a))), fma(-0.16666666666666666, Float64(Float64((Float64(c * a) ^ 4.0) / a) * Float64(6.328125 / (b ^ 7.0))), fma(-0.5, Float64(c / b), Float64(-0.375 * Float64(Float64(c * c) / Float64((b ^ 3.0) / a)))))) end
code[a_, b_, c_] := N[(-0.5625 * N[(N[Power[c, 3.0], $MachinePrecision] / N[(N[Power[b, 5.0], $MachinePrecision] / N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-0.16666666666666666 * N[(N[(N[Power[N[(c * a), $MachinePrecision], 4.0], $MachinePrecision] / a), $MachinePrecision] * N[(6.328125 / N[Power[b, 7.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-0.5 * N[(c / b), $MachinePrecision] + N[(-0.375 * N[(N[(c * c), $MachinePrecision] / N[(N[Power[b, 3.0], $MachinePrecision] / a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(-0.5625, \frac{{c}^{3}}{\frac{{b}^{5}}{a \cdot a}}, \mathsf{fma}\left(-0.16666666666666666, \frac{{\left(c \cdot a\right)}^{4}}{a} \cdot \frac{6.328125}{{b}^{7}}, \mathsf{fma}\left(-0.5, \frac{c}{b}, -0.375 \cdot \frac{c \cdot c}{\frac{{b}^{3}}{a}}\right)\right)\right)
\end{array}
Initial program 53.7%
neg-sub053.7%
associate-+l-53.7%
sub0-neg53.7%
neg-mul-153.7%
associate-*r/53.7%
metadata-eval53.7%
metadata-eval53.7%
times-frac53.7%
*-commutative53.7%
times-frac53.7%
associate-*l/53.7%
Simplified53.9%
Taylor expanded in b around inf 91.3%
fma-def91.3%
associate-/l*91.3%
unpow291.3%
fma-def91.3%
Simplified91.3%
Taylor expanded in c around 0 91.3%
+-commutative91.3%
distribute-rgt-out91.3%
associate-*r*91.3%
times-frac91.3%
Simplified91.3%
Final simplification91.3%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (fma c (* a -3.0) (* b b))))
(if (<= b 14.2)
(/ (/ (- t_0 (* b b)) (+ b (sqrt t_0))) (* 3.0 a))
(fma
-0.5625
(/ (pow c 3.0) (/ (pow b 5.0) (* a a)))
(fma -0.5 (/ c b) (/ (* -0.375 (* a (* c c))) (pow b 3.0)))))))
double code(double a, double b, double c) {
double t_0 = fma(c, (a * -3.0), (b * b));
double tmp;
if (b <= 14.2) {
tmp = ((t_0 - (b * b)) / (b + sqrt(t_0))) / (3.0 * a);
} else {
tmp = fma(-0.5625, (pow(c, 3.0) / (pow(b, 5.0) / (a * a))), fma(-0.5, (c / b), ((-0.375 * (a * (c * c))) / pow(b, 3.0))));
}
return tmp;
}
function code(a, b, c) t_0 = fma(c, Float64(a * -3.0), Float64(b * b)) tmp = 0.0 if (b <= 14.2) tmp = Float64(Float64(Float64(t_0 - Float64(b * b)) / Float64(b + sqrt(t_0))) / Float64(3.0 * a)); else tmp = fma(-0.5625, Float64((c ^ 3.0) / Float64((b ^ 5.0) / Float64(a * a))), fma(-0.5, Float64(c / b), Float64(Float64(-0.375 * Float64(a * Float64(c * c))) / (b ^ 3.0)))); end return tmp end
code[a_, b_, c_] := Block[{t$95$0 = N[(c * N[(a * -3.0), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, 14.2], N[(N[(N[(t$95$0 - N[(b * b), $MachinePrecision]), $MachinePrecision] / N[(b + N[Sqrt[t$95$0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], N[(-0.5625 * N[(N[Power[c, 3.0], $MachinePrecision] / N[(N[Power[b, 5.0], $MachinePrecision] / N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-0.5 * N[(c / b), $MachinePrecision] + N[(N[(-0.375 * N[(a * N[(c * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(c, a \cdot -3, b \cdot b\right)\\
\mathbf{if}\;b \leq 14.2:\\
\;\;\;\;\frac{\frac{t_0 - b \cdot b}{b + \sqrt{t_0}}}{3 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(-0.5625, \frac{{c}^{3}}{\frac{{b}^{5}}{a \cdot a}}, \mathsf{fma}\left(-0.5, \frac{c}{b}, \frac{-0.375 \cdot \left(a \cdot \left(c \cdot c\right)\right)}{{b}^{3}}\right)\right)\\
\end{array}
\end{array}
if b < 14.199999999999999Initial program 81.3%
neg-sub081.3%
associate-+l-81.3%
sub0-neg81.3%
neg-mul-181.3%
associate-*r/81.3%
metadata-eval81.3%
metadata-eval81.3%
times-frac81.3%
*-commutative81.3%
times-frac81.3%
associate-*l/81.3%
Simplified81.3%
Taylor expanded in b around 0 81.3%
unpow281.3%
+-commutative81.3%
*-commutative81.3%
associate-*r*81.3%
fma-def81.3%
Simplified81.3%
+-commutative81.3%
flip-+81.0%
add-sqr-sqrt82.5%
sqr-neg82.5%
add-sqr-sqrt0.0%
sqrt-unprod1.6%
sqr-neg1.6%
sqrt-prod1.6%
add-sqr-sqrt1.6%
unsub-neg1.6%
+-commutative1.6%
add-sqr-sqrt0.0%
sqrt-unprod82.5%
sqr-neg82.5%
sqrt-prod82.4%
add-sqr-sqrt82.5%
Applied egg-rr82.5%
if 14.199999999999999 < b Initial program 45.1%
neg-sub045.1%
associate-+l-45.1%
sub0-neg45.1%
neg-mul-145.1%
associate-*r/45.1%
metadata-eval45.1%
metadata-eval45.1%
times-frac45.1%
*-commutative45.1%
times-frac45.1%
associate-*l/45.1%
Simplified45.2%
Taylor expanded in b around inf 93.4%
fma-def93.4%
associate-/l*93.4%
unpow293.4%
fma-def93.4%
associate-*r/93.4%
*-commutative93.4%
unpow293.4%
Simplified93.4%
Final simplification90.8%
(FPCore (a b c) :precision binary64 (if (<= (/ (- (sqrt (- (* b b) (* c (* 3.0 a)))) b) (* 3.0 a)) -1.02e-8) (* -0.3333333333333333 (/ (- b (sqrt (fma b b (* a (* c -3.0))))) a)) (* -0.5 (/ c b))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - (c * (3.0 * a)))) - b) / (3.0 * a)) <= -1.02e-8) {
tmp = -0.3333333333333333 * ((b - sqrt(fma(b, b, (a * (c * -3.0))))) / a);
} else {
tmp = -0.5 * (c / b);
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(3.0 * a)))) - b) / Float64(3.0 * a)) <= -1.02e-8) tmp = Float64(-0.3333333333333333 * Float64(Float64(b - sqrt(fma(b, b, Float64(a * Float64(c * -3.0))))) / a)); else tmp = Float64(-0.5 * Float64(c / b)); end return tmp end
code[a_, b_, c_] := If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(3.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], -1.02e-8], N[(-0.3333333333333333 * N[(N[(b - N[Sqrt[N[(b * b + N[(a * N[(c * -3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / a), $MachinePrecision]), $MachinePrecision], N[(-0.5 * N[(c / b), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - c \cdot \left(3 \cdot a\right)} - b}{3 \cdot a} \leq -1.02 \cdot 10^{-8}:\\
\;\;\;\;-0.3333333333333333 \cdot \frac{b - \sqrt{\mathsf{fma}\left(b, b, a \cdot \left(c \cdot -3\right)\right)}}{a}\\
\mathbf{else}:\\
\;\;\;\;-0.5 \cdot \frac{c}{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)) < -1.02000000000000003e-8Initial program 72.1%
/-rgt-identity72.1%
metadata-eval72.1%
associate-/l*72.1%
associate-*r/72.1%
*-commutative72.1%
associate-*l/72.1%
associate-*r/72.1%
metadata-eval72.1%
metadata-eval72.1%
times-frac72.1%
neg-mul-172.1%
distribute-rgt-neg-in72.1%
times-frac72.1%
metadata-eval72.1%
neg-mul-172.1%
Simplified72.2%
if -1.02000000000000003e-8 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) Initial program 24.6%
neg-sub024.6%
associate-+l-24.6%
sub0-neg24.6%
neg-mul-124.6%
associate-*r/24.6%
metadata-eval24.6%
metadata-eval24.6%
times-frac24.6%
*-commutative24.6%
times-frac24.6%
associate-*l/24.6%
Simplified24.8%
Taylor expanded in b around inf 87.9%
Final simplification78.3%
(FPCore (a b c) :precision binary64 (if (<= (/ (- (sqrt (- (* b b) (* c (* 3.0 a)))) b) (* 3.0 a)) -1.02e-8) (/ (* -0.3333333333333333 (- b (sqrt (fma b b (* -3.0 (* c a)))))) a) (* -0.5 (/ c b))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - (c * (3.0 * a)))) - b) / (3.0 * a)) <= -1.02e-8) {
tmp = (-0.3333333333333333 * (b - sqrt(fma(b, b, (-3.0 * (c * a)))))) / a;
} else {
tmp = -0.5 * (c / b);
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(3.0 * a)))) - b) / Float64(3.0 * a)) <= -1.02e-8) tmp = Float64(Float64(-0.3333333333333333 * Float64(b - sqrt(fma(b, b, Float64(-3.0 * Float64(c * a)))))) / a); else tmp = Float64(-0.5 * Float64(c / b)); end return tmp end
code[a_, b_, c_] := If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(3.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], -1.02e-8], N[(N[(-0.3333333333333333 * N[(b - N[Sqrt[N[(b * b + N[(-3.0 * N[(c * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / a), $MachinePrecision], N[(-0.5 * N[(c / b), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - c \cdot \left(3 \cdot a\right)} - b}{3 \cdot a} \leq -1.02 \cdot 10^{-8}:\\
\;\;\;\;\frac{-0.3333333333333333 \cdot \left(b - \sqrt{\mathsf{fma}\left(b, b, -3 \cdot \left(c \cdot a\right)\right)}\right)}{a}\\
\mathbf{else}:\\
\;\;\;\;-0.5 \cdot \frac{c}{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)) < -1.02000000000000003e-8Initial program 72.1%
/-rgt-identity72.1%
metadata-eval72.1%
associate-/r/72.1%
metadata-eval72.1%
metadata-eval72.1%
times-frac72.1%
*-commutative72.1%
times-frac72.1%
*-commutative72.1%
associate-/r*72.1%
associate-*l/72.1%
Simplified72.2%
if -1.02000000000000003e-8 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) Initial program 24.6%
neg-sub024.6%
associate-+l-24.6%
sub0-neg24.6%
neg-mul-124.6%
associate-*r/24.6%
metadata-eval24.6%
metadata-eval24.6%
times-frac24.6%
*-commutative24.6%
times-frac24.6%
associate-*l/24.6%
Simplified24.8%
Taylor expanded in b around inf 87.9%
Final simplification78.3%
(FPCore (a b c) :precision binary64 (if (<= (/ (- (sqrt (- (* b b) (* c (* 3.0 a)))) b) (* 3.0 a)) -1.02e-8) (/ (- (sqrt (fma b b (* c (* a -3.0)))) b) (* 3.0 a)) (* -0.5 (/ c b))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - (c * (3.0 * a)))) - b) / (3.0 * a)) <= -1.02e-8) {
tmp = (sqrt(fma(b, b, (c * (a * -3.0)))) - b) / (3.0 * a);
} else {
tmp = -0.5 * (c / b);
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(3.0 * a)))) - b) / Float64(3.0 * a)) <= -1.02e-8) tmp = Float64(Float64(sqrt(fma(b, b, Float64(c * Float64(a * -3.0)))) - b) / Float64(3.0 * a)); else tmp = Float64(-0.5 * Float64(c / b)); end return tmp end
code[a_, b_, c_] := If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(3.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], -1.02e-8], N[(N[(N[Sqrt[N[(b * b + N[(c * N[(a * -3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], N[(-0.5 * N[(c / b), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - c \cdot \left(3 \cdot a\right)} - b}{3 \cdot a} \leq -1.02 \cdot 10^{-8}:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -3\right)\right)} - b}{3 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;-0.5 \cdot \frac{c}{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)) < -1.02000000000000003e-8Initial program 72.1%
neg-sub072.1%
associate-+l-72.1%
sub0-neg72.1%
neg-mul-172.1%
associate-*r/72.1%
metadata-eval72.1%
metadata-eval72.1%
times-frac72.1%
*-commutative72.1%
times-frac72.1%
associate-*l/72.1%
Simplified72.2%
if -1.02000000000000003e-8 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) Initial program 24.6%
neg-sub024.6%
associate-+l-24.6%
sub0-neg24.6%
neg-mul-124.6%
associate-*r/24.6%
metadata-eval24.6%
metadata-eval24.6%
times-frac24.6%
*-commutative24.6%
times-frac24.6%
associate-*l/24.6%
Simplified24.8%
Taylor expanded in b around inf 87.9%
Final simplification78.3%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (fma c (* a -3.0) (* b b))))
(if (<= b 14.2)
(/ (/ (- t_0 (* b b)) (+ b (sqrt t_0))) (* 3.0 a))
(fma -0.5 (/ c b) (/ (* -0.375 (* a (* c c))) (pow b 3.0))))))
double code(double a, double b, double c) {
double t_0 = fma(c, (a * -3.0), (b * b));
double tmp;
if (b <= 14.2) {
tmp = ((t_0 - (b * b)) / (b + sqrt(t_0))) / (3.0 * a);
} else {
tmp = fma(-0.5, (c / b), ((-0.375 * (a * (c * c))) / pow(b, 3.0)));
}
return tmp;
}
function code(a, b, c) t_0 = fma(c, Float64(a * -3.0), Float64(b * b)) tmp = 0.0 if (b <= 14.2) tmp = Float64(Float64(Float64(t_0 - Float64(b * b)) / Float64(b + sqrt(t_0))) / Float64(3.0 * a)); else tmp = fma(-0.5, Float64(c / b), Float64(Float64(-0.375 * Float64(a * Float64(c * c))) / (b ^ 3.0))); end return tmp end
code[a_, b_, c_] := Block[{t$95$0 = N[(c * N[(a * -3.0), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, 14.2], N[(N[(N[(t$95$0 - N[(b * b), $MachinePrecision]), $MachinePrecision] / N[(b + N[Sqrt[t$95$0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], N[(-0.5 * N[(c / b), $MachinePrecision] + N[(N[(-0.375 * N[(a * N[(c * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(c, a \cdot -3, b \cdot b\right)\\
\mathbf{if}\;b \leq 14.2:\\
\;\;\;\;\frac{\frac{t_0 - b \cdot b}{b + \sqrt{t_0}}}{3 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(-0.5, \frac{c}{b}, \frac{-0.375 \cdot \left(a \cdot \left(c \cdot c\right)\right)}{{b}^{3}}\right)\\
\end{array}
\end{array}
if b < 14.199999999999999Initial program 81.3%
neg-sub081.3%
associate-+l-81.3%
sub0-neg81.3%
neg-mul-181.3%
associate-*r/81.3%
metadata-eval81.3%
metadata-eval81.3%
times-frac81.3%
*-commutative81.3%
times-frac81.3%
associate-*l/81.3%
Simplified81.3%
Taylor expanded in b around 0 81.3%
unpow281.3%
+-commutative81.3%
*-commutative81.3%
associate-*r*81.3%
fma-def81.3%
Simplified81.3%
+-commutative81.3%
flip-+81.0%
add-sqr-sqrt82.5%
sqr-neg82.5%
add-sqr-sqrt0.0%
sqrt-unprod1.6%
sqr-neg1.6%
sqrt-prod1.6%
add-sqr-sqrt1.6%
unsub-neg1.6%
+-commutative1.6%
add-sqr-sqrt0.0%
sqrt-unprod82.5%
sqr-neg82.5%
sqrt-prod82.4%
add-sqr-sqrt82.5%
Applied egg-rr82.5%
if 14.199999999999999 < b Initial program 45.1%
neg-sub045.1%
associate-+l-45.1%
sub0-neg45.1%
neg-mul-145.1%
associate-*r/45.1%
metadata-eval45.1%
metadata-eval45.1%
times-frac45.1%
*-commutative45.1%
times-frac45.1%
associate-*l/45.1%
Simplified45.2%
Taylor expanded in b around inf 88.7%
fma-def88.7%
associate-*r/88.7%
*-commutative88.7%
unpow288.7%
Simplified88.7%
Final simplification87.2%
(FPCore (a b c) :precision binary64 (if (<= (/ (- (sqrt (- (* b b) (* c (* 3.0 a)))) b) (* 3.0 a)) -1.02e-8) (/ (- (sqrt (- (* b b) (* 3.0 (* c a)))) b) (* 3.0 a)) (* -0.5 (/ c b))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - (c * (3.0 * a)))) - b) / (3.0 * a)) <= -1.02e-8) {
tmp = (sqrt(((b * b) - (3.0 * (c * a)))) - b) / (3.0 * a);
} else {
tmp = -0.5 * (c / 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 (((sqrt(((b * b) - (c * (3.0d0 * a)))) - b) / (3.0d0 * a)) <= (-1.02d-8)) then
tmp = (sqrt(((b * b) - (3.0d0 * (c * a)))) - b) / (3.0d0 * a)
else
tmp = (-0.5d0) * (c / b)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (((Math.sqrt(((b * b) - (c * (3.0 * a)))) - b) / (3.0 * a)) <= -1.02e-8) {
tmp = (Math.sqrt(((b * b) - (3.0 * (c * a)))) - b) / (3.0 * a);
} else {
tmp = -0.5 * (c / b);
}
return tmp;
}
def code(a, b, c): tmp = 0 if ((math.sqrt(((b * b) - (c * (3.0 * a)))) - b) / (3.0 * a)) <= -1.02e-8: tmp = (math.sqrt(((b * b) - (3.0 * (c * a)))) - b) / (3.0 * a) else: tmp = -0.5 * (c / b) return tmp
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(3.0 * a)))) - b) / Float64(3.0 * a)) <= -1.02e-8) tmp = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(3.0 * Float64(c * a)))) - b) / Float64(3.0 * a)); else tmp = Float64(-0.5 * Float64(c / b)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (((sqrt(((b * b) - (c * (3.0 * a)))) - b) / (3.0 * a)) <= -1.02e-8) tmp = (sqrt(((b * b) - (3.0 * (c * a)))) - b) / (3.0 * a); else tmp = -0.5 * (c / b); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(3.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], -1.02e-8], N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(3.0 * N[(c * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], N[(-0.5 * N[(c / b), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - c \cdot \left(3 \cdot a\right)} - b}{3 \cdot a} \leq -1.02 \cdot 10^{-8}:\\
\;\;\;\;\frac{\sqrt{b \cdot b - 3 \cdot \left(c \cdot a\right)} - b}{3 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;-0.5 \cdot \frac{c}{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)) < -1.02000000000000003e-8Initial program 72.1%
neg-sub072.1%
associate-+l-72.1%
sub0-neg72.1%
neg-mul-172.1%
associate-*r/72.1%
metadata-eval72.1%
metadata-eval72.1%
times-frac72.1%
*-commutative72.1%
times-frac72.1%
associate-*l/72.1%
Simplified72.2%
if -1.02000000000000003e-8 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) Initial program 24.6%
neg-sub024.6%
associate-+l-24.6%
sub0-neg24.6%
neg-mul-124.6%
associate-*r/24.6%
metadata-eval24.6%
metadata-eval24.6%
times-frac24.6%
*-commutative24.6%
times-frac24.6%
associate-*l/24.6%
Simplified24.8%
Taylor expanded in b around inf 87.9%
Final simplification78.2%
(FPCore (a b c) :precision binary64 (if (<= b 14.2) (/ (- (sqrt (fma b b (* c (* a -3.0)))) b) (* 3.0 a)) (fma -0.5 (/ c b) (/ (* -0.375 (* a (* c c))) (pow b 3.0)))))
double code(double a, double b, double c) {
double tmp;
if (b <= 14.2) {
tmp = (sqrt(fma(b, b, (c * (a * -3.0)))) - b) / (3.0 * a);
} else {
tmp = fma(-0.5, (c / b), ((-0.375 * (a * (c * c))) / pow(b, 3.0)));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 14.2) tmp = Float64(Float64(sqrt(fma(b, b, Float64(c * Float64(a * -3.0)))) - b) / Float64(3.0 * a)); else tmp = fma(-0.5, Float64(c / b), Float64(Float64(-0.375 * Float64(a * Float64(c * c))) / (b ^ 3.0))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 14.2], N[(N[(N[Sqrt[N[(b * b + N[(c * N[(a * -3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], N[(-0.5 * N[(c / b), $MachinePrecision] + N[(N[(-0.375 * N[(a * N[(c * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 14.2:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -3\right)\right)} - b}{3 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(-0.5, \frac{c}{b}, \frac{-0.375 \cdot \left(a \cdot \left(c \cdot c\right)\right)}{{b}^{3}}\right)\\
\end{array}
\end{array}
if b < 14.199999999999999Initial program 81.3%
neg-sub081.3%
associate-+l-81.3%
sub0-neg81.3%
neg-mul-181.3%
associate-*r/81.3%
metadata-eval81.3%
metadata-eval81.3%
times-frac81.3%
*-commutative81.3%
times-frac81.3%
associate-*l/81.3%
Simplified81.4%
if 14.199999999999999 < b Initial program 45.1%
neg-sub045.1%
associate-+l-45.1%
sub0-neg45.1%
neg-mul-145.1%
associate-*r/45.1%
metadata-eval45.1%
metadata-eval45.1%
times-frac45.1%
*-commutative45.1%
times-frac45.1%
associate-*l/45.1%
Simplified45.2%
Taylor expanded in b around inf 88.7%
fma-def88.7%
associate-*r/88.7%
*-commutative88.7%
unpow288.7%
Simplified88.7%
Final simplification86.9%
(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 53.7%
neg-sub053.7%
associate-+l-53.7%
sub0-neg53.7%
neg-mul-153.7%
associate-*r/53.7%
metadata-eval53.7%
metadata-eval53.7%
times-frac53.7%
*-commutative53.7%
times-frac53.7%
associate-*l/53.7%
Simplified53.9%
Taylor expanded in b around inf 65.3%
Final simplification65.3%
herbie shell --seed 2023199
(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)))