
(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
(if (<= (/ (- (sqrt (- (* b b) (* (* 3.0 a) c))) b) (* 3.0 a)) -2.06)
(/
(- (sqrt (fma b b (* a (* c -3.0)))) b)
(cbrt (* (* 3.0 a) (* (* 3.0 a) (* 3.0 a)))))
(fma
-0.5625
(/ (* a a) (/ (pow b 5.0) (pow c 3.0)))
(fma
-0.5
(/ c b)
(fma
-0.375
(/ a (/ (pow b 3.0) (* c c)))
(*
-0.16666666666666666
(* (/ (pow (* a c) 4.0) a) (/ 6.328125 (pow b 7.0)))))))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - ((3.0 * a) * c))) - b) / (3.0 * a)) <= -2.06) {
tmp = (sqrt(fma(b, b, (a * (c * -3.0)))) - b) / cbrt(((3.0 * a) * ((3.0 * a) * (3.0 * a))));
} else {
tmp = fma(-0.5625, ((a * a) / (pow(b, 5.0) / pow(c, 3.0))), fma(-0.5, (c / b), fma(-0.375, (a / (pow(b, 3.0) / (c * c))), (-0.16666666666666666 * ((pow((a * c), 4.0) / a) * (6.328125 / pow(b, 7.0)))))));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(Float64(3.0 * a) * c))) - b) / Float64(3.0 * a)) <= -2.06) tmp = Float64(Float64(sqrt(fma(b, b, Float64(a * Float64(c * -3.0)))) - b) / cbrt(Float64(Float64(3.0 * a) * Float64(Float64(3.0 * a) * Float64(3.0 * a))))); else tmp = fma(-0.5625, Float64(Float64(a * a) / Float64((b ^ 5.0) / (c ^ 3.0))), fma(-0.5, Float64(c / b), fma(-0.375, Float64(a / Float64((b ^ 3.0) / Float64(c * c))), Float64(-0.16666666666666666 * Float64(Float64((Float64(a * c) ^ 4.0) / a) * Float64(6.328125 / (b ^ 7.0))))))); end return tmp end
code[a_, b_, c_] := If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(3.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], -2.06], N[(N[(N[Sqrt[N[(b * b + N[(a * N[(c * -3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[Power[N[(N[(3.0 * a), $MachinePrecision] * N[(N[(3.0 * a), $MachinePrecision] * N[(3.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision]), $MachinePrecision], N[(-0.5625 * N[(N[(a * a), $MachinePrecision] / N[(N[Power[b, 5.0], $MachinePrecision] / N[Power[c, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-0.5 * N[(c / b), $MachinePrecision] + N[(-0.375 * N[(a / N[(N[Power[b, 3.0], $MachinePrecision] / N[(c * c), $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]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c} - b}{3 \cdot a} \leq -2.06:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, a \cdot \left(c \cdot -3\right)\right)} - b}{\sqrt[3]{\left(3 \cdot a\right) \cdot \left(\left(3 \cdot a\right) \cdot \left(3 \cdot a\right)\right)}}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(-0.5625, \frac{a \cdot a}{\frac{{b}^{5}}{{c}^{3}}}, \mathsf{fma}\left(-0.5, \frac{c}{b}, \mathsf{fma}\left(-0.375, \frac{a}{\frac{{b}^{3}}{c \cdot c}}, -0.16666666666666666 \cdot \left(\frac{{\left(a \cdot c\right)}^{4}}{a} \cdot \frac{6.328125}{{b}^{7}}\right)\right)\right)\right)\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) < -2.06000000000000005Initial program 88.6%
neg-sub088.6%
sqr-neg88.6%
associate-+l-88.6%
sub0-neg88.6%
neg-mul-188.6%
Simplified88.5%
div-inv88.5%
metadata-eval88.5%
*-commutative88.5%
log1p-expm1-u88.5%
log1p-udef78.9%
Applied egg-rr78.9%
add-cbrt-cube78.9%
log1p-def79.6%
log1p-expm1-u79.6%
*-commutative79.6%
log1p-def80.6%
log1p-expm1-u80.6%
*-commutative80.6%
log1p-def88.6%
log1p-expm1-u88.6%
*-commutative88.6%
Applied egg-rr88.6%
if -2.06000000000000005 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) Initial program 52.6%
sqr-neg52.6%
sqr-neg52.6%
associate-*l*52.6%
Simplified52.6%
Taylor expanded in b around inf 93.3%
fma-def93.3%
associate-/l*93.3%
unpow293.3%
fma-def93.3%
fma-def93.3%
Simplified93.3%
Taylor expanded in c around 0 93.3%
distribute-rgt-out93.3%
associate-*r*93.3%
*-commutative93.3%
times-frac93.3%
Simplified93.3%
Final simplification92.7%
(FPCore (a b c)
:precision binary64
(if (<= (/ (- (sqrt (- (* b b) (* (* 3.0 a) c))) b) (* 3.0 a)) -2.06)
(/
(- (sqrt (fma b b (* a (* c -3.0)))) b)
(cbrt (* (* 3.0 a) (* (* 3.0 a) (* 3.0 a)))))
(fma
-0.5625
(/ a (/ (/ (pow b 5.0) (pow c 3.0)) a))
(fma
c
(/ -0.5 b)
(fma
-0.375
(* c (/ (* a c) (pow b 3.0)))
(*
(/ -0.16666666666666666 a)
(/ (pow (* a c) 4.0) (/ (pow b 7.0) 6.328125))))))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - ((3.0 * a) * c))) - b) / (3.0 * a)) <= -2.06) {
tmp = (sqrt(fma(b, b, (a * (c * -3.0)))) - b) / cbrt(((3.0 * a) * ((3.0 * a) * (3.0 * a))));
} else {
tmp = fma(-0.5625, (a / ((pow(b, 5.0) / pow(c, 3.0)) / a)), fma(c, (-0.5 / b), fma(-0.375, (c * ((a * c) / pow(b, 3.0))), ((-0.16666666666666666 / a) * (pow((a * c), 4.0) / (pow(b, 7.0) / 6.328125))))));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(Float64(3.0 * a) * c))) - b) / Float64(3.0 * a)) <= -2.06) tmp = Float64(Float64(sqrt(fma(b, b, Float64(a * Float64(c * -3.0)))) - b) / cbrt(Float64(Float64(3.0 * a) * Float64(Float64(3.0 * a) * Float64(3.0 * a))))); else tmp = fma(-0.5625, Float64(a / Float64(Float64((b ^ 5.0) / (c ^ 3.0)) / a)), fma(c, Float64(-0.5 / b), fma(-0.375, Float64(c * Float64(Float64(a * c) / (b ^ 3.0))), Float64(Float64(-0.16666666666666666 / a) * Float64((Float64(a * c) ^ 4.0) / Float64((b ^ 7.0) / 6.328125)))))); end return tmp end
code[a_, b_, c_] := If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(3.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], -2.06], N[(N[(N[Sqrt[N[(b * b + N[(a * N[(c * -3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[Power[N[(N[(3.0 * a), $MachinePrecision] * N[(N[(3.0 * a), $MachinePrecision] * N[(3.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision]), $MachinePrecision], N[(-0.5625 * N[(a / N[(N[(N[Power[b, 5.0], $MachinePrecision] / N[Power[c, 3.0], $MachinePrecision]), $MachinePrecision] / a), $MachinePrecision]), $MachinePrecision] + N[(c * N[(-0.5 / b), $MachinePrecision] + N[(-0.375 * N[(c * N[(N[(a * c), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(-0.16666666666666666 / a), $MachinePrecision] * N[(N[Power[N[(a * c), $MachinePrecision], 4.0], $MachinePrecision] / N[(N[Power[b, 7.0], $MachinePrecision] / 6.328125), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c} - b}{3 \cdot a} \leq -2.06:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, a \cdot \left(c \cdot -3\right)\right)} - b}{\sqrt[3]{\left(3 \cdot a\right) \cdot \left(\left(3 \cdot a\right) \cdot \left(3 \cdot a\right)\right)}}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(-0.5625, \frac{a}{\frac{\frac{{b}^{5}}{{c}^{3}}}{a}}, \mathsf{fma}\left(c, \frac{-0.5}{b}, \mathsf{fma}\left(-0.375, c \cdot \frac{a \cdot c}{{b}^{3}}, \frac{-0.16666666666666666}{a} \cdot \frac{{\left(a \cdot c\right)}^{4}}{\frac{{b}^{7}}{6.328125}}\right)\right)\right)\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) < -2.06000000000000005Initial program 88.6%
neg-sub088.6%
sqr-neg88.6%
associate-+l-88.6%
sub0-neg88.6%
neg-mul-188.6%
Simplified88.5%
div-inv88.5%
metadata-eval88.5%
*-commutative88.5%
log1p-expm1-u88.5%
log1p-udef78.9%
Applied egg-rr78.9%
add-cbrt-cube78.9%
log1p-def79.6%
log1p-expm1-u79.6%
*-commutative79.6%
log1p-def80.6%
log1p-expm1-u80.6%
*-commutative80.6%
log1p-def88.6%
log1p-expm1-u88.6%
*-commutative88.6%
Applied egg-rr88.6%
if -2.06000000000000005 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) Initial program 52.6%
neg-sub052.6%
sqr-neg52.6%
associate-+l-52.6%
sub0-neg52.6%
neg-mul-152.6%
Simplified52.7%
div-inv52.7%
metadata-eval52.7%
*-commutative52.7%
log1p-expm1-u36.0%
log1p-udef35.4%
Applied egg-rr35.4%
log1p-expm1-u35.4%
log1p-def36.0%
log1p-expm1-u52.7%
*-commutative52.7%
Applied egg-rr52.7%
Taylor expanded in b around inf 93.3%
Simplified93.2%
Final simplification92.6%
(FPCore (a b c)
:precision binary64
(if (<= (/ (- (sqrt (- (* b b) (* (* 3.0 a) c))) b) (* 3.0 a)) -0.006)
(/ (- (sqrt (fma b b (* c (* a -3.0)))) b) (* 3.0 a))
(fma
-0.5625
(/ a (/ (/ (pow b 5.0) (pow c 3.0)) a))
(fma c (/ -0.5 b) (* (/ (* a c) (pow b 3.0)) (* c -0.375))))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - ((3.0 * a) * c))) - b) / (3.0 * a)) <= -0.006) {
tmp = (sqrt(fma(b, b, (c * (a * -3.0)))) - b) / (3.0 * a);
} else {
tmp = fma(-0.5625, (a / ((pow(b, 5.0) / pow(c, 3.0)) / a)), fma(c, (-0.5 / b), (((a * c) / pow(b, 3.0)) * (c * -0.375))));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(Float64(3.0 * a) * c))) - b) / Float64(3.0 * a)) <= -0.006) tmp = Float64(Float64(sqrt(fma(b, b, Float64(c * Float64(a * -3.0)))) - b) / Float64(3.0 * a)); else tmp = fma(-0.5625, Float64(a / Float64(Float64((b ^ 5.0) / (c ^ 3.0)) / a)), fma(c, Float64(-0.5 / b), Float64(Float64(Float64(a * c) / (b ^ 3.0)) * Float64(c * -0.375)))); end return tmp end
code[a_, b_, c_] := If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(3.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], -0.006], 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[(-0.5625 * N[(a / N[(N[(N[Power[b, 5.0], $MachinePrecision] / N[Power[c, 3.0], $MachinePrecision]), $MachinePrecision] / a), $MachinePrecision]), $MachinePrecision] + N[(c * N[(-0.5 / b), $MachinePrecision] + N[(N[(N[(a * c), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision] * N[(c * -0.375), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c} - b}{3 \cdot a} \leq -0.006:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -3\right)\right)} - b}{3 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(-0.5625, \frac{a}{\frac{\frac{{b}^{5}}{{c}^{3}}}{a}}, \mathsf{fma}\left(c, \frac{-0.5}{b}, \frac{a \cdot c}{{b}^{3}} \cdot \left(c \cdot -0.375\right)\right)\right)\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) < -0.0060000000000000001Initial program 81.8%
neg-sub081.8%
sqr-neg81.8%
associate-+l-81.8%
sub0-neg81.8%
Simplified81.9%
if -0.0060000000000000001 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) Initial program 46.5%
neg-sub046.5%
sqr-neg46.5%
associate-+l-46.5%
sub0-neg46.5%
neg-mul-146.5%
Simplified46.6%
div-inv46.6%
metadata-eval46.6%
*-commutative46.6%
log1p-expm1-u29.0%
log1p-udef28.9%
Applied egg-rr28.9%
log1p-expm1-u28.9%
log1p-def29.0%
log1p-expm1-u46.6%
*-commutative46.6%
Applied egg-rr46.6%
Taylor expanded in b around inf 94.2%
fma-def94.2%
associate-/l*94.2%
unpow294.2%
associate-/l*94.2%
associate-*r/94.2%
associate-*l/94.0%
*-commutative94.0%
fma-def94.0%
*-commutative94.0%
associate-/l*94.0%
unpow294.0%
associate-/l/94.0%
associate-/r/94.0%
associate-*l*94.0%
associate-/l*94.0%
Simplified94.0%
Final simplification90.3%
(FPCore (a b c)
:precision binary64
(if (<= (/ (- (sqrt (- (* b b) (* (* 3.0 a) c))) b) (* 3.0 a)) -0.006)
(/ (- (sqrt (fma b b (* c (* a -3.0)))) b) (* 3.0 a))
(fma
-0.5625
(/ (* a a) (/ (pow b 5.0) (pow c 3.0)))
(fma -0.5 (/ c b) (* -0.375 (/ a (/ (pow b 3.0) (* c c))))))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - ((3.0 * a) * c))) - b) / (3.0 * a)) <= -0.006) {
tmp = (sqrt(fma(b, b, (c * (a * -3.0)))) - b) / (3.0 * a);
} else {
tmp = fma(-0.5625, ((a * a) / (pow(b, 5.0) / pow(c, 3.0))), fma(-0.5, (c / b), (-0.375 * (a / (pow(b, 3.0) / (c * c))))));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(Float64(3.0 * a) * c))) - b) / Float64(3.0 * a)) <= -0.006) tmp = Float64(Float64(sqrt(fma(b, b, Float64(c * Float64(a * -3.0)))) - b) / Float64(3.0 * a)); else tmp = fma(-0.5625, Float64(Float64(a * a) / Float64((b ^ 5.0) / (c ^ 3.0))), fma(-0.5, Float64(c / b), Float64(-0.375 * Float64(a / Float64((b ^ 3.0) / Float64(c * c)))))); end return tmp end
code[a_, b_, c_] := If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(3.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], -0.006], 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[(-0.5625 * N[(N[(a * a), $MachinePrecision] / N[(N[Power[b, 5.0], $MachinePrecision] / N[Power[c, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-0.5 * N[(c / b), $MachinePrecision] + N[(-0.375 * N[(a / N[(N[Power[b, 3.0], $MachinePrecision] / N[(c * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c} - b}{3 \cdot a} \leq -0.006:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -3\right)\right)} - b}{3 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(-0.5625, \frac{a \cdot a}{\frac{{b}^{5}}{{c}^{3}}}, \mathsf{fma}\left(-0.5, \frac{c}{b}, -0.375 \cdot \frac{a}{\frac{{b}^{3}}{c \cdot c}}\right)\right)\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) < -0.0060000000000000001Initial program 81.8%
neg-sub081.8%
sqr-neg81.8%
associate-+l-81.8%
sub0-neg81.8%
Simplified81.9%
if -0.0060000000000000001 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) Initial program 46.5%
sqr-neg46.5%
sqr-neg46.5%
associate-*l*46.5%
Simplified46.5%
Taylor expanded in b around inf 94.2%
fma-def94.2%
associate-/l*94.2%
unpow294.2%
fma-def94.2%
associate-/l*94.2%
unpow294.2%
Simplified94.2%
Final simplification90.4%
(FPCore (a b c) :precision binary64 (if (<= (/ (- (sqrt (- (* b b) (* (* 3.0 a) c))) b) (* 3.0 a)) -0.006) (/ (- (sqrt (fma b b (* c (* a -3.0)))) b) (* 3.0 a)) (fma -0.375 (* (* c c) (/ a (pow b 3.0))) (* -0.5 (/ c b)))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - ((3.0 * a) * c))) - b) / (3.0 * a)) <= -0.006) {
tmp = (sqrt(fma(b, b, (c * (a * -3.0)))) - b) / (3.0 * a);
} else {
tmp = fma(-0.375, ((c * c) * (a / pow(b, 3.0))), (-0.5 * (c / b)));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(Float64(3.0 * a) * c))) - b) / Float64(3.0 * a)) <= -0.006) tmp = Float64(Float64(sqrt(fma(b, b, Float64(c * Float64(a * -3.0)))) - b) / Float64(3.0 * a)); else tmp = fma(-0.375, Float64(Float64(c * c) * Float64(a / (b ^ 3.0))), 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[(N[(3.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], -0.006], 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[(-0.375 * N[(N[(c * c), $MachinePrecision] * N[(a / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-0.5 * N[(c / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c} - b}{3 \cdot a} \leq -0.006:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -3\right)\right)} - b}{3 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(-0.375, \left(c \cdot c\right) \cdot \frac{a}{{b}^{3}}, -0.5 \cdot \frac{c}{b}\right)\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) < -0.0060000000000000001Initial program 81.8%
neg-sub081.8%
sqr-neg81.8%
associate-+l-81.8%
sub0-neg81.8%
Simplified81.9%
if -0.0060000000000000001 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) Initial program 46.5%
sqr-neg46.5%
sqr-neg46.5%
associate-*l*46.5%
Simplified46.5%
Taylor expanded in b around inf 89.9%
+-commutative89.9%
fma-def89.9%
associate-/l*89.9%
associate-/r/89.9%
unpow289.9%
Simplified89.9%
Final simplification87.4%
(FPCore (a b c) :precision binary64 (if (<= (/ (- (sqrt (- (* b b) (* (* 3.0 a) c))) b) (* 3.0 a)) -5.2e-7) (* 0.3333333333333333 (/ (- (sqrt (fma b b (* a (* c -3.0)))) b) a)) (* -0.5 (/ c b))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - ((3.0 * a) * c))) - b) / (3.0 * a)) <= -5.2e-7) {
tmp = 0.3333333333333333 * ((sqrt(fma(b, b, (a * (c * -3.0)))) - b) / 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(Float64(3.0 * a) * c))) - b) / Float64(3.0 * a)) <= -5.2e-7) tmp = Float64(0.3333333333333333 * Float64(Float64(sqrt(fma(b, b, Float64(a * Float64(c * -3.0)))) - b) / 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[(N[(3.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], -5.2e-7], N[(0.3333333333333333 * N[(N[(N[Sqrt[N[(b * b + N[(a * N[(c * -3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $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 - \left(3 \cdot a\right) \cdot c} - b}{3 \cdot a} \leq -5.2 \cdot 10^{-7}:\\
\;\;\;\;0.3333333333333333 \cdot \frac{\sqrt{\mathsf{fma}\left(b, b, a \cdot \left(c \cdot -3\right)\right)} - b}{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)) < -5.19999999999999998e-7Initial program 73.8%
neg-sub073.8%
sqr-neg73.8%
associate-+l-73.8%
sub0-neg73.8%
neg-mul-173.8%
Simplified73.8%
div-inv73.8%
metadata-eval73.8%
*-commutative73.8%
log1p-expm1-u60.8%
log1p-udef57.7%
Applied egg-rr57.7%
log1p-expm1-u47.5%
log1p-def48.9%
log1p-expm1-u62.0%
*-commutative62.0%
Applied egg-rr62.0%
log1p-expm1-u73.8%
div-sub73.0%
*-commutative73.0%
*-commutative73.0%
Applied egg-rr73.0%
div-sub73.8%
*-lft-identity73.8%
times-frac73.8%
metadata-eval73.8%
Simplified73.8%
if -5.19999999999999998e-7 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) Initial program 32.2%
sqr-neg32.2%
sqr-neg32.2%
associate-*l*32.2%
Simplified32.2%
Taylor expanded in b around inf 84.0%
Final simplification77.8%
(FPCore (a b c) :precision binary64 (if (<= (/ (- (sqrt (- (* b b) (* (* 3.0 a) c))) b) (* 3.0 a)) -5.2e-7) (/ (- (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) - ((3.0 * a) * c))) - b) / (3.0 * a)) <= -5.2e-7) {
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(Float64(3.0 * a) * c))) - b) / Float64(3.0 * a)) <= -5.2e-7) 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[(N[(3.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], -5.2e-7], 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 - \left(3 \cdot a\right) \cdot c} - b}{3 \cdot a} \leq -5.2 \cdot 10^{-7}:\\
\;\;\;\;\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)) < -5.19999999999999998e-7Initial program 73.8%
neg-sub073.8%
sqr-neg73.8%
associate-+l-73.8%
sub0-neg73.8%
Simplified73.9%
if -5.19999999999999998e-7 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) Initial program 32.2%
sqr-neg32.2%
sqr-neg32.2%
associate-*l*32.2%
Simplified32.2%
Taylor expanded in b around inf 84.0%
Final simplification77.8%
(FPCore (a b c) :precision binary64 (let* ((t_0 (/ (- (sqrt (- (* b b) (* (* 3.0 a) c))) b) (* 3.0 a)))) (if (<= t_0 -5.2e-7) t_0 (* -0.5 (/ c b)))))
double code(double a, double b, double c) {
double t_0 = (sqrt(((b * b) - ((3.0 * a) * c))) - b) / (3.0 * a);
double tmp;
if (t_0 <= -5.2e-7) {
tmp = t_0;
} 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) :: t_0
real(8) :: tmp
t_0 = (sqrt(((b * b) - ((3.0d0 * a) * c))) - b) / (3.0d0 * a)
if (t_0 <= (-5.2d-7)) then
tmp = t_0
else
tmp = (-0.5d0) * (c / b)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double t_0 = (Math.sqrt(((b * b) - ((3.0 * a) * c))) - b) / (3.0 * a);
double tmp;
if (t_0 <= -5.2e-7) {
tmp = t_0;
} else {
tmp = -0.5 * (c / b);
}
return tmp;
}
def code(a, b, c): t_0 = (math.sqrt(((b * b) - ((3.0 * a) * c))) - b) / (3.0 * a) tmp = 0 if t_0 <= -5.2e-7: tmp = t_0 else: tmp = -0.5 * (c / b) return tmp
function code(a, b, c) t_0 = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(Float64(3.0 * a) * c))) - b) / Float64(3.0 * a)) tmp = 0.0 if (t_0 <= -5.2e-7) tmp = t_0; else tmp = Float64(-0.5 * Float64(c / b)); end return tmp end
function tmp_2 = code(a, b, c) t_0 = (sqrt(((b * b) - ((3.0 * a) * c))) - b) / (3.0 * a); tmp = 0.0; if (t_0 <= -5.2e-7) tmp = t_0; else tmp = -0.5 * (c / b); end tmp_2 = tmp; end
code[a_, b_, c_] := Block[{t$95$0 = N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(3.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, -5.2e-7], t$95$0, N[(-0.5 * N[(c / b), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{\sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c} - b}{3 \cdot a}\\
\mathbf{if}\;t_0 \leq -5.2 \cdot 10^{-7}:\\
\;\;\;\;t_0\\
\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)) < -5.19999999999999998e-7Initial program 73.8%
if -5.19999999999999998e-7 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) Initial program 32.2%
sqr-neg32.2%
sqr-neg32.2%
associate-*l*32.2%
Simplified32.2%
Taylor expanded in b around inf 84.0%
Final simplification77.8%
(FPCore (a b c) :precision binary64 (if (<= b 1400.0) (/ (- (sqrt (- (* b b) (* 3.0 (* a c)))) b) (* 3.0 a)) (* -0.5 (/ c b))))
double code(double a, double b, double c) {
double tmp;
if (b <= 1400.0) {
tmp = (sqrt(((b * b) - (3.0 * (a * c)))) - 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 (b <= 1400.0d0) then
tmp = (sqrt(((b * b) - (3.0d0 * (a * c)))) - 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 (b <= 1400.0) {
tmp = (Math.sqrt(((b * b) - (3.0 * (a * c)))) - b) / (3.0 * a);
} else {
tmp = -0.5 * (c / b);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= 1400.0: tmp = (math.sqrt(((b * b) - (3.0 * (a * c)))) - b) / (3.0 * a) else: tmp = -0.5 * (c / b) return tmp
function code(a, b, c) tmp = 0.0 if (b <= 1400.0) tmp = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(3.0 * Float64(a * c)))) - 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 (b <= 1400.0) tmp = (sqrt(((b * b) - (3.0 * (a * c)))) - b) / (3.0 * a); else tmp = -0.5 * (c / b); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, 1400.0], N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(3.0 * N[(a * c), $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}\;b \leq 1400:\\
\;\;\;\;\frac{\sqrt{b \cdot b - 3 \cdot \left(a \cdot c\right)} - b}{3 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;-0.5 \cdot \frac{c}{b}\\
\end{array}
\end{array}
if b < 1400Initial program 75.5%
sqr-neg75.5%
sqr-neg75.5%
associate-*l*75.4%
Simplified75.4%
if 1400 < b Initial program 43.6%
sqr-neg43.6%
sqr-neg43.6%
associate-*l*43.6%
Simplified43.6%
Taylor expanded in b around inf 74.7%
Final simplification75.0%
(FPCore (a b c) :precision binary64 (if (<= b 1450.0) (/ (- (sqrt (- (* b b) (* a (* 3.0 c)))) b) (* 3.0 a)) (* -0.5 (/ c b))))
double code(double a, double b, double c) {
double tmp;
if (b <= 1450.0) {
tmp = (sqrt(((b * b) - (a * (3.0 * c)))) - 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 (b <= 1450.0d0) then
tmp = (sqrt(((b * b) - (a * (3.0d0 * c)))) - 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 (b <= 1450.0) {
tmp = (Math.sqrt(((b * b) - (a * (3.0 * c)))) - b) / (3.0 * a);
} else {
tmp = -0.5 * (c / b);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= 1450.0: tmp = (math.sqrt(((b * b) - (a * (3.0 * c)))) - b) / (3.0 * a) else: tmp = -0.5 * (c / b) return tmp
function code(a, b, c) tmp = 0.0 if (b <= 1450.0) tmp = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(a * Float64(3.0 * c)))) - 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 (b <= 1450.0) tmp = (sqrt(((b * b) - (a * (3.0 * c)))) - b) / (3.0 * a); else tmp = -0.5 * (c / b); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, 1450.0], N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(a * N[(3.0 * c), $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}\;b \leq 1450:\\
\;\;\;\;\frac{\sqrt{b \cdot b - a \cdot \left(3 \cdot c\right)} - b}{3 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;-0.5 \cdot \frac{c}{b}\\
\end{array}
\end{array}
if b < 1450Initial program 75.5%
Taylor expanded in a around 0 75.4%
associate-*r*75.5%
*-commutative75.5%
associate-*l*75.4%
Simplified75.4%
if 1450 < b Initial program 43.6%
sqr-neg43.6%
sqr-neg43.6%
associate-*l*43.6%
Simplified43.6%
Taylor expanded in b around inf 74.7%
Final simplification75.0%
(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 57.4%
sqr-neg57.4%
sqr-neg57.4%
associate-*l*57.4%
Simplified57.4%
Taylor expanded in b around inf 62.9%
Final simplification62.9%
herbie shell --seed 2023287
(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)))