
(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) (* a a)) (pow b 5.0))
(fma
-0.5
(/ c b)
(fma
-0.375
(/ a (/ (pow b 3.0) (* c c)))
(/ (* -1.0546875 (/ (pow (* c a) 4.0) a)) (pow b 7.0))))))
double code(double a, double b, double c) {
return fma(-0.5625, ((pow(c, 3.0) * (a * a)) / pow(b, 5.0)), fma(-0.5, (c / b), fma(-0.375, (a / (pow(b, 3.0) / (c * c))), ((-1.0546875 * (pow((c * a), 4.0) / a)) / pow(b, 7.0)))));
}
function code(a, b, c) return fma(-0.5625, Float64(Float64((c ^ 3.0) * Float64(a * a)) / (b ^ 5.0)), fma(-0.5, Float64(c / b), fma(-0.375, Float64(a / Float64((b ^ 3.0) / Float64(c * c))), Float64(Float64(-1.0546875 * Float64((Float64(c * a) ^ 4.0) / a)) / (b ^ 7.0))))) end
code[a_, b_, c_] := N[(-0.5625 * N[(N[(N[Power[c, 3.0], $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision] / N[Power[b, 5.0], $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[(N[(-1.0546875 * N[(N[Power[N[(c * a), $MachinePrecision], 4.0], $MachinePrecision] / a), $MachinePrecision]), $MachinePrecision] / N[Power[b, 7.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(-0.5625, \frac{{c}^{3} \cdot \left(a \cdot a\right)}{{b}^{5}}, \mathsf{fma}\left(-0.5, \frac{c}{b}, \mathsf{fma}\left(-0.375, \frac{a}{\frac{{b}^{3}}{c \cdot c}}, \frac{-1.0546875 \cdot \frac{{\left(c \cdot a\right)}^{4}}{a}}{{b}^{7}}\right)\right)\right)
\end{array}
Initial program 54.3%
Taylor expanded in b around inf 90.0%
fma-def90.0%
*-commutative90.0%
unpow290.0%
fma-def90.0%
fma-def90.0%
Simplified90.0%
Taylor expanded in c around 0 90.0%
Simplified90.0%
frac-times90.0%
div-inv90.0%
metadata-eval90.0%
Applied egg-rr90.0%
associate-/r*90.0%
*-commutative90.0%
*-commutative90.0%
times-frac90.0%
metadata-eval90.0%
Simplified90.0%
Final simplification90.0%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (fma b b (* a (* c -3.0)))) (t_1 (sqrt t_0)))
(if (<= b 0.16)
(/ (/ (- (pow t_1 3.0) (pow b 3.0)) (+ t_0 (* b (+ b t_1)))) (* 3.0 a))
(fma
-0.5
(/ c b)
(fma
-0.375
(* (* c c) (/ a (pow b 3.0)))
(* -0.5625 (* (* a a) (/ (pow c 3.0) (pow b 5.0)))))))))
double code(double a, double b, double c) {
double t_0 = fma(b, b, (a * (c * -3.0)));
double t_1 = sqrt(t_0);
double tmp;
if (b <= 0.16) {
tmp = ((pow(t_1, 3.0) - pow(b, 3.0)) / (t_0 + (b * (b + t_1)))) / (3.0 * a);
} else {
tmp = fma(-0.5, (c / b), fma(-0.375, ((c * c) * (a / pow(b, 3.0))), (-0.5625 * ((a * a) * (pow(c, 3.0) / pow(b, 5.0))))));
}
return tmp;
}
function code(a, b, c) t_0 = fma(b, b, Float64(a * Float64(c * -3.0))) t_1 = sqrt(t_0) tmp = 0.0 if (b <= 0.16) tmp = Float64(Float64(Float64((t_1 ^ 3.0) - (b ^ 3.0)) / Float64(t_0 + Float64(b * Float64(b + t_1)))) / Float64(3.0 * a)); else tmp = fma(-0.5, Float64(c / b), fma(-0.375, Float64(Float64(c * c) * Float64(a / (b ^ 3.0))), Float64(-0.5625 * Float64(Float64(a * a) * Float64((c ^ 3.0) / (b ^ 5.0)))))); end return tmp end
code[a_, b_, c_] := Block[{t$95$0 = N[(b * b + N[(a * N[(c * -3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[Sqrt[t$95$0], $MachinePrecision]}, If[LessEqual[b, 0.16], N[(N[(N[(N[Power[t$95$1, 3.0], $MachinePrecision] - N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision] / N[(t$95$0 + N[(b * N[(b + t$95$1), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], N[(-0.5 * N[(c / b), $MachinePrecision] + N[(-0.375 * N[(N[(c * c), $MachinePrecision] * N[(a / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-0.5625 * N[(N[(a * a), $MachinePrecision] * N[(N[Power[c, 3.0], $MachinePrecision] / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(b, b, a \cdot \left(c \cdot -3\right)\right)\\
t_1 := \sqrt{t_0}\\
\mathbf{if}\;b \leq 0.16:\\
\;\;\;\;\frac{\frac{{t_1}^{3} - {b}^{3}}{t_0 + b \cdot \left(b + t_1\right)}}{3 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(-0.5, \frac{c}{b}, \mathsf{fma}\left(-0.375, \left(c \cdot c\right) \cdot \frac{a}{{b}^{3}}, -0.5625 \cdot \left(\left(a \cdot a\right) \cdot \frac{{c}^{3}}{{b}^{5}}\right)\right)\right)\\
\end{array}
\end{array}
if b < 0.160000000000000003Initial program 86.3%
neg-sub086.3%
sqr-neg86.3%
associate-+l-86.3%
sub0-neg86.3%
Simplified86.4%
add-cbrt-cube84.0%
pow384.0%
pow1/381.5%
sqrt-pow281.4%
metadata-eval81.4%
Applied egg-rr81.4%
flip3--81.6%
pow-pow86.5%
metadata-eval86.5%
pow-pow86.5%
metadata-eval86.5%
pow-pow86.6%
metadata-eval86.6%
Applied egg-rr86.7%
unpow1/286.7%
associate-*r*86.7%
*-commutative86.7%
rem-square-sqrt0.0%
unpow20.0%
associate-*r*0.0%
unpow20.0%
rem-square-sqrt86.7%
Simplified86.8%
if 0.160000000000000003 < b Initial program 49.7%
Taylor expanded in b around inf 89.1%
fma-def89.1%
cube-prod89.1%
fma-def89.2%
associate-/l*89.1%
associate-/l*89.1%
unpow289.1%
unpow289.1%
Simplified89.1%
Taylor expanded in a around 0 89.5%
+-commutative89.5%
associate-+l+89.5%
+-commutative89.5%
fma-def89.5%
+-commutative89.5%
fma-def89.5%
unpow289.5%
associate-/l*89.5%
associate-/r/89.5%
unpow289.5%
Simplified89.5%
Final simplification89.1%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (fma b b (* a (* c -3.0)))))
(if (<= b 0.16)
(/ (/ (- t_0 (* b b)) (+ b (sqrt t_0))) (* 3.0 a))
(fma
-0.5625
(/ (* (pow c 3.0) (* a a)) (pow b 5.0))
(fma -0.5 (/ c b) (* -0.375 (/ a (/ (pow b 3.0) (* c c)))))))))
double code(double a, double b, double c) {
double t_0 = fma(b, b, (a * (c * -3.0)));
double tmp;
if (b <= 0.16) {
tmp = ((t_0 - (b * b)) / (b + sqrt(t_0))) / (3.0 * a);
} else {
tmp = fma(-0.5625, ((pow(c, 3.0) * (a * a)) / pow(b, 5.0)), fma(-0.5, (c / b), (-0.375 * (a / (pow(b, 3.0) / (c * c))))));
}
return tmp;
}
function code(a, b, c) t_0 = fma(b, b, Float64(a * Float64(c * -3.0))) tmp = 0.0 if (b <= 0.16) tmp = Float64(Float64(Float64(t_0 - Float64(b * b)) / Float64(b + sqrt(t_0))) / Float64(3.0 * a)); else tmp = fma(-0.5625, Float64(Float64((c ^ 3.0) * Float64(a * a)) / (b ^ 5.0)), 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_] := Block[{t$95$0 = N[(b * b + N[(a * N[(c * -3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, 0.16], 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[(N[Power[c, 3.0], $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision] / N[Power[b, 5.0], $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}
t_0 := \mathsf{fma}\left(b, b, a \cdot \left(c \cdot -3\right)\right)\\
\mathbf{if}\;b \leq 0.16:\\
\;\;\;\;\frac{\frac{t_0 - b \cdot b}{b + \sqrt{t_0}}}{3 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(-0.5625, \frac{{c}^{3} \cdot \left(a \cdot a\right)}{{b}^{5}}, \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 b < 0.160000000000000003Initial program 86.3%
neg-sub086.3%
sqr-neg86.3%
associate-+l-86.3%
sub0-neg86.3%
Simplified86.4%
add-cbrt-cube84.0%
pow384.0%
pow1/381.5%
sqrt-pow281.4%
metadata-eval81.4%
Applied egg-rr81.4%
flip--81.4%
pow-pow82.8%
metadata-eval82.8%
pow-pow85.5%
metadata-eval85.5%
pow-pow85.7%
metadata-eval85.7%
Applied egg-rr85.7%
pow-sqr86.4%
metadata-eval86.4%
unpow186.4%
associate-*r*86.4%
*-commutative86.4%
rem-square-sqrt0.0%
unpow20.0%
associate-*r*0.0%
unpow20.0%
rem-square-sqrt86.5%
+-commutative86.5%
unpow1/286.5%
associate-*r*86.4%
*-commutative86.4%
rem-square-sqrt0.0%
unpow20.0%
associate-*r*0.0%
unpow20.0%
rem-square-sqrt86.5%
Simplified86.5%
if 0.160000000000000003 < b Initial program 49.7%
Taylor expanded in b around inf 89.5%
fma-def89.5%
*-commutative89.5%
unpow289.5%
fma-def89.5%
associate-/l*89.5%
unpow289.5%
Simplified89.5%
Final simplification89.1%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (fma b b (* a (* c -3.0)))))
(if (<= b 0.16)
(/ (/ (- t_0 (* b b)) (+ b (sqrt t_0))) (* 3.0 a))
(fma
-0.5
(/ c b)
(fma
-0.375
(* (* c c) (/ a (pow b 3.0)))
(* -0.5625 (* (* a a) (/ (pow c 3.0) (pow b 5.0)))))))))
double code(double a, double b, double c) {
double t_0 = fma(b, b, (a * (c * -3.0)));
double tmp;
if (b <= 0.16) {
tmp = ((t_0 - (b * b)) / (b + sqrt(t_0))) / (3.0 * a);
} else {
tmp = fma(-0.5, (c / b), fma(-0.375, ((c * c) * (a / pow(b, 3.0))), (-0.5625 * ((a * a) * (pow(c, 3.0) / pow(b, 5.0))))));
}
return tmp;
}
function code(a, b, c) t_0 = fma(b, b, Float64(a * Float64(c * -3.0))) tmp = 0.0 if (b <= 0.16) 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), fma(-0.375, Float64(Float64(c * c) * Float64(a / (b ^ 3.0))), Float64(-0.5625 * Float64(Float64(a * a) * Float64((c ^ 3.0) / (b ^ 5.0)))))); end return tmp end
code[a_, b_, c_] := Block[{t$95$0 = N[(b * b + N[(a * N[(c * -3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, 0.16], 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[(-0.375 * N[(N[(c * c), $MachinePrecision] * N[(a / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-0.5625 * N[(N[(a * a), $MachinePrecision] * N[(N[Power[c, 3.0], $MachinePrecision] / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(b, b, a \cdot \left(c \cdot -3\right)\right)\\
\mathbf{if}\;b \leq 0.16:\\
\;\;\;\;\frac{\frac{t_0 - b \cdot b}{b + \sqrt{t_0}}}{3 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(-0.5, \frac{c}{b}, \mathsf{fma}\left(-0.375, \left(c \cdot c\right) \cdot \frac{a}{{b}^{3}}, -0.5625 \cdot \left(\left(a \cdot a\right) \cdot \frac{{c}^{3}}{{b}^{5}}\right)\right)\right)\\
\end{array}
\end{array}
if b < 0.160000000000000003Initial program 86.3%
neg-sub086.3%
sqr-neg86.3%
associate-+l-86.3%
sub0-neg86.3%
Simplified86.4%
add-cbrt-cube84.0%
pow384.0%
pow1/381.5%
sqrt-pow281.4%
metadata-eval81.4%
Applied egg-rr81.4%
flip--81.4%
pow-pow82.8%
metadata-eval82.8%
pow-pow85.5%
metadata-eval85.5%
pow-pow85.7%
metadata-eval85.7%
Applied egg-rr85.7%
pow-sqr86.4%
metadata-eval86.4%
unpow186.4%
associate-*r*86.4%
*-commutative86.4%
rem-square-sqrt0.0%
unpow20.0%
associate-*r*0.0%
unpow20.0%
rem-square-sqrt86.5%
+-commutative86.5%
unpow1/286.5%
associate-*r*86.4%
*-commutative86.4%
rem-square-sqrt0.0%
unpow20.0%
associate-*r*0.0%
unpow20.0%
rem-square-sqrt86.5%
Simplified86.5%
if 0.160000000000000003 < b Initial program 49.7%
Taylor expanded in b around inf 89.1%
fma-def89.1%
cube-prod89.1%
fma-def89.2%
associate-/l*89.1%
associate-/l*89.1%
unpow289.1%
unpow289.1%
Simplified89.1%
Taylor expanded in a around 0 89.5%
+-commutative89.5%
associate-+l+89.5%
+-commutative89.5%
fma-def89.5%
+-commutative89.5%
fma-def89.5%
unpow289.5%
associate-/l*89.5%
associate-/r/89.5%
unpow289.5%
Simplified89.5%
Final simplification89.1%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (fma b b (* a (* c -3.0)))))
(if (<= b 0.18)
(/ (/ (- t_0 (* b b)) (+ b (sqrt t_0))) (* 3.0 a))
(fma (/ c b) -0.5 (/ (* -0.375 (* a (* c c))) (pow b 3.0))))))
double code(double a, double b, double c) {
double t_0 = fma(b, b, (a * (c * -3.0)));
double tmp;
if (b <= 0.18) {
tmp = ((t_0 - (b * b)) / (b + sqrt(t_0))) / (3.0 * a);
} else {
tmp = fma((c / b), -0.5, ((-0.375 * (a * (c * c))) / pow(b, 3.0)));
}
return tmp;
}
function code(a, b, c) t_0 = fma(b, b, Float64(a * Float64(c * -3.0))) tmp = 0.0 if (b <= 0.18) tmp = Float64(Float64(Float64(t_0 - Float64(b * b)) / Float64(b + sqrt(t_0))) / Float64(3.0 * a)); else tmp = fma(Float64(c / b), -0.5, 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[(b * b + N[(a * N[(c * -3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, 0.18], 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[(N[(c / b), $MachinePrecision] * -0.5 + 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(b, b, a \cdot \left(c \cdot -3\right)\right)\\
\mathbf{if}\;b \leq 0.18:\\
\;\;\;\;\frac{\frac{t_0 - b \cdot b}{b + \sqrt{t_0}}}{3 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\frac{c}{b}, -0.5, \frac{-0.375 \cdot \left(a \cdot \left(c \cdot c\right)\right)}{{b}^{3}}\right)\\
\end{array}
\end{array}
if b < 0.17999999999999999Initial program 86.3%
neg-sub086.3%
sqr-neg86.3%
associate-+l-86.3%
sub0-neg86.3%
Simplified86.4%
add-cbrt-cube84.0%
pow384.0%
pow1/381.5%
sqrt-pow281.4%
metadata-eval81.4%
Applied egg-rr81.4%
flip--81.4%
pow-pow82.8%
metadata-eval82.8%
pow-pow85.5%
metadata-eval85.5%
pow-pow85.7%
metadata-eval85.7%
Applied egg-rr85.7%
pow-sqr86.4%
metadata-eval86.4%
unpow186.4%
associate-*r*86.4%
*-commutative86.4%
rem-square-sqrt0.0%
unpow20.0%
associate-*r*0.0%
unpow20.0%
rem-square-sqrt86.5%
+-commutative86.5%
unpow1/286.5%
associate-*r*86.4%
*-commutative86.4%
rem-square-sqrt0.0%
unpow20.0%
associate-*r*0.0%
unpow20.0%
rem-square-sqrt86.5%
Simplified86.5%
if 0.17999999999999999 < b Initial program 49.7%
neg-sub049.7%
sqr-neg49.7%
associate-+l-49.7%
sub0-neg49.7%
neg-mul-149.7%
Simplified49.8%
add-log-exp32.0%
Applied egg-rr32.0%
add-log-exp49.8%
add-cbrt-cube49.8%
div-inv49.8%
metadata-eval49.8%
div-inv49.8%
metadata-eval49.8%
div-inv49.8%
metadata-eval49.8%
Applied egg-rr49.8%
Taylor expanded in b around inf 84.7%
*-commutative84.7%
fma-def84.7%
associate-*r/84.7%
unpow284.7%
Simplified84.7%
Final simplification84.9%
(FPCore (a b c) :precision binary64 (let* ((t_0 (/ (- (sqrt (- (* b b) (* c (* 3.0 a)))) b) (* 3.0 a)))) (if (<= t_0 -7.2e-7) t_0 (* -0.5 (/ c b)))))
double code(double a, double b, double c) {
double t_0 = (sqrt(((b * b) - (c * (3.0 * a)))) - b) / (3.0 * a);
double tmp;
if (t_0 <= -7.2e-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) - (c * (3.0d0 * a)))) - b) / (3.0d0 * a)
if (t_0 <= (-7.2d-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) - (c * (3.0 * a)))) - b) / (3.0 * a);
double tmp;
if (t_0 <= -7.2e-7) {
tmp = t_0;
} else {
tmp = -0.5 * (c / b);
}
return tmp;
}
def code(a, b, c): t_0 = (math.sqrt(((b * b) - (c * (3.0 * a)))) - b) / (3.0 * a) tmp = 0 if t_0 <= -7.2e-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(c * Float64(3.0 * a)))) - b) / Float64(3.0 * a)) tmp = 0.0 if (t_0 <= -7.2e-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) - (c * (3.0 * a)))) - b) / (3.0 * a); tmp = 0.0; if (t_0 <= -7.2e-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[(c * N[(3.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, -7.2e-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 - c \cdot \left(3 \cdot a\right)} - b}{3 \cdot a}\\
\mathbf{if}\;t_0 \leq -7.2 \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)) < -7.19999999999999989e-7Initial program 74.1%
if -7.19999999999999989e-7 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) Initial program 29.6%
Taylor expanded in b around inf 85.0%
Final simplification79.0%
(FPCore (a b c) :precision binary64 (if (<= b 0.16) (/ (- (sqrt (fma b b (* c (* a -3.0)))) b) (* 3.0 a)) (fma -0.5 (/ c b) (/ (* a (* -0.375 (* c c))) (pow b 3.0)))))
double code(double a, double b, double c) {
double tmp;
if (b <= 0.16) {
tmp = (sqrt(fma(b, b, (c * (a * -3.0)))) - b) / (3.0 * a);
} else {
tmp = fma(-0.5, (c / b), ((a * (-0.375 * (c * c))) / pow(b, 3.0)));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 0.16) 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(a * Float64(-0.375 * Float64(c * c))) / (b ^ 3.0))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 0.16], 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[(a * N[(-0.375 * N[(c * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 0.16:\\
\;\;\;\;\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{a \cdot \left(-0.375 \cdot \left(c \cdot c\right)\right)}{{b}^{3}}\right)\\
\end{array}
\end{array}
if b < 0.160000000000000003Initial program 86.3%
neg-sub086.3%
sqr-neg86.3%
associate-+l-86.3%
sub0-neg86.3%
Simplified86.4%
if 0.160000000000000003 < b Initial program 49.7%
Taylor expanded in b around inf 84.7%
fma-def84.7%
associate-*r/84.7%
*-commutative84.7%
associate-*r*84.7%
unpow284.7%
Simplified84.7%
Final simplification84.9%
(FPCore (a b c) :precision binary64 (if (<= b 0.16) (/ (- (sqrt (fma b b (* c (* a -3.0)))) b) (* 3.0 a)) (fma (/ c b) -0.5 (/ (* -0.375 (* a (* c c))) (pow b 3.0)))))
double code(double a, double b, double c) {
double tmp;
if (b <= 0.16) {
tmp = (sqrt(fma(b, b, (c * (a * -3.0)))) - b) / (3.0 * a);
} else {
tmp = fma((c / b), -0.5, ((-0.375 * (a * (c * c))) / pow(b, 3.0)));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 0.16) tmp = Float64(Float64(sqrt(fma(b, b, Float64(c * Float64(a * -3.0)))) - b) / Float64(3.0 * a)); else tmp = fma(Float64(c / b), -0.5, Float64(Float64(-0.375 * Float64(a * Float64(c * c))) / (b ^ 3.0))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 0.16], 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[(N[(c / b), $MachinePrecision] * -0.5 + 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 0.16:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -3\right)\right)} - b}{3 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\frac{c}{b}, -0.5, \frac{-0.375 \cdot \left(a \cdot \left(c \cdot c\right)\right)}{{b}^{3}}\right)\\
\end{array}
\end{array}
if b < 0.160000000000000003Initial program 86.3%
neg-sub086.3%
sqr-neg86.3%
associate-+l-86.3%
sub0-neg86.3%
Simplified86.4%
if 0.160000000000000003 < b Initial program 49.7%
neg-sub049.7%
sqr-neg49.7%
associate-+l-49.7%
sub0-neg49.7%
neg-mul-149.7%
Simplified49.8%
add-log-exp32.0%
Applied egg-rr32.0%
add-log-exp49.8%
add-cbrt-cube49.8%
div-inv49.8%
metadata-eval49.8%
div-inv49.8%
metadata-eval49.8%
div-inv49.8%
metadata-eval49.8%
Applied egg-rr49.8%
Taylor expanded in b around inf 84.7%
*-commutative84.7%
fma-def84.7%
associate-*r/84.7%
unpow284.7%
Simplified84.7%
Final simplification84.9%
(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 54.3%
Taylor expanded in b around inf 65.0%
Final simplification65.0%
herbie shell --seed 2023285
(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)))