
(FPCore (a b c) :precision binary64 (/ (+ (- b) (sqrt (- (* b b) (* (* 4.0 a) c)))) (* 2.0 a)))
double code(double a, double b, double c) {
return (-b + sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * 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) - ((4.0d0 * a) * c)))) / (2.0d0 * a)
end function
public static double code(double a, double b, double c) {
return (-b + Math.sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a);
}
def code(a, b, c): return (-b + math.sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a)
function code(a, b, c) return Float64(Float64(Float64(-b) + sqrt(Float64(Float64(b * b) - Float64(Float64(4.0 * a) * c)))) / Float64(2.0 * a)) end
function tmp = code(a, b, c) tmp = (-b + sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a); end
code[a_, b_, c_] := N[(N[((-b) + N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(4.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\left(-b\right) + \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}}{2 \cdot a}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 8 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (a b c) :precision binary64 (/ (+ (- b) (sqrt (- (* b b) (* (* 4.0 a) c)))) (* 2.0 a)))
double code(double a, double b, double c) {
return (-b + sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * 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) - ((4.0d0 * a) * c)))) / (2.0d0 * a)
end function
public static double code(double a, double b, double c) {
return (-b + Math.sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a);
}
def code(a, b, c): return (-b + math.sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a)
function code(a, b, c) return Float64(Float64(Float64(-b) + sqrt(Float64(Float64(b * b) - Float64(Float64(4.0 * a) * c)))) / Float64(2.0 * a)) end
function tmp = code(a, b, c) tmp = (-b + sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a); end
code[a_, b_, c_] := N[(N[((-b) + N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(4.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\left(-b\right) + \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}}{2 \cdot a}
\end{array}
(FPCore (a b c)
:precision binary64
(/
(/
(- a)
(/
(-
(- b)
(sqrt
(/
(fma (pow (* a c) 3.0) -64.0 (pow b 6.0))
(fma (* a -4.0) (* c (- (* c (* a -4.0)) (pow b 2.0))) (pow b 4.0)))))
(* c -4.0)))
(* a 2.0)))
double code(double a, double b, double c) {
return (-a / ((-b - sqrt((fma(pow((a * c), 3.0), -64.0, pow(b, 6.0)) / fma((a * -4.0), (c * ((c * (a * -4.0)) - pow(b, 2.0))), pow(b, 4.0))))) / (c * -4.0))) / (a * 2.0);
}
function code(a, b, c) return Float64(Float64(Float64(-a) / Float64(Float64(Float64(-b) - sqrt(Float64(fma((Float64(a * c) ^ 3.0), -64.0, (b ^ 6.0)) / fma(Float64(a * -4.0), Float64(c * Float64(Float64(c * Float64(a * -4.0)) - (b ^ 2.0))), (b ^ 4.0))))) / Float64(c * -4.0))) / Float64(a * 2.0)) end
code[a_, b_, c_] := N[(N[((-a) / N[(N[((-b) - N[Sqrt[N[(N[(N[Power[N[(a * c), $MachinePrecision], 3.0], $MachinePrecision] * -64.0 + N[Power[b, 6.0], $MachinePrecision]), $MachinePrecision] / N[(N[(a * -4.0), $MachinePrecision] * N[(c * N[(N[(c * N[(a * -4.0), $MachinePrecision]), $MachinePrecision] - N[Power[b, 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[Power[b, 4.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(c * -4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\frac{-a}{\frac{\left(-b\right) - \sqrt{\frac{\mathsf{fma}\left({\left(a \cdot c\right)}^{3}, -64, {b}^{6}\right)}{\mathsf{fma}\left(a \cdot -4, c \cdot \left(c \cdot \left(a \cdot -4\right) - {b}^{2}\right), {b}^{4}\right)}}}{c \cdot -4}}}{a \cdot 2}
\end{array}
Initial program 54.5%
*-commutative54.5%
Simplified54.5%
add-cube-cbrt52.4%
fma-neg52.6%
*-commutative52.6%
distribute-rgt-neg-in52.6%
distribute-lft-neg-in52.6%
metadata-eval52.6%
*-commutative52.6%
cbrt-unprod53.7%
pow253.7%
pow253.7%
pow-prod-up53.4%
metadata-eval53.4%
cbrt-prod53.1%
pow253.1%
*-commutative53.1%
associate-*r*53.1%
Applied egg-rr53.1%
flip-+53.0%
Applied egg-rr56.2%
associate--r+99.2%
Simplified99.2%
flip3-+99.2%
pow-pow99.2%
metadata-eval99.2%
pow-prod-up99.2%
metadata-eval99.2%
pow299.2%
Applied egg-rr99.2%
associate-*r*99.2%
cube-prod99.2%
metadata-eval99.2%
unpow299.2%
distribute-rgt-out--99.2%
associate-*r*99.2%
*-commutative99.2%
associate-*r*99.2%
associate-*r*99.2%
*-commutative99.2%
associate-*r*99.2%
Simplified99.2%
Applied egg-rr99.2%
div-sub99.2%
+-inverses99.2%
neg-sub099.2%
associate-/l*99.3%
Simplified99.3%
Final simplification99.3%
(FPCore (a b c)
:precision binary64
(if (<= b 16.0)
(/ (- (sqrt (fma b b (* c (* a -4.0)))) b) (* a 2.0))
(/
(/
(* c (* a (- -4.0)))
(fma -2.0 b (* 2.0 (fma c (/ a b) (* (pow (* a c) 2.0) (pow b -3.0))))))
(* a 2.0))))
double code(double a, double b, double c) {
double tmp;
if (b <= 16.0) {
tmp = (sqrt(fma(b, b, (c * (a * -4.0)))) - b) / (a * 2.0);
} else {
tmp = ((c * (a * -(-4.0))) / fma(-2.0, b, (2.0 * fma(c, (a / b), (pow((a * c), 2.0) * pow(b, -3.0)))))) / (a * 2.0);
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 16.0) tmp = Float64(Float64(sqrt(fma(b, b, Float64(c * Float64(a * -4.0)))) - b) / Float64(a * 2.0)); else tmp = Float64(Float64(Float64(c * Float64(a * Float64(-(-4.0)))) / fma(-2.0, b, Float64(2.0 * fma(c, Float64(a / b), Float64((Float64(a * c) ^ 2.0) * (b ^ -3.0)))))) / Float64(a * 2.0)); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 16.0], N[(N[(N[Sqrt[N[(b * b + N[(c * N[(a * -4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(c * N[(a * (--4.0)), $MachinePrecision]), $MachinePrecision] / N[(-2.0 * b + N[(2.0 * N[(c * N[(a / b), $MachinePrecision] + N[(N[Power[N[(a * c), $MachinePrecision], 2.0], $MachinePrecision] * N[Power[b, -3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 16:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -4\right)\right)} - b}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{\frac{c \cdot \left(a \cdot \left(--4\right)\right)}{\mathsf{fma}\left(-2, b, 2 \cdot \mathsf{fma}\left(c, \frac{a}{b}, {\left(a \cdot c\right)}^{2} \cdot {b}^{-3}\right)\right)}}{a \cdot 2}\\
\end{array}
\end{array}
if b < 16Initial program 84.0%
sqr-neg84.0%
+-commutative84.0%
unsub-neg84.0%
sqr-neg84.0%
fma-neg84.2%
distribute-lft-neg-in84.2%
*-commutative84.2%
*-commutative84.2%
distribute-rgt-neg-in84.2%
metadata-eval84.2%
*-commutative84.2%
Simplified84.2%
if 16 < b Initial program 46.5%
*-commutative46.5%
Simplified46.5%
add-cube-cbrt44.4%
fma-neg44.6%
*-commutative44.6%
distribute-rgt-neg-in44.6%
distribute-lft-neg-in44.6%
metadata-eval44.6%
*-commutative44.6%
cbrt-unprod45.7%
pow245.7%
pow245.7%
pow-prod-up45.5%
metadata-eval45.5%
cbrt-prod45.1%
pow245.1%
*-commutative45.1%
associate-*r*45.1%
Applied egg-rr45.1%
flip-+45.1%
Applied egg-rr48.0%
associate--r+99.2%
Simplified99.2%
Taylor expanded in b around inf 90.5%
fma-def90.5%
distribute-lft-out90.5%
associate-*l/90.5%
*-commutative90.5%
unpow290.5%
unpow290.5%
swap-sqr90.5%
unpow290.5%
Simplified90.5%
div-sub90.5%
Applied egg-rr90.5%
div-sub90.5%
+-inverses90.5%
neg-sub090.5%
associate-*r*90.5%
*-commutative90.5%
distribute-neg-frac90.5%
associate-*r*90.5%
*-commutative90.5%
Simplified90.5%
Final simplification89.1%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (* a (* c -4.0))))
(/
(/ (- (- (pow (- b) 2.0) (pow b 2.0)) t_0) (- (- b) (sqrt (fma b b t_0))))
(* a 2.0))))
double code(double a, double b, double c) {
double t_0 = a * (c * -4.0);
return (((pow(-b, 2.0) - pow(b, 2.0)) - t_0) / (-b - sqrt(fma(b, b, t_0)))) / (a * 2.0);
}
function code(a, b, c) t_0 = Float64(a * Float64(c * -4.0)) return Float64(Float64(Float64(Float64((Float64(-b) ^ 2.0) - (b ^ 2.0)) - t_0) / Float64(Float64(-b) - sqrt(fma(b, b, t_0)))) / Float64(a * 2.0)) end
code[a_, b_, c_] := Block[{t$95$0 = N[(a * N[(c * -4.0), $MachinePrecision]), $MachinePrecision]}, N[(N[(N[(N[(N[Power[(-b), 2.0], $MachinePrecision] - N[Power[b, 2.0], $MachinePrecision]), $MachinePrecision] - t$95$0), $MachinePrecision] / N[((-b) - N[Sqrt[N[(b * b + t$95$0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := a \cdot \left(c \cdot -4\right)\\
\frac{\frac{\left({\left(-b\right)}^{2} - {b}^{2}\right) - t_0}{\left(-b\right) - \sqrt{\mathsf{fma}\left(b, b, t_0\right)}}}{a \cdot 2}
\end{array}
\end{array}
Initial program 54.5%
*-commutative54.5%
Simplified54.5%
add-cube-cbrt52.4%
fma-neg52.6%
*-commutative52.6%
distribute-rgt-neg-in52.6%
distribute-lft-neg-in52.6%
metadata-eval52.6%
*-commutative52.6%
cbrt-unprod53.7%
pow253.7%
pow253.7%
pow-prod-up53.4%
metadata-eval53.4%
cbrt-prod53.1%
pow253.1%
*-commutative53.1%
associate-*r*53.1%
Applied egg-rr53.1%
flip-+53.0%
Applied egg-rr56.2%
associate--r+99.2%
Simplified99.2%
unpow299.2%
fma-def99.2%
Applied egg-rr99.2%
Final simplification99.2%
(FPCore (a b c) :precision binary64 (let* ((t_0 (/ (- (sqrt (- (* b b) (* c (* a 4.0)))) b) (* a 2.0)))) (if (<= t_0 -6e-7) t_0 (/ (- c) b))))
double code(double a, double b, double c) {
double t_0 = (sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0);
double tmp;
if (t_0 <= -6e-7) {
tmp = t_0;
} else {
tmp = -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 * (a * 4.0d0)))) - b) / (a * 2.0d0)
if (t_0 <= (-6d-7)) then
tmp = t_0
else
tmp = -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 * (a * 4.0)))) - b) / (a * 2.0);
double tmp;
if (t_0 <= -6e-7) {
tmp = t_0;
} else {
tmp = -c / b;
}
return tmp;
}
def code(a, b, c): t_0 = (math.sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0) tmp = 0 if t_0 <= -6e-7: tmp = t_0 else: tmp = -c / b return tmp
function code(a, b, c) t_0 = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))) - b) / Float64(a * 2.0)) tmp = 0.0 if (t_0 <= -6e-7) tmp = t_0; else tmp = Float64(Float64(-c) / b); end return tmp end
function tmp_2 = code(a, b, c) t_0 = (sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0); tmp = 0.0; if (t_0 <= -6e-7) tmp = t_0; else tmp = -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[(a * 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, -6e-7], t$95$0, N[((-c) / b), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{\sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)} - b}{a \cdot 2}\\
\mathbf{if}\;t_0 \leq -6 \cdot 10^{-7}:\\
\;\;\;\;t_0\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 4 a) c)))) (*.f64 2 a)) < -5.9999999999999997e-7Initial program 74.2%
if -5.9999999999999997e-7 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 4 a) c)))) (*.f64 2 a)) Initial program 26.6%
*-commutative26.6%
Simplified26.6%
Taylor expanded in b around inf 86.9%
mul-1-neg86.9%
distribute-neg-frac86.9%
Simplified86.9%
Final simplification79.5%
(FPCore (a b c) :precision binary64 (if (<= b 600.0) (/ (- (sqrt (fma b b (* c (* a -4.0)))) b) (* a 2.0)) (- (/ (- c) b) (* (/ a (pow b 3.0)) (pow c 2.0)))))
double code(double a, double b, double c) {
double tmp;
if (b <= 600.0) {
tmp = (sqrt(fma(b, b, (c * (a * -4.0)))) - b) / (a * 2.0);
} else {
tmp = (-c / b) - ((a / pow(b, 3.0)) * pow(c, 2.0));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 600.0) tmp = Float64(Float64(sqrt(fma(b, b, Float64(c * Float64(a * -4.0)))) - b) / Float64(a * 2.0)); else tmp = Float64(Float64(Float64(-c) / b) - Float64(Float64(a / (b ^ 3.0)) * (c ^ 2.0))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 600.0], N[(N[(N[Sqrt[N[(b * b + N[(c * N[(a * -4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[((-c) / b), $MachinePrecision] - N[(N[(a / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision] * N[Power[c, 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 600:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -4\right)\right)} - b}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b} - \frac{a}{{b}^{3}} \cdot {c}^{2}\\
\end{array}
\end{array}
if b < 600Initial program 79.5%
sqr-neg79.5%
+-commutative79.5%
unsub-neg79.5%
sqr-neg79.5%
fma-neg79.6%
distribute-lft-neg-in79.6%
*-commutative79.6%
*-commutative79.6%
distribute-rgt-neg-in79.6%
metadata-eval79.6%
*-commutative79.6%
Simplified79.6%
if 600 < b Initial program 40.3%
*-commutative40.3%
Simplified40.3%
Taylor expanded in b around inf 89.4%
mul-1-neg89.4%
unsub-neg89.4%
mul-1-neg89.4%
distribute-neg-frac89.4%
associate-/l*89.4%
associate-/r/89.4%
Simplified89.4%
Final simplification85.9%
(FPCore (a b c) :precision binary64 (if (<= b 600.0) (/ (- (sqrt (- (* b b) (* c (* a 4.0)))) b) (* a 2.0)) (- (/ (- c) b) (* (/ a (pow b 3.0)) (pow c 2.0)))))
double code(double a, double b, double c) {
double tmp;
if (b <= 600.0) {
tmp = (sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0);
} else {
tmp = (-c / b) - ((a / pow(b, 3.0)) * pow(c, 2.0));
}
return tmp;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
real(8) :: tmp
if (b <= 600.0d0) then
tmp = (sqrt(((b * b) - (c * (a * 4.0d0)))) - b) / (a * 2.0d0)
else
tmp = (-c / b) - ((a / (b ** 3.0d0)) * (c ** 2.0d0))
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= 600.0) {
tmp = (Math.sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0);
} else {
tmp = (-c / b) - ((a / Math.pow(b, 3.0)) * Math.pow(c, 2.0));
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= 600.0: tmp = (math.sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0) else: tmp = (-c / b) - ((a / math.pow(b, 3.0)) * math.pow(c, 2.0)) return tmp
function code(a, b, c) tmp = 0.0 if (b <= 600.0) tmp = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))) - b) / Float64(a * 2.0)); else tmp = Float64(Float64(Float64(-c) / b) - Float64(Float64(a / (b ^ 3.0)) * (c ^ 2.0))); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= 600.0) tmp = (sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0); else tmp = (-c / b) - ((a / (b ^ 3.0)) * (c ^ 2.0)); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, 600.0], N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(a * 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[((-c) / b), $MachinePrecision] - N[(N[(a / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision] * N[Power[c, 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 600:\\
\;\;\;\;\frac{\sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)} - b}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b} - \frac{a}{{b}^{3}} \cdot {c}^{2}\\
\end{array}
\end{array}
if b < 600Initial program 79.5%
if 600 < b Initial program 40.3%
*-commutative40.3%
Simplified40.3%
Taylor expanded in b around inf 89.4%
mul-1-neg89.4%
unsub-neg89.4%
mul-1-neg89.4%
distribute-neg-frac89.4%
associate-/l*89.4%
associate-/r/89.4%
Simplified89.4%
Final simplification85.8%
(FPCore (a b c)
:precision binary64
(if (<= b 700.0)
(/ (- (sqrt (- (* b b) (* c (* a 4.0)))) b) (* a 2.0))
(/
(* -2.0 (+ (* c (/ a b)) (/ (* (* a c) (* a c)) (pow b 3.0))))
(* a 2.0))))
double code(double a, double b, double c) {
double tmp;
if (b <= 700.0) {
tmp = (sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0);
} else {
tmp = (-2.0 * ((c * (a / b)) + (((a * c) * (a * c)) / pow(b, 3.0)))) / (a * 2.0);
}
return tmp;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
real(8) :: tmp
if (b <= 700.0d0) then
tmp = (sqrt(((b * b) - (c * (a * 4.0d0)))) - b) / (a * 2.0d0)
else
tmp = ((-2.0d0) * ((c * (a / b)) + (((a * c) * (a * c)) / (b ** 3.0d0)))) / (a * 2.0d0)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= 700.0) {
tmp = (Math.sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0);
} else {
tmp = (-2.0 * ((c * (a / b)) + (((a * c) * (a * c)) / Math.pow(b, 3.0)))) / (a * 2.0);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= 700.0: tmp = (math.sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0) else: tmp = (-2.0 * ((c * (a / b)) + (((a * c) * (a * c)) / math.pow(b, 3.0)))) / (a * 2.0) return tmp
function code(a, b, c) tmp = 0.0 if (b <= 700.0) tmp = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))) - b) / Float64(a * 2.0)); else tmp = Float64(Float64(-2.0 * Float64(Float64(c * Float64(a / b)) + Float64(Float64(Float64(a * c) * Float64(a * c)) / (b ^ 3.0)))) / Float64(a * 2.0)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= 700.0) tmp = (sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0); else tmp = (-2.0 * ((c * (a / b)) + (((a * c) * (a * c)) / (b ^ 3.0)))) / (a * 2.0); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, 700.0], N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(a * 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(-2.0 * N[(N[(c * N[(a / b), $MachinePrecision]), $MachinePrecision] + N[(N[(N[(a * c), $MachinePrecision] * N[(a * c), $MachinePrecision]), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 700:\\
\;\;\;\;\frac{\sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)} - b}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{-2 \cdot \left(c \cdot \frac{a}{b} + \frac{\left(a \cdot c\right) \cdot \left(a \cdot c\right)}{{b}^{3}}\right)}{a \cdot 2}\\
\end{array}
\end{array}
if b < 700Initial program 79.5%
if 700 < b Initial program 40.3%
*-commutative40.3%
Simplified40.3%
add-cube-cbrt38.6%
fma-neg38.6%
*-commutative38.6%
distribute-rgt-neg-in38.6%
distribute-lft-neg-in38.6%
metadata-eval38.6%
*-commutative38.6%
cbrt-unprod39.7%
pow239.7%
pow239.7%
pow-prod-up39.4%
metadata-eval39.4%
cbrt-prod39.1%
pow239.1%
*-commutative39.1%
associate-*r*39.1%
Applied egg-rr39.1%
flip-+39.1%
Applied egg-rr41.8%
associate--r+99.2%
Simplified99.2%
Taylor expanded in b around inf 89.2%
distribute-lft-out89.2%
associate-*l/89.2%
*-commutative89.2%
unpow289.2%
unpow289.2%
swap-sqr89.2%
unpow289.2%
Simplified89.2%
unpow289.2%
Applied egg-rr89.2%
Final simplification85.6%
(FPCore (a b c) :precision binary64 (/ (- c) b))
double code(double a, double b, double c) {
return -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 = -c / b
end function
public static double code(double a, double b, double c) {
return -c / b;
}
def code(a, b, c): return -c / b
function code(a, b, c) return Float64(Float64(-c) / b) end
function tmp = code(a, b, c) tmp = -c / b; end
code[a_, b_, c_] := N[((-c) / b), $MachinePrecision]
\begin{array}{l}
\\
\frac{-c}{b}
\end{array}
Initial program 54.5%
*-commutative54.5%
Simplified54.5%
Taylor expanded in b around inf 64.5%
mul-1-neg64.5%
distribute-neg-frac64.5%
Simplified64.5%
Final simplification64.5%
herbie shell --seed 2024020
(FPCore (a b c)
:name "Quadratic roots, 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) (* (* 4.0 a) c)))) (* 2.0 a)))