
(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 10 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
(let* ((t_0 (- (pow b 2.0) (* c (* a 4.0)))))
(if (<= b 0.112)
(/ (/ (- t_0 (pow (- b) 2.0)) (+ b (sqrt t_0))) (* 2.0 a))
(-
(*
a
(*
(* c c)
(+
(* c (* a (- (* -5.0 (* a (/ c (pow b 7.0)))) (/ 2.0 (pow b 5.0)))))
(/ -1.0 (pow b 3.0)))))
(/ c b)))))
double code(double a, double b, double c) {
double t_0 = pow(b, 2.0) - (c * (a * 4.0));
double tmp;
if (b <= 0.112) {
tmp = ((t_0 - pow(-b, 2.0)) / (b + sqrt(t_0))) / (2.0 * a);
} else {
tmp = (a * ((c * c) * ((c * (a * ((-5.0 * (a * (c / pow(b, 7.0)))) - (2.0 / pow(b, 5.0))))) + (-1.0 / pow(b, 3.0))))) - (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 = (b ** 2.0d0) - (c * (a * 4.0d0))
if (b <= 0.112d0) then
tmp = ((t_0 - (-b ** 2.0d0)) / (b + sqrt(t_0))) / (2.0d0 * a)
else
tmp = (a * ((c * c) * ((c * (a * (((-5.0d0) * (a * (c / (b ** 7.0d0)))) - (2.0d0 / (b ** 5.0d0))))) + ((-1.0d0) / (b ** 3.0d0))))) - (c / b)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double t_0 = Math.pow(b, 2.0) - (c * (a * 4.0));
double tmp;
if (b <= 0.112) {
tmp = ((t_0 - Math.pow(-b, 2.0)) / (b + Math.sqrt(t_0))) / (2.0 * a);
} else {
tmp = (a * ((c * c) * ((c * (a * ((-5.0 * (a * (c / Math.pow(b, 7.0)))) - (2.0 / Math.pow(b, 5.0))))) + (-1.0 / Math.pow(b, 3.0))))) - (c / b);
}
return tmp;
}
def code(a, b, c): t_0 = math.pow(b, 2.0) - (c * (a * 4.0)) tmp = 0 if b <= 0.112: tmp = ((t_0 - math.pow(-b, 2.0)) / (b + math.sqrt(t_0))) / (2.0 * a) else: tmp = (a * ((c * c) * ((c * (a * ((-5.0 * (a * (c / math.pow(b, 7.0)))) - (2.0 / math.pow(b, 5.0))))) + (-1.0 / math.pow(b, 3.0))))) - (c / b) return tmp
function code(a, b, c) t_0 = Float64((b ^ 2.0) - Float64(c * Float64(a * 4.0))) tmp = 0.0 if (b <= 0.112) tmp = Float64(Float64(Float64(t_0 - (Float64(-b) ^ 2.0)) / Float64(b + sqrt(t_0))) / Float64(2.0 * a)); else tmp = Float64(Float64(a * Float64(Float64(c * c) * Float64(Float64(c * Float64(a * Float64(Float64(-5.0 * Float64(a * Float64(c / (b ^ 7.0)))) - Float64(2.0 / (b ^ 5.0))))) + Float64(-1.0 / (b ^ 3.0))))) - Float64(c / b)); end return tmp end
function tmp_2 = code(a, b, c) t_0 = (b ^ 2.0) - (c * (a * 4.0)); tmp = 0.0; if (b <= 0.112) tmp = ((t_0 - (-b ^ 2.0)) / (b + sqrt(t_0))) / (2.0 * a); else tmp = (a * ((c * c) * ((c * (a * ((-5.0 * (a * (c / (b ^ 7.0)))) - (2.0 / (b ^ 5.0))))) + (-1.0 / (b ^ 3.0))))) - (c / b); end tmp_2 = tmp; end
code[a_, b_, c_] := Block[{t$95$0 = N[(N[Power[b, 2.0], $MachinePrecision] - N[(c * N[(a * 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, 0.112], N[(N[(N[(t$95$0 - N[Power[(-b), 2.0], $MachinePrecision]), $MachinePrecision] / N[(b + N[Sqrt[t$95$0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(a * N[(N[(c * c), $MachinePrecision] * N[(N[(c * N[(a * N[(N[(-5.0 * N[(a * N[(c / N[Power[b, 7.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(2.0 / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-1.0 / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(c / b), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := {b}^{2} - c \cdot \left(a \cdot 4\right)\\
\mathbf{if}\;b \leq 0.112:\\
\;\;\;\;\frac{\frac{t\_0 - {\left(-b\right)}^{2}}{b + \sqrt{t\_0}}}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;a \cdot \left(\left(c \cdot c\right) \cdot \left(c \cdot \left(a \cdot \left(-5 \cdot \left(a \cdot \frac{c}{{b}^{7}}\right) - \frac{2}{{b}^{5}}\right)\right) + \frac{-1}{{b}^{3}}\right)\right) - \frac{c}{b}\\
\end{array}
\end{array}
if b < 0.112000000000000002Initial program 86.1%
*-commutative86.1%
Simplified86.1%
add-sqr-sqrt86.1%
sqrt-unprod86.1%
pow286.1%
pow286.1%
pow-prod-up86.1%
metadata-eval86.1%
Applied egg-rr86.1%
flip-+86.7%
pow286.7%
sqrt-pow186.8%
metadata-eval86.8%
sqrt-pow186.8%
metadata-eval86.8%
add-sqr-sqrt87.9%
*-commutative87.9%
*-commutative87.9%
Applied egg-rr87.9%
if 0.112000000000000002 < b Initial program 50.0%
+-commutative50.0%
sqr-neg50.0%
unsub-neg50.0%
sqr-neg50.0%
sub-neg50.0%
+-commutative50.0%
*-commutative50.0%
associate-*r*50.0%
distribute-rgt-neg-in50.0%
fma-define50.0%
*-commutative50.0%
distribute-rgt-neg-in50.0%
metadata-eval50.0%
Simplified50.0%
Taylor expanded in a around 0 92.8%
+-commutative92.8%
mul-1-neg92.8%
unsub-neg92.8%
Simplified92.8%
Taylor expanded in c around 0 92.8%
Taylor expanded in a around 0 92.8%
associate-/l*92.8%
associate-*r/92.8%
metadata-eval92.8%
Simplified92.8%
unpow292.8%
Applied egg-rr92.8%
Final simplification92.2%
(FPCore (a b c)
:precision binary64
(if (<= b 0.112)
(/ 1.0 (/ (* 2.0 a) (fma -1.0 b (sqrt (fma -4.0 (* c a) (pow b 2.0))))))
(-
(*
a
(*
(* c c)
(+
(* c (* a (- (* -5.0 (* a (/ c (pow b 7.0)))) (/ 2.0 (pow b 5.0)))))
(/ -1.0 (pow b 3.0)))))
(/ c b))))
double code(double a, double b, double c) {
double tmp;
if (b <= 0.112) {
tmp = 1.0 / ((2.0 * a) / fma(-1.0, b, sqrt(fma(-4.0, (c * a), pow(b, 2.0)))));
} else {
tmp = (a * ((c * c) * ((c * (a * ((-5.0 * (a * (c / pow(b, 7.0)))) - (2.0 / pow(b, 5.0))))) + (-1.0 / pow(b, 3.0))))) - (c / b);
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 0.112) tmp = Float64(1.0 / Float64(Float64(2.0 * a) / fma(-1.0, b, sqrt(fma(-4.0, Float64(c * a), (b ^ 2.0)))))); else tmp = Float64(Float64(a * Float64(Float64(c * c) * Float64(Float64(c * Float64(a * Float64(Float64(-5.0 * Float64(a * Float64(c / (b ^ 7.0)))) - Float64(2.0 / (b ^ 5.0))))) + Float64(-1.0 / (b ^ 3.0))))) - Float64(c / b)); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 0.112], N[(1.0 / N[(N[(2.0 * a), $MachinePrecision] / N[(-1.0 * b + N[Sqrt[N[(-4.0 * N[(c * a), $MachinePrecision] + N[Power[b, 2.0], $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(a * N[(N[(c * c), $MachinePrecision] * N[(N[(c * N[(a * N[(N[(-5.0 * N[(a * N[(c / N[Power[b, 7.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(2.0 / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-1.0 / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(c / b), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 0.112:\\
\;\;\;\;\frac{1}{\frac{2 \cdot a}{\mathsf{fma}\left(-1, b, \sqrt{\mathsf{fma}\left(-4, c \cdot a, {b}^{2}\right)}\right)}}\\
\mathbf{else}:\\
\;\;\;\;a \cdot \left(\left(c \cdot c\right) \cdot \left(c \cdot \left(a \cdot \left(-5 \cdot \left(a \cdot \frac{c}{{b}^{7}}\right) - \frac{2}{{b}^{5}}\right)\right) + \frac{-1}{{b}^{3}}\right)\right) - \frac{c}{b}\\
\end{array}
\end{array}
if b < 0.112000000000000002Initial program 86.1%
*-commutative86.1%
Simplified86.1%
add-sqr-sqrt86.1%
sqrt-unprod86.1%
pow286.1%
pow286.1%
pow-prod-up86.1%
metadata-eval86.1%
Applied egg-rr86.1%
clear-num86.2%
inv-pow86.2%
neg-mul-186.2%
fma-define86.2%
sqrt-pow186.2%
metadata-eval86.2%
*-commutative86.2%
*-commutative86.2%
Applied egg-rr86.2%
unpow-186.2%
*-commutative86.2%
*-commutative86.2%
associate-*r*86.2%
cancel-sign-sub-inv86.2%
metadata-eval86.2%
+-commutative86.2%
fma-define86.2%
*-commutative86.2%
Simplified86.2%
if 0.112000000000000002 < b Initial program 50.0%
+-commutative50.0%
sqr-neg50.0%
unsub-neg50.0%
sqr-neg50.0%
sub-neg50.0%
+-commutative50.0%
*-commutative50.0%
associate-*r*50.0%
distribute-rgt-neg-in50.0%
fma-define50.0%
*-commutative50.0%
distribute-rgt-neg-in50.0%
metadata-eval50.0%
Simplified50.0%
Taylor expanded in a around 0 92.8%
+-commutative92.8%
mul-1-neg92.8%
unsub-neg92.8%
Simplified92.8%
Taylor expanded in c around 0 92.8%
Taylor expanded in a around 0 92.8%
associate-/l*92.8%
associate-*r/92.8%
metadata-eval92.8%
Simplified92.8%
unpow292.8%
Applied egg-rr92.8%
Final simplification92.0%
(FPCore (a b c)
:precision binary64
(if (<= b 0.115)
(/ (- (sqrt (fma b b (* c (* a -4.0)))) b) (* 2.0 a))
(-
(*
a
(*
(* c c)
(+
(* c (* a (- (* -5.0 (* a (/ c (pow b 7.0)))) (/ 2.0 (pow b 5.0)))))
(/ -1.0 (pow b 3.0)))))
(/ c b))))
double code(double a, double b, double c) {
double tmp;
if (b <= 0.115) {
tmp = (sqrt(fma(b, b, (c * (a * -4.0)))) - b) / (2.0 * a);
} else {
tmp = (a * ((c * c) * ((c * (a * ((-5.0 * (a * (c / pow(b, 7.0)))) - (2.0 / pow(b, 5.0))))) + (-1.0 / pow(b, 3.0))))) - (c / b);
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 0.115) tmp = Float64(Float64(sqrt(fma(b, b, Float64(c * Float64(a * -4.0)))) - b) / Float64(2.0 * a)); else tmp = Float64(Float64(a * Float64(Float64(c * c) * Float64(Float64(c * Float64(a * Float64(Float64(-5.0 * Float64(a * Float64(c / (b ^ 7.0)))) - Float64(2.0 / (b ^ 5.0))))) + Float64(-1.0 / (b ^ 3.0))))) - Float64(c / b)); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 0.115], N[(N[(N[Sqrt[N[(b * b + N[(c * N[(a * -4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(a * N[(N[(c * c), $MachinePrecision] * N[(N[(c * N[(a * N[(N[(-5.0 * N[(a * N[(c / N[Power[b, 7.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(2.0 / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-1.0 / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(c / b), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 0.115:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -4\right)\right)} - b}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;a \cdot \left(\left(c \cdot c\right) \cdot \left(c \cdot \left(a \cdot \left(-5 \cdot \left(a \cdot \frac{c}{{b}^{7}}\right) - \frac{2}{{b}^{5}}\right)\right) + \frac{-1}{{b}^{3}}\right)\right) - \frac{c}{b}\\
\end{array}
\end{array}
if b < 0.115000000000000005Initial program 86.1%
*-commutative86.1%
+-commutative86.1%
sqr-neg86.1%
unsub-neg86.1%
sqr-neg86.1%
fma-neg86.1%
distribute-lft-neg-in86.1%
*-commutative86.1%
*-commutative86.1%
distribute-rgt-neg-in86.1%
metadata-eval86.1%
Simplified86.1%
if 0.115000000000000005 < b Initial program 50.0%
+-commutative50.0%
sqr-neg50.0%
unsub-neg50.0%
sqr-neg50.0%
sub-neg50.0%
+-commutative50.0%
*-commutative50.0%
associate-*r*50.0%
distribute-rgt-neg-in50.0%
fma-define50.0%
*-commutative50.0%
distribute-rgt-neg-in50.0%
metadata-eval50.0%
Simplified50.0%
Taylor expanded in a around 0 92.8%
+-commutative92.8%
mul-1-neg92.8%
unsub-neg92.8%
Simplified92.8%
Taylor expanded in c around 0 92.8%
Taylor expanded in a around 0 92.8%
associate-/l*92.8%
associate-*r/92.8%
metadata-eval92.8%
Simplified92.8%
unpow292.8%
Applied egg-rr92.8%
Final simplification92.0%
(FPCore (a b c)
:precision binary64
(if (<= b 2.1)
(/ (- (sqrt (fma b b (* c (* a -4.0)))) b) (* 2.0 a))
(/
(-
(* a (- (/ (* (* a -2.0) (pow c 3.0)) (pow b 4.0)) (pow (/ c b) 2.0)))
c)
b)))
double code(double a, double b, double c) {
double tmp;
if (b <= 2.1) {
tmp = (sqrt(fma(b, b, (c * (a * -4.0)))) - b) / (2.0 * a);
} else {
tmp = ((a * ((((a * -2.0) * pow(c, 3.0)) / pow(b, 4.0)) - pow((c / b), 2.0))) - c) / b;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 2.1) tmp = Float64(Float64(sqrt(fma(b, b, Float64(c * Float64(a * -4.0)))) - b) / Float64(2.0 * a)); else tmp = Float64(Float64(Float64(a * Float64(Float64(Float64(Float64(a * -2.0) * (c ^ 3.0)) / (b ^ 4.0)) - (Float64(c / b) ^ 2.0))) - c) / b); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 2.1], N[(N[(N[Sqrt[N[(b * b + N[(c * N[(a * -4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(N[(a * N[(N[(N[(N[(a * -2.0), $MachinePrecision] * N[Power[c, 3.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 4.0], $MachinePrecision]), $MachinePrecision] - N[Power[N[(c / b), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - c), $MachinePrecision] / b), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 2.1:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -4\right)\right)} - b}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{a \cdot \left(\frac{\left(a \cdot -2\right) \cdot {c}^{3}}{{b}^{4}} - {\left(\frac{c}{b}\right)}^{2}\right) - c}{b}\\
\end{array}
\end{array}
if b < 2.10000000000000009Initial program 83.4%
*-commutative83.4%
+-commutative83.4%
sqr-neg83.4%
unsub-neg83.4%
sqr-neg83.4%
fma-neg83.5%
distribute-lft-neg-in83.5%
*-commutative83.5%
*-commutative83.5%
distribute-rgt-neg-in83.5%
metadata-eval83.5%
Simplified83.5%
if 2.10000000000000009 < b Initial program 47.6%
+-commutative47.6%
sqr-neg47.6%
unsub-neg47.6%
sqr-neg47.6%
sub-neg47.6%
+-commutative47.6%
*-commutative47.6%
associate-*r*47.6%
distribute-rgt-neg-in47.6%
fma-define47.6%
*-commutative47.6%
distribute-rgt-neg-in47.6%
metadata-eval47.6%
Simplified47.6%
Taylor expanded in b around inf 91.3%
Taylor expanded in a around 0 91.3%
neg-mul-191.3%
+-commutative91.3%
unsub-neg91.3%
mul-1-neg91.3%
unsub-neg91.3%
associate-*r/91.3%
associate-*r*91.3%
unpow291.3%
unpow291.3%
times-frac91.3%
unpow291.3%
Simplified91.3%
Final simplification89.8%
(FPCore (a b c)
:precision binary64
(if (<= b 2.1)
(/ (- (sqrt (fma b b (* c (* a -4.0)))) b) (* 2.0 a))
(-
(* a (* (pow c 2.0) (- (* -2.0 (* a (/ c (pow b 5.0)))) (pow b -3.0))))
(/ c b))))
double code(double a, double b, double c) {
double tmp;
if (b <= 2.1) {
tmp = (sqrt(fma(b, b, (c * (a * -4.0)))) - b) / (2.0 * a);
} else {
tmp = (a * (pow(c, 2.0) * ((-2.0 * (a * (c / pow(b, 5.0)))) - pow(b, -3.0)))) - (c / b);
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 2.1) tmp = Float64(Float64(sqrt(fma(b, b, Float64(c * Float64(a * -4.0)))) - b) / Float64(2.0 * a)); else tmp = Float64(Float64(a * Float64((c ^ 2.0) * Float64(Float64(-2.0 * Float64(a * Float64(c / (b ^ 5.0)))) - (b ^ -3.0)))) - Float64(c / b)); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 2.1], N[(N[(N[Sqrt[N[(b * b + N[(c * N[(a * -4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(a * N[(N[Power[c, 2.0], $MachinePrecision] * N[(N[(-2.0 * N[(a * N[(c / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[Power[b, -3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(c / b), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 2.1:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -4\right)\right)} - b}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;a \cdot \left({c}^{2} \cdot \left(-2 \cdot \left(a \cdot \frac{c}{{b}^{5}}\right) - {b}^{-3}\right)\right) - \frac{c}{b}\\
\end{array}
\end{array}
if b < 2.10000000000000009Initial program 83.4%
*-commutative83.4%
+-commutative83.4%
sqr-neg83.4%
unsub-neg83.4%
sqr-neg83.4%
fma-neg83.5%
distribute-lft-neg-in83.5%
*-commutative83.5%
*-commutative83.5%
distribute-rgt-neg-in83.5%
metadata-eval83.5%
Simplified83.5%
if 2.10000000000000009 < b Initial program 47.6%
+-commutative47.6%
sqr-neg47.6%
unsub-neg47.6%
sqr-neg47.6%
sub-neg47.6%
+-commutative47.6%
*-commutative47.6%
associate-*r*47.6%
distribute-rgt-neg-in47.6%
fma-define47.6%
*-commutative47.6%
distribute-rgt-neg-in47.6%
metadata-eval47.6%
Simplified47.6%
Taylor expanded in a around 0 93.7%
+-commutative93.7%
mul-1-neg93.7%
unsub-neg93.7%
Simplified93.7%
Taylor expanded in c around 0 93.7%
Taylor expanded in c around 0 91.3%
associate-/l*91.3%
exp-to-pow91.3%
*-commutative91.3%
exp-neg91.3%
distribute-lft-neg-in91.3%
metadata-eval91.3%
*-commutative91.3%
exp-to-pow91.3%
Simplified91.3%
Final simplification89.8%
(FPCore (a b c)
:precision binary64
(if (<= b 2.1)
(/ (- (sqrt (fma b b (* c (* a -4.0)))) b) (* 2.0 a))
(*
c
(-
(/ -1.0 b)
(* c (* a (- (pow b -3.0) (* -2.0 (* a (/ c (pow b 5.0)))))))))))
double code(double a, double b, double c) {
double tmp;
if (b <= 2.1) {
tmp = (sqrt(fma(b, b, (c * (a * -4.0)))) - b) / (2.0 * a);
} else {
tmp = c * ((-1.0 / b) - (c * (a * (pow(b, -3.0) - (-2.0 * (a * (c / pow(b, 5.0))))))));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 2.1) tmp = Float64(Float64(sqrt(fma(b, b, Float64(c * Float64(a * -4.0)))) - b) / Float64(2.0 * a)); else tmp = Float64(c * Float64(Float64(-1.0 / b) - Float64(c * Float64(a * Float64((b ^ -3.0) - Float64(-2.0 * Float64(a * Float64(c / (b ^ 5.0))))))))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 2.1], N[(N[(N[Sqrt[N[(b * b + N[(c * N[(a * -4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[(c * N[(N[(-1.0 / b), $MachinePrecision] - N[(c * N[(a * N[(N[Power[b, -3.0], $MachinePrecision] - N[(-2.0 * N[(a * N[(c / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 2.1:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -4\right)\right)} - b}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;c \cdot \left(\frac{-1}{b} - c \cdot \left(a \cdot \left({b}^{-3} - -2 \cdot \left(a \cdot \frac{c}{{b}^{5}}\right)\right)\right)\right)\\
\end{array}
\end{array}
if b < 2.10000000000000009Initial program 83.4%
*-commutative83.4%
+-commutative83.4%
sqr-neg83.4%
unsub-neg83.4%
sqr-neg83.4%
fma-neg83.5%
distribute-lft-neg-in83.5%
*-commutative83.5%
*-commutative83.5%
distribute-rgt-neg-in83.5%
metadata-eval83.5%
Simplified83.5%
if 2.10000000000000009 < b Initial program 47.6%
+-commutative47.6%
sqr-neg47.6%
unsub-neg47.6%
sqr-neg47.6%
sub-neg47.6%
+-commutative47.6%
*-commutative47.6%
associate-*r*47.6%
distribute-rgt-neg-in47.6%
fma-define47.6%
*-commutative47.6%
distribute-rgt-neg-in47.6%
metadata-eval47.6%
Simplified47.6%
Taylor expanded in c around 0 91.1%
Taylor expanded in a around 0 91.1%
associate-/l*91.1%
exp-to-pow91.1%
*-commutative91.1%
exp-neg91.1%
distribute-lft-neg-in91.1%
metadata-eval91.1%
*-commutative91.1%
exp-to-pow91.1%
Simplified91.1%
Final simplification89.6%
(FPCore (a b c) :precision binary64 (if (<= b 2.2) (/ (- (sqrt (fma b b (* c (* a -4.0)))) b) (* 2.0 a)) (/ 1.0 (- (/ a b) (/ b c)))))
double code(double a, double b, double c) {
double tmp;
if (b <= 2.2) {
tmp = (sqrt(fma(b, b, (c * (a * -4.0)))) - b) / (2.0 * a);
} else {
tmp = 1.0 / ((a / b) - (b / c));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 2.2) tmp = Float64(Float64(sqrt(fma(b, b, Float64(c * Float64(a * -4.0)))) - b) / Float64(2.0 * a)); else tmp = Float64(1.0 / Float64(Float64(a / b) - Float64(b / c))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 2.2], N[(N[(N[Sqrt[N[(b * b + N[(c * N[(a * -4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[(1.0 / N[(N[(a / b), $MachinePrecision] - N[(b / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 2.2:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -4\right)\right)} - b}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{1}{\frac{a}{b} - \frac{b}{c}}\\
\end{array}
\end{array}
if b < 2.2000000000000002Initial program 83.4%
*-commutative83.4%
+-commutative83.4%
sqr-neg83.4%
unsub-neg83.4%
sqr-neg83.4%
fma-neg83.5%
distribute-lft-neg-in83.5%
*-commutative83.5%
*-commutative83.5%
distribute-rgt-neg-in83.5%
metadata-eval83.5%
Simplified83.5%
if 2.2000000000000002 < b Initial program 47.6%
+-commutative47.6%
sqr-neg47.6%
unsub-neg47.6%
sqr-neg47.6%
sub-neg47.6%
+-commutative47.6%
*-commutative47.6%
associate-*r*47.6%
distribute-rgt-neg-in47.6%
fma-define47.6%
*-commutative47.6%
distribute-rgt-neg-in47.6%
metadata-eval47.6%
Simplified47.6%
Taylor expanded in b around inf 86.7%
mul-1-neg86.7%
unsub-neg86.7%
mul-1-neg86.7%
associate-/l*86.7%
Simplified86.7%
clear-num86.5%
inv-pow86.5%
div-inv86.5%
pow-flip86.5%
metadata-eval86.5%
Applied egg-rr86.5%
unpow-186.5%
sub-neg86.5%
+-commutative86.5%
unsub-neg86.5%
distribute-rgt-neg-in86.5%
distribute-rgt-neg-in86.5%
Simplified86.5%
Taylor expanded in a around 0 87.0%
+-commutative87.0%
mul-1-neg87.0%
unsub-neg87.0%
Simplified87.0%
Final simplification86.3%
(FPCore (a b c) :precision binary64 (if (<= b 2.1) (/ (- (sqrt (- (* b b) (* c (* a 4.0)))) b) (* 2.0 a)) (/ 1.0 (- (/ a b) (/ b c)))))
double code(double a, double b, double c) {
double tmp;
if (b <= 2.1) {
tmp = (sqrt(((b * b) - (c * (a * 4.0)))) - b) / (2.0 * a);
} else {
tmp = 1.0 / ((a / b) - (b / c));
}
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 <= 2.1d0) then
tmp = (sqrt(((b * b) - (c * (a * 4.0d0)))) - b) / (2.0d0 * a)
else
tmp = 1.0d0 / ((a / b) - (b / c))
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= 2.1) {
tmp = (Math.sqrt(((b * b) - (c * (a * 4.0)))) - b) / (2.0 * a);
} else {
tmp = 1.0 / ((a / b) - (b / c));
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= 2.1: tmp = (math.sqrt(((b * b) - (c * (a * 4.0)))) - b) / (2.0 * a) else: tmp = 1.0 / ((a / b) - (b / c)) return tmp
function code(a, b, c) tmp = 0.0 if (b <= 2.1) tmp = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))) - b) / Float64(2.0 * a)); else tmp = Float64(1.0 / Float64(Float64(a / b) - Float64(b / c))); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= 2.1) tmp = (sqrt(((b * b) - (c * (a * 4.0)))) - b) / (2.0 * a); else tmp = 1.0 / ((a / b) - (b / c)); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, 2.1], N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(a * 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[(1.0 / N[(N[(a / b), $MachinePrecision] - N[(b / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 2.1:\\
\;\;\;\;\frac{\sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)} - b}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{1}{\frac{a}{b} - \frac{b}{c}}\\
\end{array}
\end{array}
if b < 2.10000000000000009Initial program 83.4%
if 2.10000000000000009 < b Initial program 47.6%
+-commutative47.6%
sqr-neg47.6%
unsub-neg47.6%
sqr-neg47.6%
sub-neg47.6%
+-commutative47.6%
*-commutative47.6%
associate-*r*47.6%
distribute-rgt-neg-in47.6%
fma-define47.6%
*-commutative47.6%
distribute-rgt-neg-in47.6%
metadata-eval47.6%
Simplified47.6%
Taylor expanded in b around inf 86.7%
mul-1-neg86.7%
unsub-neg86.7%
mul-1-neg86.7%
associate-/l*86.7%
Simplified86.7%
clear-num86.5%
inv-pow86.5%
div-inv86.5%
pow-flip86.5%
metadata-eval86.5%
Applied egg-rr86.5%
unpow-186.5%
sub-neg86.5%
+-commutative86.5%
unsub-neg86.5%
distribute-rgt-neg-in86.5%
distribute-rgt-neg-in86.5%
Simplified86.5%
Taylor expanded in a around 0 87.0%
+-commutative87.0%
mul-1-neg87.0%
unsub-neg87.0%
Simplified87.0%
Final simplification86.3%
(FPCore (a b c) :precision binary64 (/ 1.0 (- (/ a b) (/ b c))))
double code(double a, double b, double c) {
return 1.0 / ((a / b) - (b / c));
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = 1.0d0 / ((a / b) - (b / c))
end function
public static double code(double a, double b, double c) {
return 1.0 / ((a / b) - (b / c));
}
def code(a, b, c): return 1.0 / ((a / b) - (b / c))
function code(a, b, c) return Float64(1.0 / Float64(Float64(a / b) - Float64(b / c))) end
function tmp = code(a, b, c) tmp = 1.0 / ((a / b) - (b / c)); end
code[a_, b_, c_] := N[(1.0 / N[(N[(a / b), $MachinePrecision] - N[(b / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{1}{\frac{a}{b} - \frac{b}{c}}
\end{array}
Initial program 54.6%
+-commutative54.6%
sqr-neg54.6%
unsub-neg54.6%
sqr-neg54.6%
sub-neg54.6%
+-commutative54.6%
*-commutative54.6%
associate-*r*54.6%
distribute-rgt-neg-in54.6%
fma-define54.6%
*-commutative54.6%
distribute-rgt-neg-in54.6%
metadata-eval54.6%
Simplified54.6%
Taylor expanded in b around inf 80.6%
mul-1-neg80.6%
unsub-neg80.6%
mul-1-neg80.6%
associate-/l*80.6%
Simplified80.6%
clear-num80.4%
inv-pow80.4%
div-inv80.4%
pow-flip80.4%
metadata-eval80.4%
Applied egg-rr80.4%
unpow-180.4%
sub-neg80.4%
+-commutative80.4%
unsub-neg80.4%
distribute-rgt-neg-in80.4%
distribute-rgt-neg-in80.4%
Simplified80.4%
Taylor expanded in a around 0 81.1%
+-commutative81.1%
mul-1-neg81.1%
unsub-neg81.1%
Simplified81.1%
(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(c / Float64(-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 54.6%
+-commutative54.6%
sqr-neg54.6%
unsub-neg54.6%
sqr-neg54.6%
sub-neg54.6%
+-commutative54.6%
*-commutative54.6%
associate-*r*54.6%
distribute-rgt-neg-in54.6%
fma-define54.6%
*-commutative54.6%
distribute-rgt-neg-in54.6%
metadata-eval54.6%
Simplified54.6%
Taylor expanded in a around 0 64.1%
associate-*r/64.1%
mul-1-neg64.1%
Simplified64.1%
Final simplification64.1%
herbie shell --seed 2024136
(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)))