
(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 14 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 (fma a (* c -4.0) (pow b 2.0))))
(if (<= b 0.75)
(/ (/ (- t_0 (pow b 2.0)) (+ b (sqrt t_0))) (* a 2.0))
(-
(*
a
(-
(*
a
(+
(* -5.0 (/ (* a (pow c 4.0)) (pow b 7.0)))
(* -2.0 (/ (pow c 3.0) (pow b 5.0)))))
(/ (pow c 2.0) (pow b 3.0))))
(/ c b)))))
double code(double a, double b, double c) {
double t_0 = fma(a, (c * -4.0), pow(b, 2.0));
double tmp;
if (b <= 0.75) {
tmp = ((t_0 - pow(b, 2.0)) / (b + sqrt(t_0))) / (a * 2.0);
} else {
tmp = (a * ((a * ((-5.0 * ((a * pow(c, 4.0)) / pow(b, 7.0))) + (-2.0 * (pow(c, 3.0) / pow(b, 5.0))))) - (pow(c, 2.0) / pow(b, 3.0)))) - (c / b);
}
return tmp;
}
function code(a, b, c) t_0 = fma(a, Float64(c * -4.0), (b ^ 2.0)) tmp = 0.0 if (b <= 0.75) tmp = Float64(Float64(Float64(t_0 - (b ^ 2.0)) / Float64(b + sqrt(t_0))) / Float64(a * 2.0)); else tmp = Float64(Float64(a * Float64(Float64(a * Float64(Float64(-5.0 * Float64(Float64(a * (c ^ 4.0)) / (b ^ 7.0))) + Float64(-2.0 * Float64((c ^ 3.0) / (b ^ 5.0))))) - Float64((c ^ 2.0) / (b ^ 3.0)))) - Float64(c / b)); end return tmp end
code[a_, b_, c_] := Block[{t$95$0 = N[(a * N[(c * -4.0), $MachinePrecision] + N[Power[b, 2.0], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, 0.75], N[(N[(N[(t$95$0 - N[Power[b, 2.0], $MachinePrecision]), $MachinePrecision] / N[(b + N[Sqrt[t$95$0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(a * N[(N[(a * N[(N[(-5.0 * N[(N[(a * N[Power[c, 4.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 7.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-2.0 * N[(N[Power[c, 3.0], $MachinePrecision] / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(N[Power[c, 2.0], $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(c / b), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(a, c \cdot -4, {b}^{2}\right)\\
\mathbf{if}\;b \leq 0.75:\\
\;\;\;\;\frac{\frac{t\_0 - {b}^{2}}{b + \sqrt{t\_0}}}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;a \cdot \left(a \cdot \left(-5 \cdot \frac{a \cdot {c}^{4}}{{b}^{7}} + -2 \cdot \frac{{c}^{3}}{{b}^{5}}\right) - \frac{{c}^{2}}{{b}^{3}}\right) - \frac{c}{b}\\
\end{array}
\end{array}
if b < 0.75Initial program 85.4%
+-commutative85.4%
sqr-neg85.4%
unsub-neg85.4%
sqr-neg85.4%
sub-neg85.4%
+-commutative85.4%
*-commutative85.4%
associate-*r*85.4%
distribute-rgt-neg-in85.4%
fma-define85.4%
*-commutative85.4%
distribute-rgt-neg-in85.4%
metadata-eval85.4%
Simplified85.4%
add-cbrt-cube84.0%
pow1/382.0%
pow382.0%
sqrt-pow282.6%
pow282.6%
metadata-eval82.6%
Applied egg-rr82.6%
unpow1/383.8%
Simplified83.8%
flip--84.0%
cbrt-unprod85.9%
pow-prod-up86.0%
metadata-eval86.0%
pow386.0%
add-cbrt-cube87.1%
unpow287.1%
pow1/387.0%
pow-pow87.1%
metadata-eval87.1%
pow1/287.1%
Applied egg-rr87.1%
if 0.75 < b Initial program 56.5%
*-commutative56.5%
Simplified56.5%
Taylor expanded in c around 0 93.2%
fma-neg93.2%
Simplified93.2%
Taylor expanded in a around 0 93.3%
Final simplification92.3%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (fma a (* c -4.0) (pow b 2.0))))
(if (<= b 0.75)
(/ (/ (- t_0 (pow b 2.0)) (+ b (sqrt t_0))) (* a 2.0))
(*
c
(+
(*
c
(-
(*
c
(+
(* -5.0 (/ (* c (pow a 3.0)) (pow b 7.0)))
(* -2.0 (/ (pow a 2.0) (pow b 5.0)))))
(/ a (pow b 3.0))))
(/ -1.0 b))))))
double code(double a, double b, double c) {
double t_0 = fma(a, (c * -4.0), pow(b, 2.0));
double tmp;
if (b <= 0.75) {
tmp = ((t_0 - pow(b, 2.0)) / (b + sqrt(t_0))) / (a * 2.0);
} else {
tmp = c * ((c * ((c * ((-5.0 * ((c * pow(a, 3.0)) / pow(b, 7.0))) + (-2.0 * (pow(a, 2.0) / pow(b, 5.0))))) - (a / pow(b, 3.0)))) + (-1.0 / b));
}
return tmp;
}
function code(a, b, c) t_0 = fma(a, Float64(c * -4.0), (b ^ 2.0)) tmp = 0.0 if (b <= 0.75) tmp = Float64(Float64(Float64(t_0 - (b ^ 2.0)) / Float64(b + sqrt(t_0))) / Float64(a * 2.0)); else tmp = Float64(c * Float64(Float64(c * Float64(Float64(c * Float64(Float64(-5.0 * Float64(Float64(c * (a ^ 3.0)) / (b ^ 7.0))) + Float64(-2.0 * Float64((a ^ 2.0) / (b ^ 5.0))))) - Float64(a / (b ^ 3.0)))) + Float64(-1.0 / b))); end return tmp end
code[a_, b_, c_] := Block[{t$95$0 = N[(a * N[(c * -4.0), $MachinePrecision] + N[Power[b, 2.0], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, 0.75], N[(N[(N[(t$95$0 - N[Power[b, 2.0], $MachinePrecision]), $MachinePrecision] / N[(b + N[Sqrt[t$95$0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(c * N[(N[(c * N[(N[(c * N[(N[(-5.0 * N[(N[(c * N[Power[a, 3.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 7.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-2.0 * N[(N[Power[a, 2.0], $MachinePrecision] / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(a / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-1.0 / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(a, c \cdot -4, {b}^{2}\right)\\
\mathbf{if}\;b \leq 0.75:\\
\;\;\;\;\frac{\frac{t\_0 - {b}^{2}}{b + \sqrt{t\_0}}}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;c \cdot \left(c \cdot \left(c \cdot \left(-5 \cdot \frac{c \cdot {a}^{3}}{{b}^{7}} + -2 \cdot \frac{{a}^{2}}{{b}^{5}}\right) - \frac{a}{{b}^{3}}\right) + \frac{-1}{b}\right)\\
\end{array}
\end{array}
if b < 0.75Initial program 85.4%
+-commutative85.4%
sqr-neg85.4%
unsub-neg85.4%
sqr-neg85.4%
sub-neg85.4%
+-commutative85.4%
*-commutative85.4%
associate-*r*85.4%
distribute-rgt-neg-in85.4%
fma-define85.4%
*-commutative85.4%
distribute-rgt-neg-in85.4%
metadata-eval85.4%
Simplified85.4%
add-cbrt-cube84.0%
pow1/382.0%
pow382.0%
sqrt-pow282.6%
pow282.6%
metadata-eval82.6%
Applied egg-rr82.6%
unpow1/383.8%
Simplified83.8%
flip--84.0%
cbrt-unprod85.9%
pow-prod-up86.0%
metadata-eval86.0%
pow386.0%
add-cbrt-cube87.1%
unpow287.1%
pow1/387.0%
pow-pow87.1%
metadata-eval87.1%
pow1/287.1%
Applied egg-rr87.1%
if 0.75 < b Initial program 56.5%
*-commutative56.5%
Simplified56.5%
Taylor expanded in c around 0 93.2%
fma-neg93.2%
Simplified93.2%
Taylor expanded in c around 0 93.2%
Final simplification92.1%
(FPCore (a b c)
:precision binary64
(if (<= b 0.75)
(/ (- (sqrt (fma b b (* c (* a -4.0)))) b) (* a 2.0))
(*
c
(+
(*
c
(-
(*
c
(+
(* -5.0 (/ (* c (pow a 3.0)) (pow b 7.0)))
(* -2.0 (/ (pow a 2.0) (pow b 5.0)))))
(/ a (pow b 3.0))))
(/ -1.0 b)))))
double code(double a, double b, double c) {
double tmp;
if (b <= 0.75) {
tmp = (sqrt(fma(b, b, (c * (a * -4.0)))) - b) / (a * 2.0);
} else {
tmp = c * ((c * ((c * ((-5.0 * ((c * pow(a, 3.0)) / pow(b, 7.0))) + (-2.0 * (pow(a, 2.0) / pow(b, 5.0))))) - (a / pow(b, 3.0)))) + (-1.0 / b));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 0.75) tmp = Float64(Float64(sqrt(fma(b, b, Float64(c * Float64(a * -4.0)))) - b) / Float64(a * 2.0)); else tmp = Float64(c * Float64(Float64(c * Float64(Float64(c * Float64(Float64(-5.0 * Float64(Float64(c * (a ^ 3.0)) / (b ^ 7.0))) + Float64(-2.0 * Float64((a ^ 2.0) / (b ^ 5.0))))) - Float64(a / (b ^ 3.0)))) + Float64(-1.0 / b))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 0.75], 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[(c * N[(N[(c * N[(N[(c * N[(N[(-5.0 * N[(N[(c * N[Power[a, 3.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 7.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-2.0 * N[(N[Power[a, 2.0], $MachinePrecision] / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(a / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-1.0 / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 0.75:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -4\right)\right)} - b}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;c \cdot \left(c \cdot \left(c \cdot \left(-5 \cdot \frac{c \cdot {a}^{3}}{{b}^{7}} + -2 \cdot \frac{{a}^{2}}{{b}^{5}}\right) - \frac{a}{{b}^{3}}\right) + \frac{-1}{b}\right)\\
\end{array}
\end{array}
if b < 0.75Initial program 85.4%
*-commutative85.4%
+-commutative85.4%
sqr-neg85.4%
unsub-neg85.4%
sqr-neg85.4%
fma-neg85.5%
distribute-lft-neg-in85.5%
*-commutative85.5%
*-commutative85.5%
distribute-rgt-neg-in85.5%
metadata-eval85.5%
Simplified85.5%
if 0.75 < b Initial program 56.5%
*-commutative56.5%
Simplified56.5%
Taylor expanded in c around 0 93.2%
fma-neg93.2%
Simplified93.2%
Taylor expanded in c around 0 93.2%
Final simplification91.9%
(FPCore (a b c)
:precision binary64
(if (<= b 0.96)
(/ (- (sqrt (fma b b (* c (* a -4.0)))) b) (* a 2.0))
(/
(+
c
(+
(* 2.0 (/ (* (pow c 3.0) (pow a 2.0)) (pow b 4.0)))
(/ (* a (pow c 2.0)) (pow b 2.0))))
(- b))))
double code(double a, double b, double c) {
double tmp;
if (b <= 0.96) {
tmp = (sqrt(fma(b, b, (c * (a * -4.0)))) - b) / (a * 2.0);
} else {
tmp = (c + ((2.0 * ((pow(c, 3.0) * pow(a, 2.0)) / pow(b, 4.0))) + ((a * pow(c, 2.0)) / pow(b, 2.0)))) / -b;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 0.96) tmp = Float64(Float64(sqrt(fma(b, b, Float64(c * Float64(a * -4.0)))) - b) / Float64(a * 2.0)); else tmp = Float64(Float64(c + Float64(Float64(2.0 * Float64(Float64((c ^ 3.0) * (a ^ 2.0)) / (b ^ 4.0))) + Float64(Float64(a * (c ^ 2.0)) / (b ^ 2.0)))) / Float64(-b)); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 0.96], 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 + N[(N[(2.0 * N[(N[(N[Power[c, 3.0], $MachinePrecision] * N[Power[a, 2.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 4.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(a * N[Power[c, 2.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / (-b)), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 0.96:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -4\right)\right)} - b}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{c + \left(2 \cdot \frac{{c}^{3} \cdot {a}^{2}}{{b}^{4}} + \frac{a \cdot {c}^{2}}{{b}^{2}}\right)}{-b}\\
\end{array}
\end{array}
if b < 0.95999999999999996Initial program 85.4%
*-commutative85.4%
+-commutative85.4%
sqr-neg85.4%
unsub-neg85.4%
sqr-neg85.4%
fma-neg85.5%
distribute-lft-neg-in85.5%
*-commutative85.5%
*-commutative85.5%
distribute-rgt-neg-in85.5%
metadata-eval85.5%
Simplified85.5%
if 0.95999999999999996 < b Initial program 56.2%
*-commutative56.2%
Simplified56.2%
Taylor expanded in b around inf 90.2%
Taylor expanded in b around -inf 90.2%
Final simplification89.4%
(FPCore (a b c)
:precision binary64
(if (<= b 0.96)
(/ (- (sqrt (fma b b (* c (* a -4.0)))) b) (* a 2.0))
(/
(-
(* -2.0 (/ (* (pow c 3.0) (pow a 2.0)) (pow b 4.0)))
(+ c (* a (pow (/ (- c) b) 2.0))))
b)))
double code(double a, double b, double c) {
double tmp;
if (b <= 0.96) {
tmp = (sqrt(fma(b, b, (c * (a * -4.0)))) - b) / (a * 2.0);
} else {
tmp = ((-2.0 * ((pow(c, 3.0) * pow(a, 2.0)) / pow(b, 4.0))) - (c + (a * pow((-c / b), 2.0)))) / b;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 0.96) tmp = Float64(Float64(sqrt(fma(b, b, Float64(c * Float64(a * -4.0)))) - b) / Float64(a * 2.0)); else tmp = Float64(Float64(Float64(-2.0 * Float64(Float64((c ^ 3.0) * (a ^ 2.0)) / (b ^ 4.0))) - Float64(c + Float64(a * (Float64(Float64(-c) / b) ^ 2.0)))) / b); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 0.96], 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[(-2.0 * N[(N[(N[Power[c, 3.0], $MachinePrecision] * N[Power[a, 2.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 4.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(c + N[(a * N[Power[N[((-c) / b), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / b), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 0.96:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -4\right)\right)} - b}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{-2 \cdot \frac{{c}^{3} \cdot {a}^{2}}{{b}^{4}} - \left(c + a \cdot {\left(\frac{-c}{b}\right)}^{2}\right)}{b}\\
\end{array}
\end{array}
if b < 0.95999999999999996Initial program 85.4%
*-commutative85.4%
+-commutative85.4%
sqr-neg85.4%
unsub-neg85.4%
sqr-neg85.4%
fma-neg85.5%
distribute-lft-neg-in85.5%
*-commutative85.5%
*-commutative85.5%
distribute-rgt-neg-in85.5%
metadata-eval85.5%
Simplified85.5%
if 0.95999999999999996 < b Initial program 56.2%
*-commutative56.2%
Simplified56.2%
Taylor expanded in b around inf 90.2%
associate-/l*90.2%
Applied egg-rr90.2%
unpow290.2%
unpow290.2%
times-frac90.2%
sqr-neg90.2%
distribute-frac-neg90.2%
distribute-frac-neg90.2%
unpow290.2%
distribute-frac-neg90.2%
distribute-neg-frac290.2%
Simplified90.2%
Final simplification89.4%
(FPCore (a b c)
:precision binary64
(if (<= b 0.96)
(/ (- (sqrt (fma b b (* c (* a -4.0)))) b) (* a 2.0))
(-
(*
a
(-
(/ (* -2.0 (* a (pow c 3.0))) (pow b 5.0))
(/ (pow c 2.0) (pow b 3.0))))
(/ c b))))
double code(double a, double b, double c) {
double tmp;
if (b <= 0.96) {
tmp = (sqrt(fma(b, b, (c * (a * -4.0)))) - b) / (a * 2.0);
} else {
tmp = (a * (((-2.0 * (a * pow(c, 3.0))) / pow(b, 5.0)) - (pow(c, 2.0) / pow(b, 3.0)))) - (c / b);
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 0.96) tmp = Float64(Float64(sqrt(fma(b, b, Float64(c * Float64(a * -4.0)))) - b) / Float64(a * 2.0)); else tmp = Float64(Float64(a * Float64(Float64(Float64(-2.0 * Float64(a * (c ^ 3.0))) / (b ^ 5.0)) - Float64((c ^ 2.0) / (b ^ 3.0)))) - Float64(c / b)); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 0.96], 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[(a * N[(N[(N[(-2.0 * N[(a * N[Power[c, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision] - N[(N[Power[c, 2.0], $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 0.96:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -4\right)\right)} - b}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;a \cdot \left(\frac{-2 \cdot \left(a \cdot {c}^{3}\right)}{{b}^{5}} - \frac{{c}^{2}}{{b}^{3}}\right) - \frac{c}{b}\\
\end{array}
\end{array}
if b < 0.95999999999999996Initial program 85.4%
*-commutative85.4%
+-commutative85.4%
sqr-neg85.4%
unsub-neg85.4%
sqr-neg85.4%
fma-neg85.5%
distribute-lft-neg-in85.5%
*-commutative85.5%
*-commutative85.5%
distribute-rgt-neg-in85.5%
metadata-eval85.5%
Simplified85.5%
if 0.95999999999999996 < b Initial program 56.2%
*-commutative56.2%
Simplified56.2%
Taylor expanded in a around 0 90.1%
+-commutative90.1%
mul-1-neg90.1%
unsub-neg90.1%
mul-1-neg90.1%
unsub-neg90.1%
associate-*r/90.1%
Simplified90.1%
Final simplification89.3%
(FPCore (a b c)
:precision binary64
(if (<= b 0.96)
(/ (- (sqrt (fma b b (* c (* a -4.0)))) b) (* a 2.0))
(*
c
(+
(* c (- (* -2.0 (* (pow a 2.0) (/ c (pow b 5.0)))) (* a (pow b -3.0))))
(/ -1.0 b)))))
double code(double a, double b, double c) {
double tmp;
if (b <= 0.96) {
tmp = (sqrt(fma(b, b, (c * (a * -4.0)))) - b) / (a * 2.0);
} else {
tmp = c * ((c * ((-2.0 * (pow(a, 2.0) * (c / pow(b, 5.0)))) - (a * pow(b, -3.0)))) + (-1.0 / b));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 0.96) tmp = Float64(Float64(sqrt(fma(b, b, Float64(c * Float64(a * -4.0)))) - b) / Float64(a * 2.0)); else tmp = Float64(c * Float64(Float64(c * Float64(Float64(-2.0 * Float64((a ^ 2.0) * Float64(c / (b ^ 5.0)))) - Float64(a * (b ^ -3.0)))) + Float64(-1.0 / b))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 0.96], 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[(c * N[(N[(c * N[(N[(-2.0 * N[(N[Power[a, 2.0], $MachinePrecision] * N[(c / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(a * N[Power[b, -3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-1.0 / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 0.96:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -4\right)\right)} - b}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;c \cdot \left(c \cdot \left(-2 \cdot \left({a}^{2} \cdot \frac{c}{{b}^{5}}\right) - a \cdot {b}^{-3}\right) + \frac{-1}{b}\right)\\
\end{array}
\end{array}
if b < 0.95999999999999996Initial program 85.4%
*-commutative85.4%
+-commutative85.4%
sqr-neg85.4%
unsub-neg85.4%
sqr-neg85.4%
fma-neg85.5%
distribute-lft-neg-in85.5%
*-commutative85.5%
*-commutative85.5%
distribute-rgt-neg-in85.5%
metadata-eval85.5%
Simplified85.5%
if 0.95999999999999996 < b Initial program 56.2%
*-commutative56.2%
Simplified56.2%
Taylor expanded in c around 0 90.0%
distribute-lft-in90.0%
associate-*r/90.0%
mul-1-neg90.0%
div-inv90.0%
pow-flip90.0%
metadata-eval90.0%
Applied egg-rr90.0%
distribute-lft-out90.0%
unsub-neg90.0%
associate-*r/90.0%
associate-*r/90.0%
Simplified90.0%
Final simplification89.2%
(FPCore (a b c) :precision binary64 (if (<= b 65.0) (/ (- (sqrt (fma a (* c -4.0) (* b b))) b) (* a 2.0)) (/ (fma a (pow (/ (- c) b) 2.0) c) (- b))))
double code(double a, double b, double c) {
double tmp;
if (b <= 65.0) {
tmp = (sqrt(fma(a, (c * -4.0), (b * b))) - b) / (a * 2.0);
} else {
tmp = fma(a, pow((-c / b), 2.0), c) / -b;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 65.0) tmp = Float64(Float64(sqrt(fma(a, Float64(c * -4.0), Float64(b * b))) - b) / Float64(a * 2.0)); else tmp = Float64(fma(a, (Float64(Float64(-c) / b) ^ 2.0), c) / Float64(-b)); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 65.0], N[(N[(N[Sqrt[N[(a * N[(c * -4.0), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(a * N[Power[N[((-c) / b), $MachinePrecision], 2.0], $MachinePrecision] + c), $MachinePrecision] / (-b)), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 65:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(a, c \cdot -4, b \cdot b\right)} - b}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(a, {\left(\frac{-c}{b}\right)}^{2}, c\right)}{-b}\\
\end{array}
\end{array}
if b < 65Initial program 80.8%
+-commutative80.8%
sqr-neg80.8%
unsub-neg80.8%
sqr-neg80.8%
sub-neg80.8%
+-commutative80.8%
*-commutative80.8%
associate-*r*80.8%
distribute-rgt-neg-in80.8%
fma-define80.9%
*-commutative80.9%
distribute-rgt-neg-in80.9%
metadata-eval80.9%
Simplified80.9%
if 65 < b Initial program 51.8%
*-commutative51.8%
Simplified51.8%
Taylor expanded in a around 0 86.2%
mul-1-neg86.2%
unsub-neg86.2%
associate-*r/86.2%
mul-1-neg86.2%
associate-/l*86.2%
Simplified86.2%
Taylor expanded in b around inf 86.3%
distribute-lft-out86.3%
mul-1-neg86.3%
distribute-neg-frac86.3%
distribute-neg-frac286.3%
associate-*r/86.3%
+-commutative86.3%
fma-define86.3%
unpow286.3%
unpow286.3%
times-frac86.3%
sqr-neg86.3%
distribute-frac-neg86.3%
distribute-frac-neg86.3%
unpow286.3%
distribute-frac-neg86.3%
distribute-neg-frac286.3%
Simplified86.3%
Final simplification84.5%
(FPCore (a b c) :precision binary64 (if (<= b 65.0) (/ (- (sqrt (fma b b (* c (* a -4.0)))) b) (* a 2.0)) (/ (fma a (pow (/ (- c) b) 2.0) c) (- b))))
double code(double a, double b, double c) {
double tmp;
if (b <= 65.0) {
tmp = (sqrt(fma(b, b, (c * (a * -4.0)))) - b) / (a * 2.0);
} else {
tmp = fma(a, pow((-c / b), 2.0), c) / -b;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 65.0) tmp = Float64(Float64(sqrt(fma(b, b, Float64(c * Float64(a * -4.0)))) - b) / Float64(a * 2.0)); else tmp = Float64(fma(a, (Float64(Float64(-c) / b) ^ 2.0), c) / Float64(-b)); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 65.0], 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[(a * N[Power[N[((-c) / b), $MachinePrecision], 2.0], $MachinePrecision] + c), $MachinePrecision] / (-b)), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 65:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -4\right)\right)} - b}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(a, {\left(\frac{-c}{b}\right)}^{2}, c\right)}{-b}\\
\end{array}
\end{array}
if b < 65Initial program 80.8%
*-commutative80.8%
+-commutative80.8%
sqr-neg80.8%
unsub-neg80.8%
sqr-neg80.8%
fma-neg81.0%
distribute-lft-neg-in81.0%
*-commutative81.0%
*-commutative81.0%
distribute-rgt-neg-in81.0%
metadata-eval81.0%
Simplified81.0%
if 65 < b Initial program 51.8%
*-commutative51.8%
Simplified51.8%
Taylor expanded in a around 0 86.2%
mul-1-neg86.2%
unsub-neg86.2%
associate-*r/86.2%
mul-1-neg86.2%
associate-/l*86.2%
Simplified86.2%
Taylor expanded in b around inf 86.3%
distribute-lft-out86.3%
mul-1-neg86.3%
distribute-neg-frac86.3%
distribute-neg-frac286.3%
associate-*r/86.3%
+-commutative86.3%
fma-define86.3%
unpow286.3%
unpow286.3%
times-frac86.3%
sqr-neg86.3%
distribute-frac-neg86.3%
distribute-frac-neg86.3%
unpow286.3%
distribute-frac-neg86.3%
distribute-neg-frac286.3%
Simplified86.3%
Final simplification84.5%
(FPCore (a b c) :precision binary64 (if (<= b 65.0) (/ (- (sqrt (- (* b b) (* c (* a 4.0)))) b) (* a 2.0)) (/ (fma a (pow (/ (- c) b) 2.0) c) (- b))))
double code(double a, double b, double c) {
double tmp;
if (b <= 65.0) {
tmp = (sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0);
} else {
tmp = fma(a, pow((-c / b), 2.0), c) / -b;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 65.0) tmp = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))) - b) / Float64(a * 2.0)); else tmp = Float64(fma(a, (Float64(Float64(-c) / b) ^ 2.0), c) / Float64(-b)); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 65.0], 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[(a * N[Power[N[((-c) / b), $MachinePrecision], 2.0], $MachinePrecision] + c), $MachinePrecision] / (-b)), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 65:\\
\;\;\;\;\frac{\sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)} - b}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(a, {\left(\frac{-c}{b}\right)}^{2}, c\right)}{-b}\\
\end{array}
\end{array}
if b < 65Initial program 80.8%
if 65 < b Initial program 51.8%
*-commutative51.8%
Simplified51.8%
Taylor expanded in a around 0 86.2%
mul-1-neg86.2%
unsub-neg86.2%
associate-*r/86.2%
mul-1-neg86.2%
associate-/l*86.2%
Simplified86.2%
Taylor expanded in b around inf 86.3%
distribute-lft-out86.3%
mul-1-neg86.3%
distribute-neg-frac86.3%
distribute-neg-frac286.3%
associate-*r/86.3%
+-commutative86.3%
fma-define86.3%
unpow286.3%
unpow286.3%
times-frac86.3%
sqr-neg86.3%
distribute-frac-neg86.3%
distribute-frac-neg86.3%
unpow286.3%
distribute-frac-neg86.3%
distribute-neg-frac286.3%
Simplified86.3%
Final simplification84.5%
(FPCore (a b c) :precision binary64 (if (<= b 65.0) (/ (- (sqrt (- (* b b) (* c (* a 4.0)))) b) (* a 2.0)) (* c (- (/ -1.0 b) (/ (* a c) (pow b 3.0))))))
double code(double a, double b, double c) {
double tmp;
if (b <= 65.0) {
tmp = (sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0);
} else {
tmp = c * ((-1.0 / b) - ((a * c) / pow(b, 3.0)));
}
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 <= 65.0d0) then
tmp = (sqrt(((b * b) - (c * (a * 4.0d0)))) - b) / (a * 2.0d0)
else
tmp = c * (((-1.0d0) / b) - ((a * c) / (b ** 3.0d0)))
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= 65.0) {
tmp = (Math.sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0);
} else {
tmp = c * ((-1.0 / b) - ((a * c) / Math.pow(b, 3.0)));
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= 65.0: tmp = (math.sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0) else: tmp = c * ((-1.0 / b) - ((a * c) / math.pow(b, 3.0))) return tmp
function code(a, b, c) tmp = 0.0 if (b <= 65.0) tmp = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))) - b) / Float64(a * 2.0)); else tmp = Float64(c * Float64(Float64(-1.0 / b) - Float64(Float64(a * c) / (b ^ 3.0)))); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= 65.0) tmp = (sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0); else tmp = c * ((-1.0 / b) - ((a * c) / (b ^ 3.0))); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, 65.0], 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[(c * N[(N[(-1.0 / b), $MachinePrecision] - N[(N[(a * c), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 65:\\
\;\;\;\;\frac{\sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)} - b}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;c \cdot \left(\frac{-1}{b} - \frac{a \cdot c}{{b}^{3}}\right)\\
\end{array}
\end{array}
if b < 65Initial program 80.8%
if 65 < b Initial program 51.8%
*-commutative51.8%
Simplified51.8%
Taylor expanded in c around 0 86.1%
associate-*r/86.1%
neg-mul-186.1%
distribute-lft-neg-in86.1%
Simplified86.1%
Final simplification84.3%
(FPCore (a b c) :precision binary64 (* c (- (/ -1.0 b) (/ (* a c) (pow b 3.0)))))
double code(double a, double b, double c) {
return c * ((-1.0 / b) - ((a * c) / pow(b, 3.0)));
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = c * (((-1.0d0) / b) - ((a * c) / (b ** 3.0d0)))
end function
public static double code(double a, double b, double c) {
return c * ((-1.0 / b) - ((a * c) / Math.pow(b, 3.0)));
}
def code(a, b, c): return c * ((-1.0 / b) - ((a * c) / math.pow(b, 3.0)))
function code(a, b, c) return Float64(c * Float64(Float64(-1.0 / b) - Float64(Float64(a * c) / (b ^ 3.0)))) end
function tmp = code(a, b, c) tmp = c * ((-1.0 / b) - ((a * c) / (b ^ 3.0))); end
code[a_, b_, c_] := N[(c * N[(N[(-1.0 / b), $MachinePrecision] - N[(N[(a * c), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
c \cdot \left(\frac{-1}{b} - \frac{a \cdot c}{{b}^{3}}\right)
\end{array}
Initial program 61.3%
*-commutative61.3%
Simplified61.3%
Taylor expanded in c around 0 77.6%
associate-*r/77.6%
neg-mul-177.6%
distribute-lft-neg-in77.6%
Simplified77.6%
Final simplification77.6%
(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 61.3%
*-commutative61.3%
Simplified61.3%
Taylor expanded in b around inf 59.5%
associate-*r/59.5%
mul-1-neg59.5%
Simplified59.5%
Final simplification59.5%
(FPCore (a b c) :precision binary64 (/ 0.0 a))
double code(double a, double b, double c) {
return 0.0 / a;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = 0.0d0 / a
end function
public static double code(double a, double b, double c) {
return 0.0 / a;
}
def code(a, b, c): return 0.0 / a
function code(a, b, c) return Float64(0.0 / a) end
function tmp = code(a, b, c) tmp = 0.0 / a; end
code[a_, b_, c_] := N[(0.0 / a), $MachinePrecision]
\begin{array}{l}
\\
\frac{0}{a}
\end{array}
Initial program 61.3%
+-commutative61.3%
sqr-neg61.3%
unsub-neg61.3%
sqr-neg61.3%
sub-neg61.3%
+-commutative61.3%
*-commutative61.3%
associate-*r*61.3%
distribute-rgt-neg-in61.3%
fma-define61.3%
*-commutative61.3%
distribute-rgt-neg-in61.3%
metadata-eval61.3%
Simplified61.3%
add-cbrt-cube59.8%
pow1/357.8%
pow357.8%
sqrt-pow258.0%
pow258.0%
metadata-eval58.0%
Applied egg-rr58.0%
unpow1/359.7%
Simplified59.7%
*-un-lft-identity59.7%
add-sqr-sqrt59.2%
prod-diff59.4%
add-sqr-sqrt60.1%
fma-neg60.1%
*-un-lft-identity60.1%
pow1/358.0%
pow-pow61.5%
metadata-eval61.5%
pow1/261.5%
add-sqr-sqrt60.3%
Applied egg-rr60.3%
Taylor expanded in a around 0 3.2%
associate-*r/3.2%
distribute-rgt1-in3.2%
metadata-eval3.2%
mul0-lft3.2%
metadata-eval3.2%
Simplified3.2%
Final simplification3.2%
herbie shell --seed 2024072
(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)))