
(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 c) -4.0) (* a 2.0))
(+
b
(sqrt
(/
(+ (pow b 4.0) (* -16.0 (pow (* a c) 2.0)))
(fma c (* a 4.0) (* b b)))))))
double code(double a, double b, double c) {
return (((a * c) * -4.0) / (a * 2.0)) / (b + sqrt(((pow(b, 4.0) + (-16.0 * pow((a * c), 2.0))) / fma(c, (a * 4.0), (b * b)))));
}
function code(a, b, c) return Float64(Float64(Float64(Float64(a * c) * -4.0) / Float64(a * 2.0)) / Float64(b + sqrt(Float64(Float64((b ^ 4.0) + Float64(-16.0 * (Float64(a * c) ^ 2.0))) / fma(c, Float64(a * 4.0), Float64(b * b)))))) end
code[a_, b_, c_] := N[(N[(N[(N[(a * c), $MachinePrecision] * -4.0), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision] / N[(b + N[Sqrt[N[(N[(N[Power[b, 4.0], $MachinePrecision] + N[(-16.0 * N[Power[N[(a * c), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(c * N[(a * 4.0), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\frac{\left(a \cdot c\right) \cdot -4}{a \cdot 2}}{b + \sqrt{\frac{{b}^{4} + -16 \cdot {\left(a \cdot c\right)}^{2}}{\mathsf{fma}\left(c, a \cdot 4, b \cdot b\right)}}}
\end{array}
Initial program 53.5%
Simplified53.6%
*-commutative53.6%
metadata-eval53.6%
distribute-lft-neg-in53.6%
distribute-rgt-neg-in53.6%
*-commutative53.6%
fma-neg53.5%
flip--53.3%
div-sub53.2%
pow253.2%
pow253.2%
pow-prod-up53.4%
metadata-eval53.4%
fma-def53.5%
associate-*l*53.5%
pow253.5%
associate-*l*53.5%
fma-def53.6%
associate-*l*53.6%
Applied egg-rr53.6%
fma-def53.4%
+-commutative53.4%
*-commutative53.4%
fma-def53.4%
*-commutative53.4%
*-commutative53.4%
associate-*l*53.4%
fma-def53.4%
+-commutative53.4%
*-commutative53.4%
fma-def53.4%
Simplified53.4%
flip--53.0%
add-sqr-sqrt53.8%
sub-div53.8%
Applied egg-rr53.8%
Simplified53.8%
Taylor expanded in b around 0 99.3%
associate-*r*99.3%
Simplified99.3%
*-un-lft-identity99.3%
associate-/l/99.3%
associate-*l*99.3%
cancel-sign-sub-inv99.3%
metadata-eval99.3%
Applied egg-rr99.3%
*-lft-identity99.3%
associate-/r*99.4%
*-commutative99.4%
Simplified99.4%
Final simplification99.4%
(FPCore (a b c)
:precision binary64
(/
(*
c
(/
(* a -4.0)
(+
b
(sqrt
(/
(+ (pow b 4.0) (* -16.0 (pow (* a c) 2.0)))
(fma c (* a 4.0) (* b b)))))))
(* a 2.0)))
double code(double a, double b, double c) {
return (c * ((a * -4.0) / (b + sqrt(((pow(b, 4.0) + (-16.0 * pow((a * c), 2.0))) / fma(c, (a * 4.0), (b * b))))))) / (a * 2.0);
}
function code(a, b, c) return Float64(Float64(c * Float64(Float64(a * -4.0) / Float64(b + sqrt(Float64(Float64((b ^ 4.0) + Float64(-16.0 * (Float64(a * c) ^ 2.0))) / fma(c, Float64(a * 4.0), Float64(b * b))))))) / Float64(a * 2.0)) end
code[a_, b_, c_] := N[(N[(c * N[(N[(a * -4.0), $MachinePrecision] / N[(b + N[Sqrt[N[(N[(N[Power[b, 4.0], $MachinePrecision] + N[(-16.0 * N[Power[N[(a * c), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(c * N[(a * 4.0), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{c \cdot \frac{a \cdot -4}{b + \sqrt{\frac{{b}^{4} + -16 \cdot {\left(a \cdot c\right)}^{2}}{\mathsf{fma}\left(c, a \cdot 4, b \cdot b\right)}}}}{a \cdot 2}
\end{array}
Initial program 53.5%
Simplified53.6%
*-commutative53.6%
metadata-eval53.6%
distribute-lft-neg-in53.6%
distribute-rgt-neg-in53.6%
*-commutative53.6%
fma-neg53.5%
flip--53.3%
div-sub53.2%
pow253.2%
pow253.2%
pow-prod-up53.4%
metadata-eval53.4%
fma-def53.5%
associate-*l*53.5%
pow253.5%
associate-*l*53.5%
fma-def53.6%
associate-*l*53.6%
Applied egg-rr53.6%
fma-def53.4%
+-commutative53.4%
*-commutative53.4%
fma-def53.4%
*-commutative53.4%
*-commutative53.4%
associate-*l*53.4%
fma-def53.4%
+-commutative53.4%
*-commutative53.4%
fma-def53.4%
Simplified53.4%
flip--53.0%
add-sqr-sqrt53.8%
sub-div53.8%
Applied egg-rr53.8%
Simplified53.8%
Taylor expanded in b around 0 99.3%
associate-*r*99.3%
Simplified99.3%
*-un-lft-identity99.3%
associate-/l*99.3%
cancel-sign-sub-inv99.3%
metadata-eval99.3%
Applied egg-rr99.3%
*-lft-identity99.3%
associate-/r/99.4%
*-commutative99.4%
Simplified99.4%
Final simplification99.4%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (+ (* b b) (* (* a c) -4.0))))
(if (<= (/ (- (sqrt (- (* b b) (* c (* a 4.0)))) b) (* a 2.0)) -0.007)
(/ (/ (- t_0 (* b b)) (+ b (sqrt t_0))) (* a 2.0))
(- (* (/ a (pow b 3.0)) (- (* c c))) (/ c b)))))
double code(double a, double b, double c) {
double t_0 = (b * b) + ((a * c) * -4.0);
double tmp;
if (((sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0)) <= -0.007) {
tmp = ((t_0 - (b * b)) / (b + sqrt(t_0))) / (a * 2.0);
} else {
tmp = ((a / pow(b, 3.0)) * -(c * c)) - (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 * b) + ((a * c) * (-4.0d0))
if (((sqrt(((b * b) - (c * (a * 4.0d0)))) - b) / (a * 2.0d0)) <= (-0.007d0)) then
tmp = ((t_0 - (b * b)) / (b + sqrt(t_0))) / (a * 2.0d0)
else
tmp = ((a / (b ** 3.0d0)) * -(c * c)) - (c / b)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double t_0 = (b * b) + ((a * c) * -4.0);
double tmp;
if (((Math.sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0)) <= -0.007) {
tmp = ((t_0 - (b * b)) / (b + Math.sqrt(t_0))) / (a * 2.0);
} else {
tmp = ((a / Math.pow(b, 3.0)) * -(c * c)) - (c / b);
}
return tmp;
}
def code(a, b, c): t_0 = (b * b) + ((a * c) * -4.0) tmp = 0 if ((math.sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0)) <= -0.007: tmp = ((t_0 - (b * b)) / (b + math.sqrt(t_0))) / (a * 2.0) else: tmp = ((a / math.pow(b, 3.0)) * -(c * c)) - (c / b) return tmp
function code(a, b, c) t_0 = Float64(Float64(b * b) + Float64(Float64(a * c) * -4.0)) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))) - b) / Float64(a * 2.0)) <= -0.007) tmp = Float64(Float64(Float64(t_0 - Float64(b * b)) / Float64(b + sqrt(t_0))) / Float64(a * 2.0)); else tmp = Float64(Float64(Float64(a / (b ^ 3.0)) * Float64(-Float64(c * c))) - Float64(c / b)); end return tmp end
function tmp_2 = code(a, b, c) t_0 = (b * b) + ((a * c) * -4.0); tmp = 0.0; if (((sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0)) <= -0.007) tmp = ((t_0 - (b * b)) / (b + sqrt(t_0))) / (a * 2.0); else tmp = ((a / (b ^ 3.0)) * -(c * c)) - (c / b); end tmp_2 = tmp; end
code[a_, b_, c_] := Block[{t$95$0 = N[(N[(b * b), $MachinePrecision] + N[(N[(a * c), $MachinePrecision] * -4.0), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[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], -0.007], N[(N[(N[(t$95$0 - N[(b * b), $MachinePrecision]), $MachinePrecision] / N[(b + N[Sqrt[t$95$0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(a / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision] * (-N[(c * c), $MachinePrecision])), $MachinePrecision] - N[(c / b), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := b \cdot b + \left(a \cdot c\right) \cdot -4\\
\mathbf{if}\;\frac{\sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)} - b}{a \cdot 2} \leq -0.007:\\
\;\;\;\;\frac{\frac{t_0 - b \cdot b}{b + \sqrt{t_0}}}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{a}{{b}^{3}} \cdot \left(-c \cdot c\right) - \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)) < -0.00700000000000000015Initial program 76.8%
Simplified76.8%
*-commutative76.8%
metadata-eval76.8%
distribute-lft-neg-in76.8%
distribute-rgt-neg-in76.8%
*-commutative76.8%
fma-neg76.8%
associate-*l*76.8%
Applied egg-rr76.8%
flip--76.8%
add-sqr-sqrt79.0%
cancel-sign-sub-inv79.0%
metadata-eval79.0%
cancel-sign-sub-inv79.0%
metadata-eval79.0%
Applied egg-rr79.0%
if -0.00700000000000000015 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 4 a) c)))) (*.f64 2 a)) Initial program 44.9%
Taylor expanded in b around inf 88.8%
mul-1-neg88.8%
unsub-neg88.8%
mul-1-neg88.8%
distribute-neg-frac88.8%
associate-/l*88.8%
associate-/r/88.8%
unpow288.8%
Simplified88.8%
Final simplification86.2%
(FPCore (a b c) :precision binary64 (if (<= (/ (- (sqrt (- (* b b) (* c (* a 4.0)))) b) (* a 2.0)) -0.007) (/ (- (sqrt (- (* b b) (* (* a c) 4.0))) b) (* a 2.0)) (- (* (/ a (pow b 3.0)) (- (* c c))) (/ c b))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0)) <= -0.007) {
tmp = (sqrt(((b * b) - ((a * c) * 4.0))) - b) / (a * 2.0);
} else {
tmp = ((a / pow(b, 3.0)) * -(c * c)) - (c / b);
}
return tmp;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
real(8) :: tmp
if (((sqrt(((b * b) - (c * (a * 4.0d0)))) - b) / (a * 2.0d0)) <= (-0.007d0)) then
tmp = (sqrt(((b * b) - ((a * c) * 4.0d0))) - b) / (a * 2.0d0)
else
tmp = ((a / (b ** 3.0d0)) * -(c * c)) - (c / b)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (((Math.sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0)) <= -0.007) {
tmp = (Math.sqrt(((b * b) - ((a * c) * 4.0))) - b) / (a * 2.0);
} else {
tmp = ((a / Math.pow(b, 3.0)) * -(c * c)) - (c / b);
}
return tmp;
}
def code(a, b, c): tmp = 0 if ((math.sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0)) <= -0.007: tmp = (math.sqrt(((b * b) - ((a * c) * 4.0))) - b) / (a * 2.0) else: tmp = ((a / math.pow(b, 3.0)) * -(c * c)) - (c / b) return tmp
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))) - b) / Float64(a * 2.0)) <= -0.007) tmp = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(Float64(a * c) * 4.0))) - b) / Float64(a * 2.0)); else tmp = Float64(Float64(Float64(a / (b ^ 3.0)) * Float64(-Float64(c * c))) - Float64(c / b)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (((sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0)) <= -0.007) tmp = (sqrt(((b * b) - ((a * c) * 4.0))) - b) / (a * 2.0); else tmp = ((a / (b ^ 3.0)) * -(c * c)) - (c / b); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[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], -0.007], N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(a * c), $MachinePrecision] * 4.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(a / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision] * (-N[(c * c), $MachinePrecision])), $MachinePrecision] - N[(c / b), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)} - b}{a \cdot 2} \leq -0.007:\\
\;\;\;\;\frac{\sqrt{b \cdot b - \left(a \cdot c\right) \cdot 4} - b}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{a}{{b}^{3}} \cdot \left(-c \cdot c\right) - \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)) < -0.00700000000000000015Initial program 76.8%
Simplified76.8%
*-commutative76.8%
metadata-eval76.8%
distribute-lft-neg-in76.8%
distribute-rgt-neg-in76.8%
*-commutative76.8%
fma-neg76.8%
associate-*l*76.8%
Applied egg-rr76.8%
if -0.00700000000000000015 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 4 a) c)))) (*.f64 2 a)) Initial program 44.9%
Taylor expanded in b around inf 88.8%
mul-1-neg88.8%
unsub-neg88.8%
mul-1-neg88.8%
distribute-neg-frac88.8%
associate-/l*88.8%
associate-/r/88.8%
unpow288.8%
Simplified88.8%
Final simplification85.6%
(FPCore (a b c) :precision binary64 (/ (/ (* c (* a -4.0)) (+ b (sqrt (fma -4.0 (* a c) (* b b))))) (* a 2.0)))
double code(double a, double b, double c) {
return ((c * (a * -4.0)) / (b + sqrt(fma(-4.0, (a * c), (b * b))))) / (a * 2.0);
}
function code(a, b, c) return Float64(Float64(Float64(c * Float64(a * -4.0)) / Float64(b + sqrt(fma(-4.0, Float64(a * c), Float64(b * b))))) / Float64(a * 2.0)) end
code[a_, b_, c_] := N[(N[(N[(c * N[(a * -4.0), $MachinePrecision]), $MachinePrecision] / N[(b + N[Sqrt[N[(-4.0 * N[(a * c), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\frac{c \cdot \left(a \cdot -4\right)}{b + \sqrt{\mathsf{fma}\left(-4, a \cdot c, b \cdot b\right)}}}{a \cdot 2}
\end{array}
Initial program 53.5%
Simplified53.6%
*-commutative53.6%
metadata-eval53.6%
distribute-lft-neg-in53.6%
distribute-rgt-neg-in53.6%
*-commutative53.6%
fma-neg53.5%
flip--53.3%
div-sub53.2%
pow253.2%
pow253.2%
pow-prod-up53.4%
metadata-eval53.4%
fma-def53.5%
associate-*l*53.5%
pow253.5%
associate-*l*53.5%
fma-def53.6%
associate-*l*53.6%
Applied egg-rr53.6%
fma-def53.4%
+-commutative53.4%
*-commutative53.4%
fma-def53.4%
*-commutative53.4%
*-commutative53.4%
associate-*l*53.4%
fma-def53.4%
+-commutative53.4%
*-commutative53.4%
fma-def53.4%
Simplified53.4%
flip--53.0%
add-sqr-sqrt53.8%
sub-div53.8%
Applied egg-rr53.8%
Simplified53.8%
Taylor expanded in b around 0 99.3%
associate-*r*99.3%
Simplified99.3%
Taylor expanded in b around 0 99.3%
fma-def99.3%
*-commutative99.3%
unpow299.3%
Simplified99.3%
Final simplification99.3%
(FPCore (a b c) :precision binary64 (- (* (/ a (pow b 3.0)) (- (* c c))) (/ c b)))
double code(double a, double b, double c) {
return ((a / pow(b, 3.0)) * -(c * c)) - (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 = ((a / (b ** 3.0d0)) * -(c * c)) - (c / b)
end function
public static double code(double a, double b, double c) {
return ((a / Math.pow(b, 3.0)) * -(c * c)) - (c / b);
}
def code(a, b, c): return ((a / math.pow(b, 3.0)) * -(c * c)) - (c / b)
function code(a, b, c) return Float64(Float64(Float64(a / (b ^ 3.0)) * Float64(-Float64(c * c))) - Float64(c / b)) end
function tmp = code(a, b, c) tmp = ((a / (b ^ 3.0)) * -(c * c)) - (c / b); end
code[a_, b_, c_] := N[(N[(N[(a / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision] * (-N[(c * c), $MachinePrecision])), $MachinePrecision] - N[(c / b), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{a}{{b}^{3}} \cdot \left(-c \cdot c\right) - \frac{c}{b}
\end{array}
Initial program 53.5%
Taylor expanded in b around inf 82.6%
mul-1-neg82.6%
unsub-neg82.6%
mul-1-neg82.6%
distribute-neg-frac82.6%
associate-/l*82.6%
associate-/r/82.6%
unpow282.6%
Simplified82.6%
Final simplification82.6%
(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 53.5%
Taylor expanded in b around inf 65.8%
mul-1-neg65.8%
distribute-neg-frac65.8%
Simplified65.8%
Final simplification65.8%
(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 53.5%
add-sqr-sqrt53.5%
difference-of-squares53.6%
associate-*l*53.6%
sqrt-prod53.6%
metadata-eval53.6%
associate-*l*53.6%
sqrt-prod53.6%
metadata-eval53.6%
Applied egg-rr53.6%
*-commutative53.6%
cancel-sign-sub-inv53.6%
metadata-eval53.6%
Simplified53.6%
Taylor expanded in b around inf 3.2%
associate-*r/3.2%
distribute-rgt-out3.2%
metadata-eval3.2%
mul0-rgt3.2%
metadata-eval3.2%
Simplified3.2%
Final simplification3.2%
herbie shell --seed 2023278
(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)))