
(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 (* c (* 4.0 a))) (t_1 (sqrt (- (* b b) t_0))))
(if (<= (/ (- t_1 b) (* a 2.0)) -0.35)
(/ (/ (+ (pow (- b) 2.0) (- t_0 (* b b))) (- (- b) t_1)) (* a 2.0))
(-
(-
(fma
-2.0
(/ (pow c 3.0) (/ (pow b 5.0) (* a a)))
(* -0.25 (/ (pow a 3.0) (/ (pow b 7.0) (* (pow c 4.0) 20.0)))))
(/ c b))
(* a (/ c (/ (pow b 3.0) c)))))))
double code(double a, double b, double c) {
double t_0 = c * (4.0 * a);
double t_1 = sqrt(((b * b) - t_0));
double tmp;
if (((t_1 - b) / (a * 2.0)) <= -0.35) {
tmp = ((pow(-b, 2.0) + (t_0 - (b * b))) / (-b - t_1)) / (a * 2.0);
} else {
tmp = (fma(-2.0, (pow(c, 3.0) / (pow(b, 5.0) / (a * a))), (-0.25 * (pow(a, 3.0) / (pow(b, 7.0) / (pow(c, 4.0) * 20.0))))) - (c / b)) - (a * (c / (pow(b, 3.0) / c)));
}
return tmp;
}
function code(a, b, c) t_0 = Float64(c * Float64(4.0 * a)) t_1 = sqrt(Float64(Float64(b * b) - t_0)) tmp = 0.0 if (Float64(Float64(t_1 - b) / Float64(a * 2.0)) <= -0.35) tmp = Float64(Float64(Float64((Float64(-b) ^ 2.0) + Float64(t_0 - Float64(b * b))) / Float64(Float64(-b) - t_1)) / Float64(a * 2.0)); else tmp = Float64(Float64(fma(-2.0, Float64((c ^ 3.0) / Float64((b ^ 5.0) / Float64(a * a))), Float64(-0.25 * Float64((a ^ 3.0) / Float64((b ^ 7.0) / Float64((c ^ 4.0) * 20.0))))) - Float64(c / b)) - Float64(a * Float64(c / Float64((b ^ 3.0) / c)))); end return tmp end
code[a_, b_, c_] := Block[{t$95$0 = N[(c * N[(4.0 * a), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[Sqrt[N[(N[(b * b), $MachinePrecision] - t$95$0), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[N[(N[(t$95$1 - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], -0.35], N[(N[(N[(N[Power[(-b), 2.0], $MachinePrecision] + N[(t$95$0 - N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[((-b) - t$95$1), $MachinePrecision]), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(-2.0 * N[(N[Power[c, 3.0], $MachinePrecision] / N[(N[Power[b, 5.0], $MachinePrecision] / N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-0.25 * N[(N[Power[a, 3.0], $MachinePrecision] / N[(N[Power[b, 7.0], $MachinePrecision] / N[(N[Power[c, 4.0], $MachinePrecision] * 20.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(c / b), $MachinePrecision]), $MachinePrecision] - N[(a * N[(c / N[(N[Power[b, 3.0], $MachinePrecision] / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := c \cdot \left(4 \cdot a\right)\\
t_1 := \sqrt{b \cdot b - t_0}\\
\mathbf{if}\;\frac{t_1 - b}{a \cdot 2} \leq -0.35:\\
\;\;\;\;\frac{\frac{{\left(-b\right)}^{2} + \left(t_0 - b \cdot b\right)}{\left(-b\right) - t_1}}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\left(\mathsf{fma}\left(-2, \frac{{c}^{3}}{\frac{{b}^{5}}{a \cdot a}}, -0.25 \cdot \frac{{a}^{3}}{\frac{{b}^{7}}{{c}^{4} \cdot 20}}\right) - \frac{c}{b}\right) - a \cdot \frac{c}{\frac{{b}^{3}}{c}}\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 4 a) c)))) (*.f64 2 a)) < -0.34999999999999998Initial program 85.6%
flip-+85.5%
pow285.5%
add-sqr-sqrt87.4%
*-commutative87.4%
*-commutative87.4%
*-commutative87.4%
*-commutative87.4%
Applied egg-rr87.4%
if -0.34999999999999998 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 4 a) c)))) (*.f64 2 a)) Initial program 50.1%
*-commutative50.1%
+-commutative50.1%
unsub-neg50.1%
fma-neg50.2%
associate-*l*50.2%
*-commutative50.2%
distribute-rgt-neg-in50.2%
metadata-eval50.2%
Simplified50.2%
Taylor expanded in a around 0 92.4%
Simplified92.4%
Taylor expanded in b around 0 92.4%
associate-/l*92.4%
distribute-rgt-out92.4%
metadata-eval92.4%
Simplified92.4%
Final simplification91.6%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (* c (* 4.0 a))) (t_1 (sqrt (- (* b b) t_0))))
(if (<= (/ (- t_1 b) (* a 2.0)) -0.35)
(/ (/ (+ (pow (- b) 2.0) (- t_0 (* b b))) (- (- b) t_1)) (* a 2.0))
(-
(- (* (/ (pow c 3.0) (pow b 5.0)) (* -2.0 (* a a))) (/ c b))
(* (* a c) (/ c (pow b 3.0)))))))
double code(double a, double b, double c) {
double t_0 = c * (4.0 * a);
double t_1 = sqrt(((b * b) - t_0));
double tmp;
if (((t_1 - b) / (a * 2.0)) <= -0.35) {
tmp = ((pow(-b, 2.0) + (t_0 - (b * b))) / (-b - t_1)) / (a * 2.0);
} else {
tmp = (((pow(c, 3.0) / pow(b, 5.0)) * (-2.0 * (a * a))) - (c / b)) - ((a * c) * (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) :: t_0
real(8) :: t_1
real(8) :: tmp
t_0 = c * (4.0d0 * a)
t_1 = sqrt(((b * b) - t_0))
if (((t_1 - b) / (a * 2.0d0)) <= (-0.35d0)) then
tmp = (((-b ** 2.0d0) + (t_0 - (b * b))) / (-b - t_1)) / (a * 2.0d0)
else
tmp = ((((c ** 3.0d0) / (b ** 5.0d0)) * ((-2.0d0) * (a * a))) - (c / b)) - ((a * c) * (c / (b ** 3.0d0)))
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double t_0 = c * (4.0 * a);
double t_1 = Math.sqrt(((b * b) - t_0));
double tmp;
if (((t_1 - b) / (a * 2.0)) <= -0.35) {
tmp = ((Math.pow(-b, 2.0) + (t_0 - (b * b))) / (-b - t_1)) / (a * 2.0);
} else {
tmp = (((Math.pow(c, 3.0) / Math.pow(b, 5.0)) * (-2.0 * (a * a))) - (c / b)) - ((a * c) * (c / Math.pow(b, 3.0)));
}
return tmp;
}
def code(a, b, c): t_0 = c * (4.0 * a) t_1 = math.sqrt(((b * b) - t_0)) tmp = 0 if ((t_1 - b) / (a * 2.0)) <= -0.35: tmp = ((math.pow(-b, 2.0) + (t_0 - (b * b))) / (-b - t_1)) / (a * 2.0) else: tmp = (((math.pow(c, 3.0) / math.pow(b, 5.0)) * (-2.0 * (a * a))) - (c / b)) - ((a * c) * (c / math.pow(b, 3.0))) return tmp
function code(a, b, c) t_0 = Float64(c * Float64(4.0 * a)) t_1 = sqrt(Float64(Float64(b * b) - t_0)) tmp = 0.0 if (Float64(Float64(t_1 - b) / Float64(a * 2.0)) <= -0.35) tmp = Float64(Float64(Float64((Float64(-b) ^ 2.0) + Float64(t_0 - Float64(b * b))) / Float64(Float64(-b) - t_1)) / Float64(a * 2.0)); else tmp = Float64(Float64(Float64(Float64((c ^ 3.0) / (b ^ 5.0)) * Float64(-2.0 * Float64(a * a))) - Float64(c / b)) - Float64(Float64(a * c) * Float64(c / (b ^ 3.0)))); end return tmp end
function tmp_2 = code(a, b, c) t_0 = c * (4.0 * a); t_1 = sqrt(((b * b) - t_0)); tmp = 0.0; if (((t_1 - b) / (a * 2.0)) <= -0.35) tmp = (((-b ^ 2.0) + (t_0 - (b * b))) / (-b - t_1)) / (a * 2.0); else tmp = ((((c ^ 3.0) / (b ^ 5.0)) * (-2.0 * (a * a))) - (c / b)) - ((a * c) * (c / (b ^ 3.0))); end tmp_2 = tmp; end
code[a_, b_, c_] := Block[{t$95$0 = N[(c * N[(4.0 * a), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[Sqrt[N[(N[(b * b), $MachinePrecision] - t$95$0), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[N[(N[(t$95$1 - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], -0.35], N[(N[(N[(N[Power[(-b), 2.0], $MachinePrecision] + N[(t$95$0 - N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[((-b) - t$95$1), $MachinePrecision]), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(N[Power[c, 3.0], $MachinePrecision] / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision] * N[(-2.0 * N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(c / b), $MachinePrecision]), $MachinePrecision] - N[(N[(a * c), $MachinePrecision] * N[(c / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := c \cdot \left(4 \cdot a\right)\\
t_1 := \sqrt{b \cdot b - t_0}\\
\mathbf{if}\;\frac{t_1 - b}{a \cdot 2} \leq -0.35:\\
\;\;\;\;\frac{\frac{{\left(-b\right)}^{2} + \left(t_0 - b \cdot b\right)}{\left(-b\right) - t_1}}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\left(\frac{{c}^{3}}{{b}^{5}} \cdot \left(-2 \cdot \left(a \cdot a\right)\right) - \frac{c}{b}\right) - \left(a \cdot c\right) \cdot \frac{c}{{b}^{3}}\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 4 a) c)))) (*.f64 2 a)) < -0.34999999999999998Initial program 85.6%
flip-+85.5%
pow285.5%
add-sqr-sqrt87.4%
*-commutative87.4%
*-commutative87.4%
*-commutative87.4%
*-commutative87.4%
Applied egg-rr87.4%
if -0.34999999999999998 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 4 a) c)))) (*.f64 2 a)) Initial program 50.1%
add-log-exp47.9%
neg-mul-147.9%
fma-def47.9%
*-commutative47.9%
*-commutative47.9%
*-commutative47.9%
Applied egg-rr47.9%
Taylor expanded in b around inf 90.2%
+-commutative90.2%
mul-1-neg90.2%
unsub-neg90.2%
+-commutative90.2%
mul-1-neg90.2%
unsub-neg90.2%
*-commutative90.2%
unpow290.2%
associate-*l/90.2%
associate-*l*90.2%
*-commutative90.2%
associate-*r/90.2%
Simplified90.2%
Final simplification89.7%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (* c (* 4.0 a))) (t_1 (sqrt (- (* b b) t_0))))
(if (<= (/ (- t_1 b) (* a 2.0)) -3.6e-5)
(/ (/ (+ (pow (- b) 2.0) (- t_0 (* b b))) (- (- b) t_1)) (* a 2.0))
(- (/ (- c) b) (* (* a c) (/ c (pow b 3.0)))))))
double code(double a, double b, double c) {
double t_0 = c * (4.0 * a);
double t_1 = sqrt(((b * b) - t_0));
double tmp;
if (((t_1 - b) / (a * 2.0)) <= -3.6e-5) {
tmp = ((pow(-b, 2.0) + (t_0 - (b * b))) / (-b - t_1)) / (a * 2.0);
} else {
tmp = (-c / b) - ((a * c) * (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) :: t_0
real(8) :: t_1
real(8) :: tmp
t_0 = c * (4.0d0 * a)
t_1 = sqrt(((b * b) - t_0))
if (((t_1 - b) / (a * 2.0d0)) <= (-3.6d-5)) then
tmp = (((-b ** 2.0d0) + (t_0 - (b * b))) / (-b - t_1)) / (a * 2.0d0)
else
tmp = (-c / b) - ((a * c) * (c / (b ** 3.0d0)))
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double t_0 = c * (4.0 * a);
double t_1 = Math.sqrt(((b * b) - t_0));
double tmp;
if (((t_1 - b) / (a * 2.0)) <= -3.6e-5) {
tmp = ((Math.pow(-b, 2.0) + (t_0 - (b * b))) / (-b - t_1)) / (a * 2.0);
} else {
tmp = (-c / b) - ((a * c) * (c / Math.pow(b, 3.0)));
}
return tmp;
}
def code(a, b, c): t_0 = c * (4.0 * a) t_1 = math.sqrt(((b * b) - t_0)) tmp = 0 if ((t_1 - b) / (a * 2.0)) <= -3.6e-5: tmp = ((math.pow(-b, 2.0) + (t_0 - (b * b))) / (-b - t_1)) / (a * 2.0) else: tmp = (-c / b) - ((a * c) * (c / math.pow(b, 3.0))) return tmp
function code(a, b, c) t_0 = Float64(c * Float64(4.0 * a)) t_1 = sqrt(Float64(Float64(b * b) - t_0)) tmp = 0.0 if (Float64(Float64(t_1 - b) / Float64(a * 2.0)) <= -3.6e-5) tmp = Float64(Float64(Float64((Float64(-b) ^ 2.0) + Float64(t_0 - Float64(b * b))) / Float64(Float64(-b) - t_1)) / Float64(a * 2.0)); else tmp = Float64(Float64(Float64(-c) / b) - Float64(Float64(a * c) * Float64(c / (b ^ 3.0)))); end return tmp end
function tmp_2 = code(a, b, c) t_0 = c * (4.0 * a); t_1 = sqrt(((b * b) - t_0)); tmp = 0.0; if (((t_1 - b) / (a * 2.0)) <= -3.6e-5) tmp = (((-b ^ 2.0) + (t_0 - (b * b))) / (-b - t_1)) / (a * 2.0); else tmp = (-c / b) - ((a * c) * (c / (b ^ 3.0))); end tmp_2 = tmp; end
code[a_, b_, c_] := Block[{t$95$0 = N[(c * N[(4.0 * a), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[Sqrt[N[(N[(b * b), $MachinePrecision] - t$95$0), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[N[(N[(t$95$1 - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], -3.6e-5], N[(N[(N[(N[Power[(-b), 2.0], $MachinePrecision] + N[(t$95$0 - N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[((-b) - t$95$1), $MachinePrecision]), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[((-c) / b), $MachinePrecision] - N[(N[(a * c), $MachinePrecision] * N[(c / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := c \cdot \left(4 \cdot a\right)\\
t_1 := \sqrt{b \cdot b - t_0}\\
\mathbf{if}\;\frac{t_1 - b}{a \cdot 2} \leq -3.6 \cdot 10^{-5}:\\
\;\;\;\;\frac{\frac{{\left(-b\right)}^{2} + \left(t_0 - b \cdot b\right)}{\left(-b\right) - t_1}}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b} - \left(a \cdot c\right) \cdot \frac{c}{{b}^{3}}\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 4 a) c)))) (*.f64 2 a)) < -3.60000000000000009e-5Initial program 77.2%
flip-+77.3%
pow277.3%
add-sqr-sqrt78.9%
*-commutative78.9%
*-commutative78.9%
*-commutative78.9%
*-commutative78.9%
Applied egg-rr78.9%
if -3.60000000000000009e-5 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 4 a) c)))) (*.f64 2 a)) Initial program 38.6%
neg-sub038.6%
associate-+l-38.6%
sub0-neg38.6%
neg-mul-138.6%
associate-*l/38.6%
*-commutative38.6%
associate-/r*38.6%
/-rgt-identity38.6%
metadata-eval38.6%
Simplified38.6%
Taylor expanded in b around inf 93.0%
distribute-lft-out93.0%
associate-/l*93.0%
associate-/r/93.0%
associate-/l*93.0%
associate-/r/93.0%
unpow293.0%
associate-/l*93.0%
unpow293.0%
Simplified93.0%
Taylor expanded in c around 0 93.2%
+-commutative93.2%
mul-1-neg93.2%
unsub-neg93.2%
associate-*r/93.2%
neg-mul-193.2%
*-commutative93.2%
associate-*r/93.2%
unpow293.2%
associate-*l/93.2%
*-commutative93.2%
associate-*r*93.2%
Simplified93.2%
Final simplification86.7%
(FPCore (a b c) :precision binary64 (if (<= (/ (- (sqrt (- (* b b) (* c (* 4.0 a)))) b) (* a 2.0)) -0.0003) (* (- (sqrt (fma b b (* (* a c) -4.0))) b) (/ 0.5 a)) (- (/ (- c) b) (* (* a c) (/ c (pow b 3.0))))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - (c * (4.0 * a)))) - b) / (a * 2.0)) <= -0.0003) {
tmp = (sqrt(fma(b, b, ((a * c) * -4.0))) - b) * (0.5 / a);
} else {
tmp = (-c / b) - ((a * c) * (c / pow(b, 3.0)));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(4.0 * a)))) - b) / Float64(a * 2.0)) <= -0.0003) tmp = Float64(Float64(sqrt(fma(b, b, Float64(Float64(a * c) * -4.0))) - b) * Float64(0.5 / a)); else tmp = Float64(Float64(Float64(-c) / b) - Float64(Float64(a * c) * Float64(c / (b ^ 3.0)))); end return tmp end
code[a_, b_, c_] := If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(4.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], -0.0003], N[(N[(N[Sqrt[N[(b * b + N[(N[(a * c), $MachinePrecision] * -4.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] * N[(0.5 / a), $MachinePrecision]), $MachinePrecision], N[(N[((-c) / b), $MachinePrecision] - N[(N[(a * c), $MachinePrecision] * N[(c / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - c \cdot \left(4 \cdot a\right)} - b}{a \cdot 2} \leq -0.0003:\\
\;\;\;\;\left(\sqrt{\mathsf{fma}\left(b, b, \left(a \cdot c\right) \cdot -4\right)} - b\right) \cdot \frac{0.5}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b} - \left(a \cdot c\right) \cdot \frac{c}{{b}^{3}}\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 4 a) c)))) (*.f64 2 a)) < -2.99999999999999974e-4Initial program 78.3%
/-rgt-identity78.3%
metadata-eval78.3%
associate-/l*78.3%
associate-*r/78.3%
+-commutative78.3%
unsub-neg78.3%
fma-neg78.4%
associate-*l*78.4%
*-commutative78.4%
distribute-rgt-neg-in78.4%
metadata-eval78.4%
associate-/r*78.4%
metadata-eval78.4%
metadata-eval78.4%
Simplified78.4%
if -2.99999999999999974e-4 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 4 a) c)))) (*.f64 2 a)) Initial program 41.8%
neg-sub041.8%
associate-+l-41.8%
sub0-neg41.8%
neg-mul-141.8%
associate-*l/41.8%
*-commutative41.8%
associate-/r*41.8%
/-rgt-identity41.8%
metadata-eval41.8%
Simplified41.8%
Taylor expanded in b around inf 90.7%
distribute-lft-out90.7%
associate-/l*90.7%
associate-/r/90.7%
associate-/l*90.7%
associate-/r/90.7%
unpow290.7%
associate-/l*90.7%
unpow290.7%
Simplified90.7%
Taylor expanded in c around 0 90.9%
+-commutative90.9%
mul-1-neg90.9%
unsub-neg90.9%
associate-*r/90.9%
neg-mul-190.9%
*-commutative90.9%
associate-*r/90.9%
unpow290.9%
associate-*l/90.9%
*-commutative90.9%
associate-*r*90.9%
Simplified90.9%
Final simplification86.0%
(FPCore (a b c) :precision binary64 (if (<= (/ (- (sqrt (- (* b b) (* c (* 4.0 a)))) b) (* a 2.0)) -0.0003) (/ (- (sqrt (fma b b (* (* a c) -4.0))) b) (* a 2.0)) (- (/ (- c) b) (* (* a c) (/ c (pow b 3.0))))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - (c * (4.0 * a)))) - b) / (a * 2.0)) <= -0.0003) {
tmp = (sqrt(fma(b, b, ((a * c) * -4.0))) - b) / (a * 2.0);
} else {
tmp = (-c / b) - ((a * c) * (c / pow(b, 3.0)));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(4.0 * a)))) - b) / Float64(a * 2.0)) <= -0.0003) tmp = Float64(Float64(sqrt(fma(b, b, Float64(Float64(a * c) * -4.0))) - b) / Float64(a * 2.0)); else tmp = Float64(Float64(Float64(-c) / b) - Float64(Float64(a * c) * Float64(c / (b ^ 3.0)))); end return tmp end
code[a_, b_, c_] := If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(4.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], -0.0003], N[(N[(N[Sqrt[N[(b * b + N[(N[(a * c), $MachinePrecision] * -4.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[((-c) / b), $MachinePrecision] - N[(N[(a * c), $MachinePrecision] * N[(c / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - c \cdot \left(4 \cdot a\right)} - b}{a \cdot 2} \leq -0.0003:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, \left(a \cdot c\right) \cdot -4\right)} - b}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b} - \left(a \cdot c\right) \cdot \frac{c}{{b}^{3}}\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 4 a) c)))) (*.f64 2 a)) < -2.99999999999999974e-4Initial program 78.3%
*-commutative78.3%
+-commutative78.3%
unsub-neg78.3%
fma-neg78.4%
associate-*l*78.4%
*-commutative78.4%
distribute-rgt-neg-in78.4%
metadata-eval78.4%
Simplified78.4%
if -2.99999999999999974e-4 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 4 a) c)))) (*.f64 2 a)) Initial program 41.8%
neg-sub041.8%
associate-+l-41.8%
sub0-neg41.8%
neg-mul-141.8%
associate-*l/41.8%
*-commutative41.8%
associate-/r*41.8%
/-rgt-identity41.8%
metadata-eval41.8%
Simplified41.8%
Taylor expanded in b around inf 90.7%
distribute-lft-out90.7%
associate-/l*90.7%
associate-/r/90.7%
associate-/l*90.7%
associate-/r/90.7%
unpow290.7%
associate-/l*90.7%
unpow290.7%
Simplified90.7%
Taylor expanded in c around 0 90.9%
+-commutative90.9%
mul-1-neg90.9%
unsub-neg90.9%
associate-*r/90.9%
neg-mul-190.9%
*-commutative90.9%
associate-*r/90.9%
unpow290.9%
associate-*l/90.9%
*-commutative90.9%
associate-*r*90.9%
Simplified90.9%
Final simplification86.0%
(FPCore (a b c) :precision binary64 (if (<= (/ (- (sqrt (- (* b b) (* c (* 4.0 a)))) b) (* a 2.0)) -0.0003) (/ (- (sqrt (+ (* b b) (* a (* c -4.0)))) b) (* a 2.0)) (- (/ (- c) b) (* (* a c) (/ c (pow b 3.0))))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - (c * (4.0 * a)))) - b) / (a * 2.0)) <= -0.0003) {
tmp = (sqrt(((b * b) + (a * (c * -4.0)))) - b) / (a * 2.0);
} else {
tmp = (-c / b) - ((a * c) * (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 (((sqrt(((b * b) - (c * (4.0d0 * a)))) - b) / (a * 2.0d0)) <= (-0.0003d0)) then
tmp = (sqrt(((b * b) + (a * (c * (-4.0d0))))) - b) / (a * 2.0d0)
else
tmp = (-c / b) - ((a * c) * (c / (b ** 3.0d0)))
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (((Math.sqrt(((b * b) - (c * (4.0 * a)))) - b) / (a * 2.0)) <= -0.0003) {
tmp = (Math.sqrt(((b * b) + (a * (c * -4.0)))) - b) / (a * 2.0);
} else {
tmp = (-c / b) - ((a * c) * (c / Math.pow(b, 3.0)));
}
return tmp;
}
def code(a, b, c): tmp = 0 if ((math.sqrt(((b * b) - (c * (4.0 * a)))) - b) / (a * 2.0)) <= -0.0003: tmp = (math.sqrt(((b * b) + (a * (c * -4.0)))) - b) / (a * 2.0) else: tmp = (-c / b) - ((a * c) * (c / math.pow(b, 3.0))) return tmp
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(4.0 * a)))) - b) / Float64(a * 2.0)) <= -0.0003) tmp = Float64(Float64(sqrt(Float64(Float64(b * b) + Float64(a * Float64(c * -4.0)))) - b) / Float64(a * 2.0)); else tmp = Float64(Float64(Float64(-c) / b) - Float64(Float64(a * c) * Float64(c / (b ^ 3.0)))); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (((sqrt(((b * b) - (c * (4.0 * a)))) - b) / (a * 2.0)) <= -0.0003) tmp = (sqrt(((b * b) + (a * (c * -4.0)))) - b) / (a * 2.0); else tmp = (-c / b) - ((a * c) * (c / (b ^ 3.0))); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(4.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], -0.0003], N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] + N[(a * N[(c * -4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[((-c) / b), $MachinePrecision] - N[(N[(a * c), $MachinePrecision] * N[(c / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - c \cdot \left(4 \cdot a\right)} - b}{a \cdot 2} \leq -0.0003:\\
\;\;\;\;\frac{\sqrt{b \cdot b + a \cdot \left(c \cdot -4\right)} - b}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b} - \left(a \cdot c\right) \cdot \frac{c}{{b}^{3}}\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 4 a) c)))) (*.f64 2 a)) < -2.99999999999999974e-4Initial program 78.3%
*-commutative78.3%
+-commutative78.3%
unsub-neg78.3%
fma-neg78.4%
associate-*l*78.4%
*-commutative78.4%
distribute-rgt-neg-in78.4%
metadata-eval78.4%
Simplified78.4%
fma-udef78.3%
associate-*l*78.3%
Applied egg-rr78.3%
if -2.99999999999999974e-4 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 4 a) c)))) (*.f64 2 a)) Initial program 41.8%
neg-sub041.8%
associate-+l-41.8%
sub0-neg41.8%
neg-mul-141.8%
associate-*l/41.8%
*-commutative41.8%
associate-/r*41.8%
/-rgt-identity41.8%
metadata-eval41.8%
Simplified41.8%
Taylor expanded in b around inf 90.7%
distribute-lft-out90.7%
associate-/l*90.7%
associate-/r/90.7%
associate-/l*90.7%
associate-/r/90.7%
unpow290.7%
associate-/l*90.7%
unpow290.7%
Simplified90.7%
Taylor expanded in c around 0 90.9%
+-commutative90.9%
mul-1-neg90.9%
unsub-neg90.9%
associate-*r/90.9%
neg-mul-190.9%
*-commutative90.9%
associate-*r/90.9%
unpow290.9%
associate-*l/90.9%
*-commutative90.9%
associate-*r*90.9%
Simplified90.9%
Final simplification86.0%
(FPCore (a b c) :precision binary64 (if (<= b 1.43) (* (/ 0.5 a) (- (sqrt (+ (* b b) (* a (* c -4.0)))) b)) (- (/ (- c) b) (* (* a c) (/ c (pow b 3.0))))))
double code(double a, double b, double c) {
double tmp;
if (b <= 1.43) {
tmp = (0.5 / a) * (sqrt(((b * b) + (a * (c * -4.0)))) - b);
} else {
tmp = (-c / b) - ((a * c) * (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 <= 1.43d0) then
tmp = (0.5d0 / a) * (sqrt(((b * b) + (a * (c * (-4.0d0))))) - b)
else
tmp = (-c / b) - ((a * c) * (c / (b ** 3.0d0)))
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= 1.43) {
tmp = (0.5 / a) * (Math.sqrt(((b * b) + (a * (c * -4.0)))) - b);
} else {
tmp = (-c / b) - ((a * c) * (c / Math.pow(b, 3.0)));
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= 1.43: tmp = (0.5 / a) * (math.sqrt(((b * b) + (a * (c * -4.0)))) - b) else: tmp = (-c / b) - ((a * c) * (c / math.pow(b, 3.0))) return tmp
function code(a, b, c) tmp = 0.0 if (b <= 1.43) tmp = Float64(Float64(0.5 / a) * Float64(sqrt(Float64(Float64(b * b) + Float64(a * Float64(c * -4.0)))) - b)); else tmp = Float64(Float64(Float64(-c) / b) - Float64(Float64(a * c) * Float64(c / (b ^ 3.0)))); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= 1.43) tmp = (0.5 / a) * (sqrt(((b * b) + (a * (c * -4.0)))) - b); else tmp = (-c / b) - ((a * c) * (c / (b ^ 3.0))); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, 1.43], N[(N[(0.5 / a), $MachinePrecision] * N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] + N[(a * N[(c * -4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision], N[(N[((-c) / b), $MachinePrecision] - N[(N[(a * c), $MachinePrecision] * N[(c / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 1.43:\\
\;\;\;\;\frac{0.5}{a} \cdot \left(\sqrt{b \cdot b + a \cdot \left(c \cdot -4\right)} - b\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b} - \left(a \cdot c\right) \cdot \frac{c}{{b}^{3}}\\
\end{array}
\end{array}
if b < 1.42999999999999994Initial program 84.5%
/-rgt-identity84.5%
metadata-eval84.5%
associate-/l*84.5%
associate-*r/84.5%
+-commutative84.5%
unsub-neg84.5%
fma-neg84.6%
associate-*l*84.6%
*-commutative84.6%
distribute-rgt-neg-in84.6%
metadata-eval84.6%
associate-/r*84.6%
metadata-eval84.6%
metadata-eval84.6%
Simplified84.6%
fma-udef84.5%
associate-*l*84.5%
Applied egg-rr84.5%
if 1.42999999999999994 < b Initial program 49.9%
neg-sub049.9%
associate-+l-49.9%
sub0-neg49.9%
neg-mul-149.9%
associate-*l/49.9%
*-commutative49.9%
associate-/r*49.9%
/-rgt-identity49.9%
metadata-eval49.9%
Simplified49.9%
Taylor expanded in b around inf 84.3%
distribute-lft-out84.3%
associate-/l*84.3%
associate-/r/84.3%
associate-/l*84.3%
associate-/r/84.3%
unpow284.3%
associate-/l*84.3%
unpow284.3%
Simplified84.3%
Taylor expanded in c around 0 84.5%
+-commutative84.5%
mul-1-neg84.5%
unsub-neg84.5%
associate-*r/84.5%
neg-mul-184.5%
*-commutative84.5%
associate-*r/84.5%
unpow284.5%
associate-*l/84.5%
*-commutative84.5%
associate-*r*84.5%
Simplified84.5%
Final simplification84.5%
(FPCore (a b c) :precision binary64 (- (/ (- c) b) (* (* a c) (/ c (pow b 3.0)))))
double code(double a, double b, double c) {
return (-c / b) - ((a * c) * (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 / b) - ((a * c) * (c / (b ** 3.0d0)))
end function
public static double code(double a, double b, double c) {
return (-c / b) - ((a * c) * (c / Math.pow(b, 3.0)));
}
def code(a, b, c): return (-c / b) - ((a * c) * (c / math.pow(b, 3.0)))
function code(a, b, c) return Float64(Float64(Float64(-c) / b) - Float64(Float64(a * c) * Float64(c / (b ^ 3.0)))) end
function tmp = code(a, b, c) tmp = (-c / b) - ((a * c) * (c / (b ^ 3.0))); end
code[a_, b_, c_] := N[(N[((-c) / b), $MachinePrecision] - N[(N[(a * c), $MachinePrecision] * N[(c / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{-c}{b} - \left(a \cdot c\right) \cdot \frac{c}{{b}^{3}}
\end{array}
Initial program 56.2%
neg-sub056.2%
associate-+l-56.2%
sub0-neg56.2%
neg-mul-156.2%
associate-*l/56.2%
*-commutative56.2%
associate-/r*56.2%
/-rgt-identity56.2%
metadata-eval56.2%
Simplified56.2%
Taylor expanded in b around inf 79.1%
distribute-lft-out79.1%
associate-/l*79.1%
associate-/r/79.1%
associate-/l*79.1%
associate-/r/79.1%
unpow279.1%
associate-/l*79.1%
unpow279.1%
Simplified79.1%
Taylor expanded in c around 0 79.3%
+-commutative79.3%
mul-1-neg79.3%
unsub-neg79.3%
associate-*r/79.3%
neg-mul-179.3%
*-commutative79.3%
associate-*r/79.3%
unpow279.3%
associate-*l/79.3%
*-commutative79.3%
associate-*r*79.3%
Simplified79.3%
Final simplification79.3%
(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 56.2%
*-commutative56.2%
+-commutative56.2%
unsub-neg56.2%
fma-neg56.3%
associate-*l*56.3%
*-commutative56.3%
distribute-rgt-neg-in56.3%
metadata-eval56.3%
Simplified56.3%
Taylor expanded in b around inf 63.8%
associate-*r/63.8%
neg-mul-163.8%
Simplified63.8%
Final simplification63.8%
(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 56.2%
add-log-exp50.1%
neg-mul-150.1%
fma-def50.1%
*-commutative50.1%
*-commutative50.1%
*-commutative50.1%
Applied egg-rr50.1%
Taylor expanded in c 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 2023240
(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)))