
(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 (sqrt (* a c))) (t_1 (* (fma 2.0 t_0 b) (fma -2.0 t_0 b))))
(if (<= (/ (- (sqrt (- (* b b) (* (* 4.0 a) c))) b) (* a 2.0)) -0.26)
(/
(/
(- (pow t_1 1.5) (pow b 3.0))
(+ (pow (- b) 2.0) (+ t_1 (* b (sqrt t_1)))))
(* a 2.0))
(+
(* -2.0 (/ (* (pow a 2.0) (pow c 3.0)) (pow b 5.0)))
(-
(-
(* -0.25 (* (/ (pow (* a c) 4.0) a) (/ 20.0 (pow b 7.0))))
(/ (* a (pow c 2.0)) (pow b 3.0)))
(/ c b))))))
double code(double a, double b, double c) {
double t_0 = sqrt((a * c));
double t_1 = fma(2.0, t_0, b) * fma(-2.0, t_0, b);
double tmp;
if (((sqrt(((b * b) - ((4.0 * a) * c))) - b) / (a * 2.0)) <= -0.26) {
tmp = ((pow(t_1, 1.5) - pow(b, 3.0)) / (pow(-b, 2.0) + (t_1 + (b * sqrt(t_1))))) / (a * 2.0);
} else {
tmp = (-2.0 * ((pow(a, 2.0) * pow(c, 3.0)) / pow(b, 5.0))) + (((-0.25 * ((pow((a * c), 4.0) / a) * (20.0 / pow(b, 7.0)))) - ((a * pow(c, 2.0)) / pow(b, 3.0))) - (c / b));
}
return tmp;
}
function code(a, b, c) t_0 = sqrt(Float64(a * c)) t_1 = Float64(fma(2.0, t_0, b) * fma(-2.0, t_0, b)) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(Float64(4.0 * a) * c))) - b) / Float64(a * 2.0)) <= -0.26) tmp = Float64(Float64(Float64((t_1 ^ 1.5) - (b ^ 3.0)) / Float64((Float64(-b) ^ 2.0) + Float64(t_1 + Float64(b * sqrt(t_1))))) / Float64(a * 2.0)); else tmp = Float64(Float64(-2.0 * Float64(Float64((a ^ 2.0) * (c ^ 3.0)) / (b ^ 5.0))) + Float64(Float64(Float64(-0.25 * Float64(Float64((Float64(a * c) ^ 4.0) / a) * Float64(20.0 / (b ^ 7.0)))) - Float64(Float64(a * (c ^ 2.0)) / (b ^ 3.0))) - Float64(c / b))); end return tmp end
code[a_, b_, c_] := Block[{t$95$0 = N[Sqrt[N[(a * c), $MachinePrecision]], $MachinePrecision]}, Block[{t$95$1 = N[(N[(2.0 * t$95$0 + b), $MachinePrecision] * N[(-2.0 * t$95$0 + b), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(4.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], -0.26], N[(N[(N[(N[Power[t$95$1, 1.5], $MachinePrecision] - N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision] / N[(N[Power[(-b), 2.0], $MachinePrecision] + N[(t$95$1 + N[(b * N[Sqrt[t$95$1], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(-2.0 * N[(N[(N[Power[a, 2.0], $MachinePrecision] * N[Power[c, 3.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(N[(-0.25 * N[(N[(N[Power[N[(a * c), $MachinePrecision], 4.0], $MachinePrecision] / a), $MachinePrecision] * N[(20.0 / N[Power[b, 7.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(N[(a * N[Power[c, 2.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(c / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{a \cdot c}\\
t_1 := \mathsf{fma}\left(2, t\_0, b\right) \cdot \mathsf{fma}\left(-2, t\_0, b\right)\\
\mathbf{if}\;\frac{\sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c} - b}{a \cdot 2} \leq -0.26:\\
\;\;\;\;\frac{\frac{{t\_1}^{1.5} - {b}^{3}}{{\left(-b\right)}^{2} + \left(t\_1 + b \cdot \sqrt{t\_1}\right)}}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;-2 \cdot \frac{{a}^{2} \cdot {c}^{3}}{{b}^{5}} + \left(\left(-0.25 \cdot \left(\frac{{\left(a \cdot c\right)}^{4}}{a} \cdot \frac{20}{{b}^{7}}\right) - \frac{a \cdot {c}^{2}}{{b}^{3}}\right) - \frac{c}{b}\right)\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 4 a) c)))) (*.f64 2 a)) < -0.26000000000000001Initial program 83.2%
*-commutative83.2%
Simplified83.2%
add-sqr-sqrt83.1%
difference-of-squares83.2%
associate-*l*83.2%
sqrt-prod83.2%
metadata-eval83.2%
associate-*l*83.2%
sqrt-prod83.2%
metadata-eval83.2%
Applied egg-rr83.2%
*-commutative83.2%
cancel-sign-sub-inv83.2%
metadata-eval83.2%
Simplified83.2%
flip3-+82.5%
Applied egg-rr83.9%
cube-neg83.9%
cancel-sign-sub83.9%
Simplified83.9%
if -0.26000000000000001 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 4 a) c)))) (*.f64 2 a)) Initial program 49.9%
*-commutative49.9%
Simplified49.9%
Taylor expanded in b around inf 94.5%
Taylor expanded in c around 0 94.5%
distribute-rgt-out94.5%
associate-*r*94.5%
*-commutative94.5%
times-frac94.5%
Simplified94.5%
Final simplification92.4%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (sqrt (* a c))) (t_1 (* (fma -2.0 t_0 b) (fma t_0 2.0 b))))
(if (<= (/ (- (sqrt (- (* b b) (* (* 4.0 a) c))) b) (* a 2.0)) -0.26)
(/ (/ (- t_1 (pow b 2.0)) (+ b (sqrt t_1))) (* a 2.0))
(+
(* -2.0 (/ (* (pow a 2.0) (pow c 3.0)) (pow b 5.0)))
(-
(-
(* -0.25 (* (/ (pow (* a c) 4.0) a) (/ 20.0 (pow b 7.0))))
(/ (* a (pow c 2.0)) (pow b 3.0)))
(/ c b))))))
double code(double a, double b, double c) {
double t_0 = sqrt((a * c));
double t_1 = fma(-2.0, t_0, b) * fma(t_0, 2.0, b);
double tmp;
if (((sqrt(((b * b) - ((4.0 * a) * c))) - b) / (a * 2.0)) <= -0.26) {
tmp = ((t_1 - pow(b, 2.0)) / (b + sqrt(t_1))) / (a * 2.0);
} else {
tmp = (-2.0 * ((pow(a, 2.0) * pow(c, 3.0)) / pow(b, 5.0))) + (((-0.25 * ((pow((a * c), 4.0) / a) * (20.0 / pow(b, 7.0)))) - ((a * pow(c, 2.0)) / pow(b, 3.0))) - (c / b));
}
return tmp;
}
function code(a, b, c) t_0 = sqrt(Float64(a * c)) t_1 = Float64(fma(-2.0, t_0, b) * fma(t_0, 2.0, b)) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(Float64(4.0 * a) * c))) - b) / Float64(a * 2.0)) <= -0.26) tmp = Float64(Float64(Float64(t_1 - (b ^ 2.0)) / Float64(b + sqrt(t_1))) / Float64(a * 2.0)); else tmp = Float64(Float64(-2.0 * Float64(Float64((a ^ 2.0) * (c ^ 3.0)) / (b ^ 5.0))) + Float64(Float64(Float64(-0.25 * Float64(Float64((Float64(a * c) ^ 4.0) / a) * Float64(20.0 / (b ^ 7.0)))) - Float64(Float64(a * (c ^ 2.0)) / (b ^ 3.0))) - Float64(c / b))); end return tmp end
code[a_, b_, c_] := Block[{t$95$0 = N[Sqrt[N[(a * c), $MachinePrecision]], $MachinePrecision]}, Block[{t$95$1 = N[(N[(-2.0 * t$95$0 + b), $MachinePrecision] * N[(t$95$0 * 2.0 + b), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(4.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], -0.26], N[(N[(N[(t$95$1 - N[Power[b, 2.0], $MachinePrecision]), $MachinePrecision] / N[(b + N[Sqrt[t$95$1], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(-2.0 * N[(N[(N[Power[a, 2.0], $MachinePrecision] * N[Power[c, 3.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(N[(-0.25 * N[(N[(N[Power[N[(a * c), $MachinePrecision], 4.0], $MachinePrecision] / a), $MachinePrecision] * N[(20.0 / N[Power[b, 7.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(N[(a * N[Power[c, 2.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(c / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{a \cdot c}\\
t_1 := \mathsf{fma}\left(-2, t\_0, b\right) \cdot \mathsf{fma}\left(t\_0, 2, b\right)\\
\mathbf{if}\;\frac{\sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c} - b}{a \cdot 2} \leq -0.26:\\
\;\;\;\;\frac{\frac{t\_1 - {b}^{2}}{b + \sqrt{t\_1}}}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;-2 \cdot \frac{{a}^{2} \cdot {c}^{3}}{{b}^{5}} + \left(\left(-0.25 \cdot \left(\frac{{\left(a \cdot c\right)}^{4}}{a} \cdot \frac{20}{{b}^{7}}\right) - \frac{a \cdot {c}^{2}}{{b}^{3}}\right) - \frac{c}{b}\right)\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 4 a) c)))) (*.f64 2 a)) < -0.26000000000000001Initial program 83.2%
*-commutative83.2%
Simplified83.2%
add-sqr-sqrt83.1%
difference-of-squares83.2%
associate-*l*83.2%
sqrt-prod83.2%
metadata-eval83.2%
associate-*l*83.2%
sqrt-prod83.2%
metadata-eval83.2%
Applied egg-rr83.2%
*-commutative83.2%
cancel-sign-sub-inv83.2%
metadata-eval83.2%
Simplified83.2%
flip-+82.7%
pow282.7%
add-sqr-sqrt83.3%
+-commutative83.3%
*-commutative83.3%
fma-define83.3%
+-commutative83.3%
fma-define83.3%
Applied egg-rr83.3%
unpow283.3%
sqr-neg83.3%
unpow283.3%
fma-undefine83.3%
*-commutative83.3%
fma-define83.3%
fma-undefine83.3%
*-commutative83.3%
fma-define83.3%
Simplified83.3%
if -0.26000000000000001 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 4 a) c)))) (*.f64 2 a)) Initial program 49.9%
*-commutative49.9%
Simplified49.9%
Taylor expanded in b around inf 94.5%
Taylor expanded in c around 0 94.5%
distribute-rgt-out94.5%
associate-*r*94.5%
*-commutative94.5%
times-frac94.5%
Simplified94.5%
Final simplification92.3%
(FPCore (a b c)
:precision binary64
(if (<= (/ (- (sqrt (- (* b b) (* (* 4.0 a) c))) b) (* a 2.0)) -0.26)
(/ (- (sqrt (fma b b (* c (* a -4.0)))) b) (* a 2.0))
(+
(* -2.0 (/ (* (pow a 2.0) (pow c 3.0)) (pow b 5.0)))
(-
(-
(* -0.25 (* (/ (pow (* a c) 4.0) a) (/ 20.0 (pow b 7.0))))
(/ (* a (pow c 2.0)) (pow b 3.0)))
(/ c b)))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - ((4.0 * a) * c))) - b) / (a * 2.0)) <= -0.26) {
tmp = (sqrt(fma(b, b, (c * (a * -4.0)))) - b) / (a * 2.0);
} else {
tmp = (-2.0 * ((pow(a, 2.0) * pow(c, 3.0)) / pow(b, 5.0))) + (((-0.25 * ((pow((a * c), 4.0) / a) * (20.0 / pow(b, 7.0)))) - ((a * pow(c, 2.0)) / pow(b, 3.0))) - (c / b));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(Float64(4.0 * a) * c))) - b) / Float64(a * 2.0)) <= -0.26) tmp = Float64(Float64(sqrt(fma(b, b, Float64(c * Float64(a * -4.0)))) - b) / Float64(a * 2.0)); else tmp = Float64(Float64(-2.0 * Float64(Float64((a ^ 2.0) * (c ^ 3.0)) / (b ^ 5.0))) + Float64(Float64(Float64(-0.25 * Float64(Float64((Float64(a * c) ^ 4.0) / a) * Float64(20.0 / (b ^ 7.0)))) - Float64(Float64(a * (c ^ 2.0)) / (b ^ 3.0))) - Float64(c / b))); end return tmp end
code[a_, b_, c_] := If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(4.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], -0.26], 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[(-2.0 * N[(N[(N[Power[a, 2.0], $MachinePrecision] * N[Power[c, 3.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(N[(-0.25 * N[(N[(N[Power[N[(a * c), $MachinePrecision], 4.0], $MachinePrecision] / a), $MachinePrecision] * N[(20.0 / N[Power[b, 7.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(N[(a * N[Power[c, 2.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(c / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c} - b}{a \cdot 2} \leq -0.26:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -4\right)\right)} - b}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;-2 \cdot \frac{{a}^{2} \cdot {c}^{3}}{{b}^{5}} + \left(\left(-0.25 \cdot \left(\frac{{\left(a \cdot c\right)}^{4}}{a} \cdot \frac{20}{{b}^{7}}\right) - \frac{a \cdot {c}^{2}}{{b}^{3}}\right) - \frac{c}{b}\right)\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 4 a) c)))) (*.f64 2 a)) < -0.26000000000000001Initial program 83.2%
*-commutative83.2%
+-commutative83.2%
sqr-neg83.2%
unsub-neg83.2%
sqr-neg83.2%
fma-neg83.2%
distribute-lft-neg-in83.2%
*-commutative83.2%
*-commutative83.2%
distribute-rgt-neg-in83.2%
metadata-eval83.2%
Simplified83.2%
if -0.26000000000000001 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 4 a) c)))) (*.f64 2 a)) Initial program 49.9%
*-commutative49.9%
Simplified49.9%
Taylor expanded in b around inf 94.5%
Taylor expanded in c around 0 94.5%
distribute-rgt-out94.5%
associate-*r*94.5%
*-commutative94.5%
times-frac94.5%
Simplified94.5%
Final simplification92.3%
(FPCore (a b c)
:precision binary64
(if (<= (/ (- (sqrt (- (* b b) (* (* 4.0 a) c))) b) (* a 2.0)) -0.17)
(/ (- (sqrt (fma b b (* c (* a -4.0)))) b) (* a 2.0))
(-
(* -2.0 (/ (* (pow a 2.0) (pow c 3.0)) (pow b 5.0)))
(+ (/ c b) (/ (* a (pow c 2.0)) (pow b 3.0))))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - ((4.0 * a) * c))) - b) / (a * 2.0)) <= -0.17) {
tmp = (sqrt(fma(b, b, (c * (a * -4.0)))) - b) / (a * 2.0);
} else {
tmp = (-2.0 * ((pow(a, 2.0) * pow(c, 3.0)) / pow(b, 5.0))) - ((c / b) + ((a * pow(c, 2.0)) / pow(b, 3.0)));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(Float64(4.0 * a) * c))) - b) / Float64(a * 2.0)) <= -0.17) tmp = Float64(Float64(sqrt(fma(b, b, Float64(c * Float64(a * -4.0)))) - b) / Float64(a * 2.0)); else tmp = Float64(Float64(-2.0 * Float64(Float64((a ^ 2.0) * (c ^ 3.0)) / (b ^ 5.0))) - Float64(Float64(c / b) + Float64(Float64(a * (c ^ 2.0)) / (b ^ 3.0)))); end return tmp end
code[a_, b_, c_] := If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(4.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], -0.17], 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[(-2.0 * N[(N[(N[Power[a, 2.0], $MachinePrecision] * N[Power[c, 3.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(N[(c / b), $MachinePrecision] + N[(N[(a * N[Power[c, 2.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c} - b}{a \cdot 2} \leq -0.17:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -4\right)\right)} - b}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;-2 \cdot \frac{{a}^{2} \cdot {c}^{3}}{{b}^{5}} - \left(\frac{c}{b} + \frac{a \cdot {c}^{2}}{{b}^{3}}\right)\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 4 a) c)))) (*.f64 2 a)) < -0.170000000000000012Initial program 83.0%
*-commutative83.0%
+-commutative83.0%
sqr-neg83.0%
unsub-neg83.0%
sqr-neg83.0%
fma-neg83.0%
distribute-lft-neg-in83.0%
*-commutative83.0%
*-commutative83.0%
distribute-rgt-neg-in83.0%
metadata-eval83.0%
Simplified83.0%
if -0.170000000000000012 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 4 a) c)))) (*.f64 2 a)) Initial program 49.4%
*-commutative49.4%
Simplified49.4%
Taylor expanded in b around inf 92.6%
Final simplification90.6%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (sqrt (* a c))))
(if (<= b 13.0)
(* (/ 0.5 a) (- (sqrt (* (fma -2.0 t_0 b) (fma t_0 2.0 b))) b))
(- (/ c (- b)) (* a (/ (pow c 2.0) (pow b 3.0)))))))
double code(double a, double b, double c) {
double t_0 = sqrt((a * c));
double tmp;
if (b <= 13.0) {
tmp = (0.5 / a) * (sqrt((fma(-2.0, t_0, b) * fma(t_0, 2.0, b))) - b);
} else {
tmp = (c / -b) - (a * (pow(c, 2.0) / pow(b, 3.0)));
}
return tmp;
}
function code(a, b, c) t_0 = sqrt(Float64(a * c)) tmp = 0.0 if (b <= 13.0) tmp = Float64(Float64(0.5 / a) * Float64(sqrt(Float64(fma(-2.0, t_0, b) * fma(t_0, 2.0, b))) - b)); else tmp = Float64(Float64(c / Float64(-b)) - Float64(a * Float64((c ^ 2.0) / (b ^ 3.0)))); end return tmp end
code[a_, b_, c_] := Block[{t$95$0 = N[Sqrt[N[(a * c), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[b, 13.0], N[(N[(0.5 / a), $MachinePrecision] * N[(N[Sqrt[N[(N[(-2.0 * t$95$0 + b), $MachinePrecision] * N[(t$95$0 * 2.0 + b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision], N[(N[(c / (-b)), $MachinePrecision] - N[(a * N[(N[Power[c, 2.0], $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{a \cdot c}\\
\mathbf{if}\;b \leq 13:\\
\;\;\;\;\frac{0.5}{a} \cdot \left(\sqrt{\mathsf{fma}\left(-2, t\_0, b\right) \cdot \mathsf{fma}\left(t\_0, 2, b\right)} - b\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{-b} - a \cdot \frac{{c}^{2}}{{b}^{3}}\\
\end{array}
\end{array}
if b < 13Initial program 81.6%
*-commutative81.6%
Simplified81.6%
add-sqr-sqrt81.6%
difference-of-squares81.7%
associate-*l*81.7%
sqrt-prod81.7%
metadata-eval81.7%
associate-*l*81.7%
sqrt-prod81.7%
metadata-eval81.7%
Applied egg-rr81.7%
*-commutative81.7%
cancel-sign-sub-inv81.7%
metadata-eval81.7%
Simplified81.7%
div-inv81.8%
neg-mul-181.8%
fma-define81.8%
+-commutative81.8%
*-commutative81.8%
fma-define81.8%
+-commutative81.8%
fma-define81.8%
Applied egg-rr81.8%
*-commutative81.8%
*-commutative81.8%
associate-/r*81.8%
metadata-eval81.8%
fma-undefine81.8%
neg-mul-181.8%
+-commutative81.8%
unsub-neg81.8%
fma-undefine81.8%
*-commutative81.8%
fma-define81.8%
Simplified81.8%
if 13 < b Initial program 48.8%
*-commutative48.8%
Simplified48.8%
Taylor expanded in b around inf 88.6%
distribute-lft-out88.6%
associate-/l*88.6%
Simplified88.6%
Final simplification87.0%
(FPCore (a b c) :precision binary64 (let* ((t_0 (/ (- (sqrt (- (* b b) (* (* 4.0 a) c))) b) (* a 2.0)))) (if (<= t_0 -1e-5) t_0 (/ c (- b)))))
double code(double a, double b, double c) {
double t_0 = (sqrt(((b * b) - ((4.0 * a) * c))) - b) / (a * 2.0);
double tmp;
if (t_0 <= -1e-5) {
tmp = t_0;
} else {
tmp = c / -b;
}
return tmp;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
real(8) :: t_0
real(8) :: tmp
t_0 = (sqrt(((b * b) - ((4.0d0 * a) * c))) - b) / (a * 2.0d0)
if (t_0 <= (-1d-5)) then
tmp = t_0
else
tmp = c / -b
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double t_0 = (Math.sqrt(((b * b) - ((4.0 * a) * c))) - b) / (a * 2.0);
double tmp;
if (t_0 <= -1e-5) {
tmp = t_0;
} else {
tmp = c / -b;
}
return tmp;
}
def code(a, b, c): t_0 = (math.sqrt(((b * b) - ((4.0 * a) * c))) - b) / (a * 2.0) tmp = 0 if t_0 <= -1e-5: tmp = t_0 else: tmp = c / -b return tmp
function code(a, b, c) t_0 = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(Float64(4.0 * a) * c))) - b) / Float64(a * 2.0)) tmp = 0.0 if (t_0 <= -1e-5) tmp = t_0; else tmp = Float64(c / Float64(-b)); end return tmp end
function tmp_2 = code(a, b, c) t_0 = (sqrt(((b * b) - ((4.0 * a) * c))) - b) / (a * 2.0); tmp = 0.0; if (t_0 <= -1e-5) tmp = t_0; else tmp = c / -b; end tmp_2 = tmp; end
code[a_, b_, c_] := Block[{t$95$0 = N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(4.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, -1e-5], t$95$0, N[(c / (-b)), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{\sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c} - b}{a \cdot 2}\\
\mathbf{if}\;t\_0 \leq -1 \cdot 10^{-5}:\\
\;\;\;\;t\_0\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{-b}\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 4 a) c)))) (*.f64 2 a)) < -1.00000000000000008e-5Initial program 74.5%
if -1.00000000000000008e-5 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 4 a) c)))) (*.f64 2 a)) Initial program 39.6%
*-commutative39.6%
Simplified39.6%
Taylor expanded in b around inf 78.2%
mul-1-neg78.2%
distribute-neg-frac78.2%
Simplified78.2%
Final simplification76.4%
(FPCore (a b c) :precision binary64 (if (<= b 12.6) (/ (- (sqrt (fma b b (* c (* a -4.0)))) b) (* a 2.0)) (- (/ c (- b)) (* a (/ (pow c 2.0) (pow b 3.0))))))
double code(double a, double b, double c) {
double tmp;
if (b <= 12.6) {
tmp = (sqrt(fma(b, b, (c * (a * -4.0)))) - b) / (a * 2.0);
} else {
tmp = (c / -b) - (a * (pow(c, 2.0) / pow(b, 3.0)));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 12.6) tmp = Float64(Float64(sqrt(fma(b, b, Float64(c * Float64(a * -4.0)))) - b) / Float64(a * 2.0)); else tmp = Float64(Float64(c / Float64(-b)) - Float64(a * Float64((c ^ 2.0) / (b ^ 3.0)))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 12.6], N[(N[(N[Sqrt[N[(b * b + N[(c * N[(a * -4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(c / (-b)), $MachinePrecision] - N[(a * N[(N[Power[c, 2.0], $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 12.6:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -4\right)\right)} - b}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{-b} - a \cdot \frac{{c}^{2}}{{b}^{3}}\\
\end{array}
\end{array}
if b < 12.5999999999999996Initial program 81.6%
*-commutative81.6%
+-commutative81.6%
sqr-neg81.6%
unsub-neg81.6%
sqr-neg81.6%
fma-neg81.8%
distribute-lft-neg-in81.8%
*-commutative81.8%
*-commutative81.8%
distribute-rgt-neg-in81.8%
metadata-eval81.8%
Simplified81.8%
if 12.5999999999999996 < b Initial program 48.8%
*-commutative48.8%
Simplified48.8%
Taylor expanded in b around inf 88.6%
distribute-lft-out88.6%
associate-/l*88.6%
Simplified88.6%
Final simplification87.0%
(FPCore (a b c) :precision binary64 (if (<= b 12.6) (/ (- (sqrt (- (* b b) (* (* 4.0 a) c))) b) (* a 2.0)) (- (/ c (- b)) (* a (/ (pow c 2.0) (pow b 3.0))))))
double code(double a, double b, double c) {
double tmp;
if (b <= 12.6) {
tmp = (sqrt(((b * b) - ((4.0 * a) * c))) - b) / (a * 2.0);
} else {
tmp = (c / -b) - (a * (pow(c, 2.0) / 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 <= 12.6d0) then
tmp = (sqrt(((b * b) - ((4.0d0 * a) * c))) - b) / (a * 2.0d0)
else
tmp = (c / -b) - (a * ((c ** 2.0d0) / (b ** 3.0d0)))
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= 12.6) {
tmp = (Math.sqrt(((b * b) - ((4.0 * a) * c))) - b) / (a * 2.0);
} else {
tmp = (c / -b) - (a * (Math.pow(c, 2.0) / Math.pow(b, 3.0)));
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= 12.6: tmp = (math.sqrt(((b * b) - ((4.0 * a) * c))) - b) / (a * 2.0) else: tmp = (c / -b) - (a * (math.pow(c, 2.0) / math.pow(b, 3.0))) return tmp
function code(a, b, c) tmp = 0.0 if (b <= 12.6) tmp = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(Float64(4.0 * a) * c))) - b) / Float64(a * 2.0)); else tmp = Float64(Float64(c / Float64(-b)) - Float64(a * Float64((c ^ 2.0) / (b ^ 3.0)))); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= 12.6) tmp = (sqrt(((b * b) - ((4.0 * a) * c))) - b) / (a * 2.0); else tmp = (c / -b) - (a * ((c ^ 2.0) / (b ^ 3.0))); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, 12.6], N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(4.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(c / (-b)), $MachinePrecision] - N[(a * N[(N[Power[c, 2.0], $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 12.6:\\
\;\;\;\;\frac{\sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c} - b}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{-b} - a \cdot \frac{{c}^{2}}{{b}^{3}}\\
\end{array}
\end{array}
if b < 12.5999999999999996Initial program 81.6%
if 12.5999999999999996 < b Initial program 48.8%
*-commutative48.8%
Simplified48.8%
Taylor expanded in b around inf 88.6%
distribute-lft-out88.6%
associate-/l*88.6%
Simplified88.6%
Final simplification87.0%
(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 56.5%
*-commutative56.5%
Simplified56.5%
Taylor expanded in b around inf 63.8%
mul-1-neg63.8%
distribute-neg-frac63.8%
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 56.5%
*-commutative56.5%
Simplified56.5%
add-sqr-sqrt56.5%
difference-of-squares56.5%
associate-*l*56.5%
sqrt-prod56.5%
metadata-eval56.5%
associate-*l*56.5%
sqrt-prod56.5%
metadata-eval56.5%
Applied egg-rr56.5%
*-commutative56.5%
cancel-sign-sub-inv56.5%
metadata-eval56.5%
Simplified56.5%
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 2024044
(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)))