
(FPCore (a b c) :precision binary64 (/ (+ (- b) (sqrt (- (* b b) (* (* 3.0 a) c)))) (* 3.0 a)))
double code(double a, double b, double c) {
return (-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * 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) - ((3.0d0 * a) * c)))) / (3.0d0 * a)
end function
public static double code(double a, double b, double c) {
return (-b + Math.sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a);
}
def code(a, b, c): return (-b + math.sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a)
function code(a, b, c) return Float64(Float64(Float64(-b) + sqrt(Float64(Float64(b * b) - Float64(Float64(3.0 * a) * c)))) / Float64(3.0 * a)) end
function tmp = code(a, b, c) tmp = (-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a); end
code[a_, b_, c_] := N[(N[((-b) + N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(3.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \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) (* (* 3.0 a) c)))) (* 3.0 a)))
double code(double a, double b, double c) {
return (-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * 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) - ((3.0d0 * a) * c)))) / (3.0d0 * a)
end function
public static double code(double a, double b, double c) {
return (-b + Math.sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a);
}
def code(a, b, c): return (-b + math.sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a)
function code(a, b, c) return Float64(Float64(Float64(-b) + sqrt(Float64(Float64(b * b) - Float64(Float64(3.0 * a) * c)))) / Float64(3.0 * a)) end
function tmp = code(a, b, c) tmp = (-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a); end
code[a_, b_, c_] := N[(N[((-b) + N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(3.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}
\end{array}
(FPCore (a b c) :precision binary64 (/ (/ c -1.0) (+ b (sqrt (fma b b (* c (* a -3.0)))))))
double code(double a, double b, double c) {
return (c / -1.0) / (b + sqrt(fma(b, b, (c * (a * -3.0)))));
}
function code(a, b, c) return Float64(Float64(c / -1.0) / Float64(b + sqrt(fma(b, b, Float64(c * Float64(a * -3.0)))))) end
code[a_, b_, c_] := N[(N[(c / -1.0), $MachinePrecision] / N[(b + N[Sqrt[N[(b * b + N[(c * N[(a * -3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\frac{c}{-1}}{b + \sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -3\right)\right)}}
\end{array}
Initial program 54.4%
Applied egg-rr56.8%
Applied egg-rr55.5%
sub-div56.3%
fma-udef56.3%
associate--l+99.1%
+-inverses99.1%
*-commutative99.1%
associate-*r*99.3%
metadata-eval99.3%
distribute-lft-neg-in99.3%
fma-def99.3%
distribute-lft-neg-in99.3%
metadata-eval99.3%
*-commutative99.3%
Applied egg-rr99.3%
*-lft-identity99.3%
*-commutative99.3%
Applied egg-rr99.3%
*-rgt-identity99.3%
associate-/l/99.6%
metadata-eval99.6%
Simplified99.6%
Final simplification99.6%
(FPCore (a b c)
:precision binary64
(if (<= (/ (- (sqrt (- (* b b) (* c (* a 3.0)))) b) (* a 3.0)) -0.0007)
(* (- b (sqrt (fma b b (* c (* a -3.0))))) (/ -0.3333333333333333 a))
(/
(fma -1.5 (/ a (/ b c)) (* -1.125 (/ (* (/ c b) (* a a)) (* b (/ b c)))))
(* a 3.0))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - (c * (a * 3.0)))) - b) / (a * 3.0)) <= -0.0007) {
tmp = (b - sqrt(fma(b, b, (c * (a * -3.0))))) * (-0.3333333333333333 / a);
} else {
tmp = fma(-1.5, (a / (b / c)), (-1.125 * (((c / b) * (a * a)) / (b * (b / c))))) / (a * 3.0);
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 3.0)))) - b) / Float64(a * 3.0)) <= -0.0007) tmp = Float64(Float64(b - sqrt(fma(b, b, Float64(c * Float64(a * -3.0))))) * Float64(-0.3333333333333333 / a)); else tmp = Float64(fma(-1.5, Float64(a / Float64(b / c)), Float64(-1.125 * Float64(Float64(Float64(c / b) * Float64(a * a)) / Float64(b * Float64(b / c))))) / Float64(a * 3.0)); end return tmp end
code[a_, b_, c_] := If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(a * 3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision], -0.0007], N[(N[(b - N[Sqrt[N[(b * b + N[(c * N[(a * -3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * N[(-0.3333333333333333 / a), $MachinePrecision]), $MachinePrecision], N[(N[(-1.5 * N[(a / N[(b / c), $MachinePrecision]), $MachinePrecision] + N[(-1.125 * N[(N[(N[(c / b), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision] / N[(b * N[(b / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - c \cdot \left(a \cdot 3\right)} - b}{a \cdot 3} \leq -0.0007:\\
\;\;\;\;\left(b - \sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -3\right)\right)}\right) \cdot \frac{-0.3333333333333333}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(-1.5, \frac{a}{\frac{b}{c}}, -1.125 \cdot \frac{\frac{c}{b} \cdot \left(a \cdot a\right)}{b \cdot \frac{b}{c}}\right)}{a \cdot 3}\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) < -6.99999999999999993e-4Initial program 79.0%
fma-neg79.1%
associate-*l*79.1%
distribute-lft-neg-in79.1%
metadata-eval79.1%
*-commutative79.1%
associate-*r*79.1%
+-commutative79.1%
sub-neg79.1%
frac-2neg79.1%
clear-num79.1%
associate-/r/79.1%
distribute-lft-neg-in79.1%
metadata-eval79.1%
associate-/r*79.1%
metadata-eval79.1%
neg-sub079.1%
Applied egg-rr79.1%
if -6.99999999999999993e-4 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) Initial program 42.9%
Taylor expanded in b around inf 89.3%
fma-def89.3%
associate-/l*89.3%
unpow289.3%
unpow289.3%
Simplified89.3%
associate-*r*89.3%
unpow389.3%
times-frac89.3%
*-commutative89.3%
associate-/l*89.3%
associate-/l*89.3%
Applied egg-rr89.3%
associate-*r/89.3%
associate-/r/89.3%
Simplified89.3%
Final simplification86.0%
(FPCore (a b c)
:precision binary64
(if (<= (/ (- (sqrt (- (* b b) (* c (* a 3.0)))) b) (* a 3.0)) -0.0007)
(* (/ (- b (sqrt (fma b b (* c (* a -3.0))))) a) -0.3333333333333333)
(/
(fma -1.5 (/ a (/ b c)) (* -1.125 (/ (* (/ c b) (* a a)) (* b (/ b c)))))
(* a 3.0))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - (c * (a * 3.0)))) - b) / (a * 3.0)) <= -0.0007) {
tmp = ((b - sqrt(fma(b, b, (c * (a * -3.0))))) / a) * -0.3333333333333333;
} else {
tmp = fma(-1.5, (a / (b / c)), (-1.125 * (((c / b) * (a * a)) / (b * (b / c))))) / (a * 3.0);
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 3.0)))) - b) / Float64(a * 3.0)) <= -0.0007) tmp = Float64(Float64(Float64(b - sqrt(fma(b, b, Float64(c * Float64(a * -3.0))))) / a) * -0.3333333333333333); else tmp = Float64(fma(-1.5, Float64(a / Float64(b / c)), Float64(-1.125 * Float64(Float64(Float64(c / b) * Float64(a * a)) / Float64(b * Float64(b / c))))) / Float64(a * 3.0)); end return tmp end
code[a_, b_, c_] := If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(a * 3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision], -0.0007], N[(N[(N[(b - N[Sqrt[N[(b * b + N[(c * N[(a * -3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / a), $MachinePrecision] * -0.3333333333333333), $MachinePrecision], N[(N[(-1.5 * N[(a / N[(b / c), $MachinePrecision]), $MachinePrecision] + N[(-1.125 * N[(N[(N[(c / b), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision] / N[(b * N[(b / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - c \cdot \left(a \cdot 3\right)} - b}{a \cdot 3} \leq -0.0007:\\
\;\;\;\;\frac{b - \sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -3\right)\right)}}{a} \cdot -0.3333333333333333\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(-1.5, \frac{a}{\frac{b}{c}}, -1.125 \cdot \frac{\frac{c}{b} \cdot \left(a \cdot a\right)}{b \cdot \frac{b}{c}}\right)}{a \cdot 3}\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) < -6.99999999999999993e-4Initial program 79.0%
Applied egg-rr79.1%
if -6.99999999999999993e-4 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) Initial program 42.9%
Taylor expanded in b around inf 89.3%
fma-def89.3%
associate-/l*89.3%
unpow289.3%
unpow289.3%
Simplified89.3%
associate-*r*89.3%
unpow389.3%
times-frac89.3%
*-commutative89.3%
associate-/l*89.3%
associate-/l*89.3%
Applied egg-rr89.3%
associate-*r/89.3%
associate-/r/89.3%
Simplified89.3%
Final simplification86.0%
(FPCore (a b c)
:precision binary64
(if (<= (/ (- (sqrt (- (* b b) (* c (* a 3.0)))) b) (* a 3.0)) -0.0007)
(*
-0.3333333333333333
(* (/ -1.0 a) (- (sqrt (+ (* b b) (* a (* c -3.0)))) b)))
(/
(fma -1.5 (/ a (/ b c)) (* -1.125 (/ (* (/ c b) (* a a)) (* b (/ b c)))))
(* a 3.0))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - (c * (a * 3.0)))) - b) / (a * 3.0)) <= -0.0007) {
tmp = -0.3333333333333333 * ((-1.0 / a) * (sqrt(((b * b) + (a * (c * -3.0)))) - b));
} else {
tmp = fma(-1.5, (a / (b / c)), (-1.125 * (((c / b) * (a * a)) / (b * (b / c))))) / (a * 3.0);
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 3.0)))) - b) / Float64(a * 3.0)) <= -0.0007) tmp = Float64(-0.3333333333333333 * Float64(Float64(-1.0 / a) * Float64(sqrt(Float64(Float64(b * b) + Float64(a * Float64(c * -3.0)))) - b))); else tmp = Float64(fma(-1.5, Float64(a / Float64(b / c)), Float64(-1.125 * Float64(Float64(Float64(c / b) * Float64(a * a)) / Float64(b * Float64(b / c))))) / Float64(a * 3.0)); end return tmp end
code[a_, b_, c_] := If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(a * 3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision], -0.0007], N[(-0.3333333333333333 * N[(N[(-1.0 / a), $MachinePrecision] * N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] + N[(a * N[(c * -3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(-1.5 * N[(a / N[(b / c), $MachinePrecision]), $MachinePrecision] + N[(-1.125 * N[(N[(N[(c / b), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision] / N[(b * N[(b / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - c \cdot \left(a \cdot 3\right)} - b}{a \cdot 3} \leq -0.0007:\\
\;\;\;\;-0.3333333333333333 \cdot \left(\frac{-1}{a} \cdot \left(\sqrt{b \cdot b + a \cdot \left(c \cdot -3\right)} - b\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(-1.5, \frac{a}{\frac{b}{c}}, -1.125 \cdot \frac{\frac{c}{b} \cdot \left(a \cdot a\right)}{b \cdot \frac{b}{c}}\right)}{a \cdot 3}\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) < -6.99999999999999993e-4Initial program 79.0%
neg-sub079.0%
sqr-neg79.0%
associate-+l-79.0%
sub0-neg79.0%
neg-mul-179.0%
Simplified79.1%
fma-udef79.0%
associate-*r*79.0%
*-commutative79.0%
metadata-eval79.0%
cancel-sign-sub-inv79.0%
associate-*l*79.0%
flip--78.7%
clear-num78.5%
sqrt-div78.4%
metadata-eval78.4%
clear-num78.4%
flip--78.5%
fma-neg78.7%
distribute-lft-neg-in78.7%
*-commutative78.7%
Applied egg-rr78.7%
*-commutative78.7%
metadata-eval78.7%
div-inv78.7%
expm1-log1p78.6%
clear-num78.5%
associate-/r/78.6%
expm1-log1p78.6%
frac-2neg78.6%
associate-/r/78.6%
associate-*l*78.6%
neg-mul-178.6%
associate-/r*78.6%
metadata-eval78.6%
*-commutative78.6%
Applied egg-rr79.0%
associate-*r*79.0%
Simplified79.0%
fma-udef79.0%
+-commutative79.0%
Applied egg-rr79.0%
if -6.99999999999999993e-4 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) Initial program 42.9%
Taylor expanded in b around inf 89.3%
fma-def89.3%
associate-/l*89.3%
unpow289.3%
unpow289.3%
Simplified89.3%
associate-*r*89.3%
unpow389.3%
times-frac89.3%
*-commutative89.3%
associate-/l*89.3%
associate-/l*89.3%
Applied egg-rr89.3%
associate-*r/89.3%
associate-/r/89.3%
Simplified89.3%
Final simplification86.0%
(FPCore (a b c)
:precision binary64
(if (<= (/ (- (sqrt (- (* b b) (* c (* a 3.0)))) b) (* a 3.0)) -0.0007)
(*
-0.3333333333333333
(* (/ -1.0 a) (- (sqrt (+ (* b b) (* a (* c -3.0)))) b)))
(/
(+ (* -1.5 (/ (* c a) b)) (* -1.125 (* (/ a (/ b a)) (* (/ c b) (/ c b)))))
(* a 3.0))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - (c * (a * 3.0)))) - b) / (a * 3.0)) <= -0.0007) {
tmp = -0.3333333333333333 * ((-1.0 / a) * (sqrt(((b * b) + (a * (c * -3.0)))) - b));
} else {
tmp = ((-1.5 * ((c * a) / b)) + (-1.125 * ((a / (b / a)) * ((c / b) * (c / b))))) / (a * 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 * (a * 3.0d0)))) - b) / (a * 3.0d0)) <= (-0.0007d0)) then
tmp = (-0.3333333333333333d0) * (((-1.0d0) / a) * (sqrt(((b * b) + (a * (c * (-3.0d0))))) - b))
else
tmp = (((-1.5d0) * ((c * a) / b)) + ((-1.125d0) * ((a / (b / a)) * ((c / b) * (c / b))))) / (a * 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 * (a * 3.0)))) - b) / (a * 3.0)) <= -0.0007) {
tmp = -0.3333333333333333 * ((-1.0 / a) * (Math.sqrt(((b * b) + (a * (c * -3.0)))) - b));
} else {
tmp = ((-1.5 * ((c * a) / b)) + (-1.125 * ((a / (b / a)) * ((c / b) * (c / b))))) / (a * 3.0);
}
return tmp;
}
def code(a, b, c): tmp = 0 if ((math.sqrt(((b * b) - (c * (a * 3.0)))) - b) / (a * 3.0)) <= -0.0007: tmp = -0.3333333333333333 * ((-1.0 / a) * (math.sqrt(((b * b) + (a * (c * -3.0)))) - b)) else: tmp = ((-1.5 * ((c * a) / b)) + (-1.125 * ((a / (b / a)) * ((c / b) * (c / b))))) / (a * 3.0) return tmp
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 3.0)))) - b) / Float64(a * 3.0)) <= -0.0007) tmp = Float64(-0.3333333333333333 * Float64(Float64(-1.0 / a) * Float64(sqrt(Float64(Float64(b * b) + Float64(a * Float64(c * -3.0)))) - b))); else tmp = Float64(Float64(Float64(-1.5 * Float64(Float64(c * a) / b)) + Float64(-1.125 * Float64(Float64(a / Float64(b / a)) * Float64(Float64(c / b) * Float64(c / b))))) / Float64(a * 3.0)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (((sqrt(((b * b) - (c * (a * 3.0)))) - b) / (a * 3.0)) <= -0.0007) tmp = -0.3333333333333333 * ((-1.0 / a) * (sqrt(((b * b) + (a * (c * -3.0)))) - b)); else tmp = ((-1.5 * ((c * a) / b)) + (-1.125 * ((a / (b / a)) * ((c / b) * (c / b))))) / (a * 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[(a * 3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision], -0.0007], N[(-0.3333333333333333 * N[(N[(-1.0 / a), $MachinePrecision] * N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] + N[(a * N[(c * -3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[(-1.5 * N[(N[(c * a), $MachinePrecision] / b), $MachinePrecision]), $MachinePrecision] + N[(-1.125 * N[(N[(a / N[(b / a), $MachinePrecision]), $MachinePrecision] * N[(N[(c / b), $MachinePrecision] * N[(c / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - c \cdot \left(a \cdot 3\right)} - b}{a \cdot 3} \leq -0.0007:\\
\;\;\;\;-0.3333333333333333 \cdot \left(\frac{-1}{a} \cdot \left(\sqrt{b \cdot b + a \cdot \left(c \cdot -3\right)} - b\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{-1.5 \cdot \frac{c \cdot a}{b} + -1.125 \cdot \left(\frac{a}{\frac{b}{a}} \cdot \left(\frac{c}{b} \cdot \frac{c}{b}\right)\right)}{a \cdot 3}\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) < -6.99999999999999993e-4Initial program 79.0%
neg-sub079.0%
sqr-neg79.0%
associate-+l-79.0%
sub0-neg79.0%
neg-mul-179.0%
Simplified79.1%
fma-udef79.0%
associate-*r*79.0%
*-commutative79.0%
metadata-eval79.0%
cancel-sign-sub-inv79.0%
associate-*l*79.0%
flip--78.7%
clear-num78.5%
sqrt-div78.4%
metadata-eval78.4%
clear-num78.4%
flip--78.5%
fma-neg78.7%
distribute-lft-neg-in78.7%
*-commutative78.7%
Applied egg-rr78.7%
*-commutative78.7%
metadata-eval78.7%
div-inv78.7%
expm1-log1p78.6%
clear-num78.5%
associate-/r/78.6%
expm1-log1p78.6%
frac-2neg78.6%
associate-/r/78.6%
associate-*l*78.6%
neg-mul-178.6%
associate-/r*78.6%
metadata-eval78.6%
*-commutative78.6%
Applied egg-rr79.0%
associate-*r*79.0%
Simplified79.0%
fma-udef79.0%
+-commutative79.0%
Applied egg-rr79.0%
if -6.99999999999999993e-4 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) Initial program 42.9%
Taylor expanded in b around inf 89.3%
*-commutative89.3%
unpow389.3%
times-frac89.3%
unpow289.3%
unpow289.3%
Applied egg-rr89.3%
*-commutative89.3%
associate-/l*89.3%
times-frac89.3%
Simplified89.3%
Final simplification86.0%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (/ (- (sqrt (- (* b b) (* c (* a 3.0)))) b) (* a 3.0))))
(if (<= t_0 -0.0007)
t_0
(/
(+
(* -1.5 (/ (* c a) b))
(* -1.125 (* (/ a (/ b a)) (* (/ c b) (/ c b)))))
(* a 3.0)))))
double code(double a, double b, double c) {
double t_0 = (sqrt(((b * b) - (c * (a * 3.0)))) - b) / (a * 3.0);
double tmp;
if (t_0 <= -0.0007) {
tmp = t_0;
} else {
tmp = ((-1.5 * ((c * a) / b)) + (-1.125 * ((a / (b / a)) * ((c / b) * (c / b))))) / (a * 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) :: tmp
t_0 = (sqrt(((b * b) - (c * (a * 3.0d0)))) - b) / (a * 3.0d0)
if (t_0 <= (-0.0007d0)) then
tmp = t_0
else
tmp = (((-1.5d0) * ((c * a) / b)) + ((-1.125d0) * ((a / (b / a)) * ((c / b) * (c / b))))) / (a * 3.0d0)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double t_0 = (Math.sqrt(((b * b) - (c * (a * 3.0)))) - b) / (a * 3.0);
double tmp;
if (t_0 <= -0.0007) {
tmp = t_0;
} else {
tmp = ((-1.5 * ((c * a) / b)) + (-1.125 * ((a / (b / a)) * ((c / b) * (c / b))))) / (a * 3.0);
}
return tmp;
}
def code(a, b, c): t_0 = (math.sqrt(((b * b) - (c * (a * 3.0)))) - b) / (a * 3.0) tmp = 0 if t_0 <= -0.0007: tmp = t_0 else: tmp = ((-1.5 * ((c * a) / b)) + (-1.125 * ((a / (b / a)) * ((c / b) * (c / b))))) / (a * 3.0) return tmp
function code(a, b, c) t_0 = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 3.0)))) - b) / Float64(a * 3.0)) tmp = 0.0 if (t_0 <= -0.0007) tmp = t_0; else tmp = Float64(Float64(Float64(-1.5 * Float64(Float64(c * a) / b)) + Float64(-1.125 * Float64(Float64(a / Float64(b / a)) * Float64(Float64(c / b) * Float64(c / b))))) / Float64(a * 3.0)); end return tmp end
function tmp_2 = code(a, b, c) t_0 = (sqrt(((b * b) - (c * (a * 3.0)))) - b) / (a * 3.0); tmp = 0.0; if (t_0 <= -0.0007) tmp = t_0; else tmp = ((-1.5 * ((c * a) / b)) + (-1.125 * ((a / (b / a)) * ((c / b) * (c / b))))) / (a * 3.0); end tmp_2 = tmp; end
code[a_, b_, c_] := Block[{t$95$0 = N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(a * 3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, -0.0007], t$95$0, N[(N[(N[(-1.5 * N[(N[(c * a), $MachinePrecision] / b), $MachinePrecision]), $MachinePrecision] + N[(-1.125 * N[(N[(a / N[(b / a), $MachinePrecision]), $MachinePrecision] * N[(N[(c / b), $MachinePrecision] * N[(c / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{\sqrt{b \cdot b - c \cdot \left(a \cdot 3\right)} - b}{a \cdot 3}\\
\mathbf{if}\;t_0 \leq -0.0007:\\
\;\;\;\;t_0\\
\mathbf{else}:\\
\;\;\;\;\frac{-1.5 \cdot \frac{c \cdot a}{b} + -1.125 \cdot \left(\frac{a}{\frac{b}{a}} \cdot \left(\frac{c}{b} \cdot \frac{c}{b}\right)\right)}{a \cdot 3}\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) < -6.99999999999999993e-4Initial program 79.0%
if -6.99999999999999993e-4 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) Initial program 42.9%
Taylor expanded in b around inf 89.3%
*-commutative89.3%
unpow389.3%
times-frac89.3%
unpow289.3%
unpow289.3%
Applied egg-rr89.3%
*-commutative89.3%
associate-/l*89.3%
times-frac89.3%
Simplified89.3%
Final simplification86.0%
(FPCore (a b c) :precision binary64 (/ (+ (* -1.5 (/ (* c a) b)) (* -1.125 (* (/ a (/ b a)) (* (/ c b) (/ c b))))) (* a 3.0)))
double code(double a, double b, double c) {
return ((-1.5 * ((c * a) / b)) + (-1.125 * ((a / (b / a)) * ((c / b) * (c / b))))) / (a * 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 = (((-1.5d0) * ((c * a) / b)) + ((-1.125d0) * ((a / (b / a)) * ((c / b) * (c / b))))) / (a * 3.0d0)
end function
public static double code(double a, double b, double c) {
return ((-1.5 * ((c * a) / b)) + (-1.125 * ((a / (b / a)) * ((c / b) * (c / b))))) / (a * 3.0);
}
def code(a, b, c): return ((-1.5 * ((c * a) / b)) + (-1.125 * ((a / (b / a)) * ((c / b) * (c / b))))) / (a * 3.0)
function code(a, b, c) return Float64(Float64(Float64(-1.5 * Float64(Float64(c * a) / b)) + Float64(-1.125 * Float64(Float64(a / Float64(b / a)) * Float64(Float64(c / b) * Float64(c / b))))) / Float64(a * 3.0)) end
function tmp = code(a, b, c) tmp = ((-1.5 * ((c * a) / b)) + (-1.125 * ((a / (b / a)) * ((c / b) * (c / b))))) / (a * 3.0); end
code[a_, b_, c_] := N[(N[(N[(-1.5 * N[(N[(c * a), $MachinePrecision] / b), $MachinePrecision]), $MachinePrecision] + N[(-1.125 * N[(N[(a / N[(b / a), $MachinePrecision]), $MachinePrecision] * N[(N[(c / b), $MachinePrecision] * N[(c / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{-1.5 \cdot \frac{c \cdot a}{b} + -1.125 \cdot \left(\frac{a}{\frac{b}{a}} \cdot \left(\frac{c}{b} \cdot \frac{c}{b}\right)\right)}{a \cdot 3}
\end{array}
Initial program 54.4%
Taylor expanded in b around inf 79.6%
*-commutative79.6%
unpow379.6%
times-frac79.6%
unpow279.6%
unpow279.6%
Applied egg-rr79.6%
*-commutative79.6%
associate-/l*79.6%
times-frac79.6%
Simplified79.6%
Final simplification79.6%
(FPCore (a b c) :precision binary64 (* (/ c b) -0.5))
double code(double a, double b, double c) {
return (c / b) * -0.5;
}
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) * (-0.5d0)
end function
public static double code(double a, double b, double c) {
return (c / b) * -0.5;
}
def code(a, b, c): return (c / b) * -0.5
function code(a, b, c) return Float64(Float64(c / b) * -0.5) end
function tmp = code(a, b, c) tmp = (c / b) * -0.5; end
code[a_, b_, c_] := N[(N[(c / b), $MachinePrecision] * -0.5), $MachinePrecision]
\begin{array}{l}
\\
\frac{c}{b} \cdot -0.5
\end{array}
Initial program 54.4%
Taylor expanded in b around inf 64.6%
Final simplification64.6%
herbie shell --seed 2023297
(FPCore (a b c)
:name "Cubic critical, 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) (* (* 3.0 a) c)))) (* 3.0 a)))