
(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
(/
(fma
-2.0
(* (pow a 2.0) (/ (pow c 3.0) (pow b 4.0)))
(-
(-
(/ (* (/ -0.25 a) (* (pow (* a c) 4.0) 20.0)) (pow b 6.0))
(/ (* a (pow c 2.0)) (pow b 2.0)))
c))
b))
double code(double a, double b, double c) {
return fma(-2.0, (pow(a, 2.0) * (pow(c, 3.0) / pow(b, 4.0))), (((((-0.25 / a) * (pow((a * c), 4.0) * 20.0)) / pow(b, 6.0)) - ((a * pow(c, 2.0)) / pow(b, 2.0))) - c)) / b;
}
function code(a, b, c) return Float64(fma(-2.0, Float64((a ^ 2.0) * Float64((c ^ 3.0) / (b ^ 4.0))), Float64(Float64(Float64(Float64(Float64(-0.25 / a) * Float64((Float64(a * c) ^ 4.0) * 20.0)) / (b ^ 6.0)) - Float64(Float64(a * (c ^ 2.0)) / (b ^ 2.0))) - c)) / b) end
code[a_, b_, c_] := N[(N[(-2.0 * N[(N[Power[a, 2.0], $MachinePrecision] * N[(N[Power[c, 3.0], $MachinePrecision] / N[Power[b, 4.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(N[(N[(N[(-0.25 / a), $MachinePrecision] * N[(N[Power[N[(a * c), $MachinePrecision], 4.0], $MachinePrecision] * 20.0), $MachinePrecision]), $MachinePrecision] / N[Power[b, 6.0], $MachinePrecision]), $MachinePrecision] - N[(N[(a * N[Power[c, 2.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - c), $MachinePrecision]), $MachinePrecision] / b), $MachinePrecision]
\begin{array}{l}
\\
\frac{\mathsf{fma}\left(-2, {a}^{2} \cdot \frac{{c}^{3}}{{b}^{4}}, \left(\frac{\frac{-0.25}{a} \cdot \left({\left(a \cdot c\right)}^{4} \cdot 20\right)}{{b}^{6}} - \frac{a \cdot {c}^{2}}{{b}^{2}}\right) - c\right)}{b}
\end{array}
Initial program 31.2%
*-commutative31.2%
Simplified31.2%
Taylor expanded in b around inf 96.8%
Simplified96.8%
associate-*r/96.8%
associate-*r*96.8%
pow-prod-down96.8%
*-commutative96.8%
Applied egg-rr96.8%
Final simplification96.8%
(FPCore (a b c)
:precision binary64
(-
(*
a
(-
(*
a
(+
(* -2.0 (/ (pow c 3.0) (pow b 5.0)))
(* -0.25 (/ (* a (/ (* 20.0 (pow c 4.0)) (pow b 6.0))) b))))
(/ (pow c 2.0) (pow b 3.0))))
(/ c b)))
double code(double a, double b, double c) {
return (a * ((a * ((-2.0 * (pow(c, 3.0) / pow(b, 5.0))) + (-0.25 * ((a * ((20.0 * pow(c, 4.0)) / pow(b, 6.0))) / b)))) - (pow(c, 2.0) / pow(b, 3.0)))) - (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 * ((a * (((-2.0d0) * ((c ** 3.0d0) / (b ** 5.0d0))) + ((-0.25d0) * ((a * ((20.0d0 * (c ** 4.0d0)) / (b ** 6.0d0))) / b)))) - ((c ** 2.0d0) / (b ** 3.0d0)))) - (c / b)
end function
public static double code(double a, double b, double c) {
return (a * ((a * ((-2.0 * (Math.pow(c, 3.0) / Math.pow(b, 5.0))) + (-0.25 * ((a * ((20.0 * Math.pow(c, 4.0)) / Math.pow(b, 6.0))) / b)))) - (Math.pow(c, 2.0) / Math.pow(b, 3.0)))) - (c / b);
}
def code(a, b, c): return (a * ((a * ((-2.0 * (math.pow(c, 3.0) / math.pow(b, 5.0))) + (-0.25 * ((a * ((20.0 * math.pow(c, 4.0)) / math.pow(b, 6.0))) / b)))) - (math.pow(c, 2.0) / math.pow(b, 3.0)))) - (c / b)
function code(a, b, c) return Float64(Float64(a * Float64(Float64(a * Float64(Float64(-2.0 * Float64((c ^ 3.0) / (b ^ 5.0))) + Float64(-0.25 * Float64(Float64(a * Float64(Float64(20.0 * (c ^ 4.0)) / (b ^ 6.0))) / b)))) - Float64((c ^ 2.0) / (b ^ 3.0)))) - Float64(c / b)) end
function tmp = code(a, b, c) tmp = (a * ((a * ((-2.0 * ((c ^ 3.0) / (b ^ 5.0))) + (-0.25 * ((a * ((20.0 * (c ^ 4.0)) / (b ^ 6.0))) / b)))) - ((c ^ 2.0) / (b ^ 3.0)))) - (c / b); end
code[a_, b_, c_] := N[(N[(a * N[(N[(a * N[(N[(-2.0 * N[(N[Power[c, 3.0], $MachinePrecision] / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-0.25 * N[(N[(a * N[(N[(20.0 * N[Power[c, 4.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 6.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(N[Power[c, 2.0], $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(c / b), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
a \cdot \left(a \cdot \left(-2 \cdot \frac{{c}^{3}}{{b}^{5}} + -0.25 \cdot \frac{a \cdot \frac{20 \cdot {c}^{4}}{{b}^{6}}}{b}\right) - \frac{{c}^{2}}{{b}^{3}}\right) - \frac{c}{b}
\end{array}
Initial program 31.2%
*-commutative31.2%
Simplified31.2%
Taylor expanded in a around 0 96.8%
Taylor expanded in b around 0 96.8%
distribute-rgt-out96.8%
metadata-eval96.8%
Simplified96.8%
Final simplification96.8%
(FPCore (a b c)
:precision binary64
(/
(+
c
(fma
2.0
(/ (* (pow a 2.0) (pow c 3.0)) (pow b 4.0))
(* a (pow (/ (- c) b) 2.0))))
(- b)))
double code(double a, double b, double c) {
return (c + fma(2.0, ((pow(a, 2.0) * pow(c, 3.0)) / pow(b, 4.0)), (a * pow((-c / b), 2.0)))) / -b;
}
function code(a, b, c) return Float64(Float64(c + fma(2.0, Float64(Float64((a ^ 2.0) * (c ^ 3.0)) / (b ^ 4.0)), Float64(a * (Float64(Float64(-c) / b) ^ 2.0)))) / Float64(-b)) end
code[a_, b_, c_] := N[(N[(c + N[(2.0 * N[(N[(N[Power[a, 2.0], $MachinePrecision] * N[Power[c, 3.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 4.0], $MachinePrecision]), $MachinePrecision] + N[(a * N[Power[N[((-c) / b), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / (-b)), $MachinePrecision]
\begin{array}{l}
\\
\frac{c + \mathsf{fma}\left(2, \frac{{a}^{2} \cdot {c}^{3}}{{b}^{4}}, a \cdot {\left(\frac{-c}{b}\right)}^{2}\right)}{-b}
\end{array}
Initial program 31.2%
*-commutative31.2%
Simplified31.2%
Taylor expanded in c around 0 95.0%
Taylor expanded in b around -inf 95.3%
mul-1-neg95.3%
distribute-neg-frac295.3%
Simplified95.3%
Final simplification95.3%
(FPCore (a b c) :precision binary64 (/ (- (- (* -2.0 (/ (* (pow a 2.0) (pow c 3.0)) (pow b 4.0))) c) (* a (pow (/ (- c) b) 2.0))) b))
double code(double a, double b, double c) {
return (((-2.0 * ((pow(a, 2.0) * pow(c, 3.0)) / pow(b, 4.0))) - c) - (a * pow((-c / b), 2.0))) / b;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = ((((-2.0d0) * (((a ** 2.0d0) * (c ** 3.0d0)) / (b ** 4.0d0))) - c) - (a * ((-c / b) ** 2.0d0))) / b
end function
public static double code(double a, double b, double c) {
return (((-2.0 * ((Math.pow(a, 2.0) * Math.pow(c, 3.0)) / Math.pow(b, 4.0))) - c) - (a * Math.pow((-c / b), 2.0))) / b;
}
def code(a, b, c): return (((-2.0 * ((math.pow(a, 2.0) * math.pow(c, 3.0)) / math.pow(b, 4.0))) - c) - (a * math.pow((-c / b), 2.0))) / b
function code(a, b, c) return Float64(Float64(Float64(Float64(-2.0 * Float64(Float64((a ^ 2.0) * (c ^ 3.0)) / (b ^ 4.0))) - c) - Float64(a * (Float64(Float64(-c) / b) ^ 2.0))) / b) end
function tmp = code(a, b, c) tmp = (((-2.0 * (((a ^ 2.0) * (c ^ 3.0)) / (b ^ 4.0))) - c) - (a * ((-c / b) ^ 2.0))) / b; end
code[a_, b_, c_] := N[(N[(N[(N[(-2.0 * N[(N[(N[Power[a, 2.0], $MachinePrecision] * N[Power[c, 3.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 4.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - c), $MachinePrecision] - N[(a * N[Power[N[((-c) / b), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / b), $MachinePrecision]
\begin{array}{l}
\\
\frac{\left(-2 \cdot \frac{{a}^{2} \cdot {c}^{3}}{{b}^{4}} - c\right) - a \cdot {\left(\frac{-c}{b}\right)}^{2}}{b}
\end{array}
Initial program 31.2%
*-commutative31.2%
Simplified31.2%
Taylor expanded in c around 0 95.0%
Taylor expanded in b around inf 95.2%
Simplified95.2%
Final simplification95.2%
(FPCore (a b c) :precision binary64 (- (* a (- (* -2.0 (/ (* a (pow c 3.0)) (pow b 5.0))) (/ (pow c 2.0) (pow b 3.0)))) (/ c b)))
double code(double a, double b, double c) {
return (a * ((-2.0 * ((a * pow(c, 3.0)) / pow(b, 5.0))) - (pow(c, 2.0) / pow(b, 3.0)))) - (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 * (((-2.0d0) * ((a * (c ** 3.0d0)) / (b ** 5.0d0))) - ((c ** 2.0d0) / (b ** 3.0d0)))) - (c / b)
end function
public static double code(double a, double b, double c) {
return (a * ((-2.0 * ((a * Math.pow(c, 3.0)) / Math.pow(b, 5.0))) - (Math.pow(c, 2.0) / Math.pow(b, 3.0)))) - (c / b);
}
def code(a, b, c): return (a * ((-2.0 * ((a * math.pow(c, 3.0)) / math.pow(b, 5.0))) - (math.pow(c, 2.0) / math.pow(b, 3.0)))) - (c / b)
function code(a, b, c) return Float64(Float64(a * Float64(Float64(-2.0 * Float64(Float64(a * (c ^ 3.0)) / (b ^ 5.0))) - Float64((c ^ 2.0) / (b ^ 3.0)))) - Float64(c / b)) end
function tmp = code(a, b, c) tmp = (a * ((-2.0 * ((a * (c ^ 3.0)) / (b ^ 5.0))) - ((c ^ 2.0) / (b ^ 3.0)))) - (c / b); end
code[a_, b_, c_] := N[(N[(a * N[(N[(-2.0 * N[(N[(a * N[Power[c, 3.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(N[Power[c, 2.0], $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(c / b), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
a \cdot \left(-2 \cdot \frac{a \cdot {c}^{3}}{{b}^{5}} - \frac{{c}^{2}}{{b}^{3}}\right) - \frac{c}{b}
\end{array}
Initial program 31.2%
*-commutative31.2%
Simplified31.2%
Taylor expanded in c around 0 95.0%
Taylor expanded in a around 0 95.2%
mul-1-neg95.2%
distribute-frac-neg295.2%
+-commutative95.2%
distribute-frac-neg295.2%
unsub-neg95.2%
mul-1-neg95.2%
unsub-neg95.2%
Simplified95.2%
Final simplification95.2%
(FPCore (a b c) :precision binary64 (* c (+ (/ (- (* -2.0 (pow (* a c) 2.0)) (* a (* c (pow b 2.0)))) (pow b 5.0)) (/ -1.0 b))))
double code(double a, double b, double c) {
return c * ((((-2.0 * pow((a * c), 2.0)) - (a * (c * pow(b, 2.0)))) / pow(b, 5.0)) + (-1.0 / 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 * (((((-2.0d0) * ((a * c) ** 2.0d0)) - (a * (c * (b ** 2.0d0)))) / (b ** 5.0d0)) + ((-1.0d0) / b))
end function
public static double code(double a, double b, double c) {
return c * ((((-2.0 * Math.pow((a * c), 2.0)) - (a * (c * Math.pow(b, 2.0)))) / Math.pow(b, 5.0)) + (-1.0 / b));
}
def code(a, b, c): return c * ((((-2.0 * math.pow((a * c), 2.0)) - (a * (c * math.pow(b, 2.0)))) / math.pow(b, 5.0)) + (-1.0 / b))
function code(a, b, c) return Float64(c * Float64(Float64(Float64(Float64(-2.0 * (Float64(a * c) ^ 2.0)) - Float64(a * Float64(c * (b ^ 2.0)))) / (b ^ 5.0)) + Float64(-1.0 / b))) end
function tmp = code(a, b, c) tmp = c * ((((-2.0 * ((a * c) ^ 2.0)) - (a * (c * (b ^ 2.0)))) / (b ^ 5.0)) + (-1.0 / b)); end
code[a_, b_, c_] := N[(c * N[(N[(N[(N[(-2.0 * N[Power[N[(a * c), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision] - N[(a * N[(c * N[Power[b, 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision] + N[(-1.0 / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
c \cdot \left(\frac{-2 \cdot {\left(a \cdot c\right)}^{2} - a \cdot \left(c \cdot {b}^{2}\right)}{{b}^{5}} + \frac{-1}{b}\right)
\end{array}
Initial program 31.2%
*-commutative31.2%
Simplified31.2%
Taylor expanded in c around 0 95.0%
Taylor expanded in b around 0 95.0%
mul-1-neg95.0%
unsub-neg95.0%
unpow295.0%
unpow295.0%
swap-sqr95.0%
unpow295.0%
*-commutative95.0%
Simplified95.0%
Final simplification95.0%
(FPCore (a b c) :precision binary64 (/ (+ c (* a (pow (/ (- c) b) 2.0))) (- b)))
double code(double a, double b, double c) {
return (c + (a * pow((-c / b), 2.0))) / -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 + (a * ((-c / b) ** 2.0d0))) / -b
end function
public static double code(double a, double b, double c) {
return (c + (a * Math.pow((-c / b), 2.0))) / -b;
}
def code(a, b, c): return (c + (a * math.pow((-c / b), 2.0))) / -b
function code(a, b, c) return Float64(Float64(c + Float64(a * (Float64(Float64(-c) / b) ^ 2.0))) / Float64(-b)) end
function tmp = code(a, b, c) tmp = (c + (a * ((-c / b) ^ 2.0))) / -b; end
code[a_, b_, c_] := N[(N[(c + N[(a * N[Power[N[((-c) / b), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / (-b)), $MachinePrecision]
\begin{array}{l}
\\
\frac{c + a \cdot {\left(\frac{-c}{b}\right)}^{2}}{-b}
\end{array}
Initial program 31.2%
*-commutative31.2%
Simplified31.2%
Taylor expanded in a around 0 91.8%
mul-1-neg91.8%
unsub-neg91.8%
mul-1-neg91.8%
distribute-neg-frac291.8%
associate-/l*91.8%
Simplified91.8%
Taylor expanded in b around inf 91.8%
mul-1-neg91.8%
unsub-neg91.8%
mul-1-neg91.8%
associate-/l*91.8%
unpow291.8%
unpow291.8%
times-frac91.8%
sqr-neg91.8%
distribute-frac-neg291.8%
distribute-frac-neg291.8%
unpow291.8%
distribute-frac-neg291.8%
distribute-frac-neg91.8%
Simplified91.8%
Final simplification91.8%
(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 31.2%
*-commutative31.2%
Simplified31.2%
Taylor expanded in b around inf 81.4%
associate-*r/81.4%
mul-1-neg81.4%
Simplified81.4%
Final simplification81.4%
herbie shell --seed 2024096
(FPCore (a b c)
:name "Quadratic roots, medium range"
:precision binary64
:pre (and (and (and (< 1.1102230246251565e-16 a) (< a 9007199254740992.0)) (and (< 1.1102230246251565e-16 b) (< b 9007199254740992.0))) (and (< 1.1102230246251565e-16 c) (< c 9007199254740992.0)))
(/ (+ (- b) (sqrt (- (* b b) (* (* 4.0 a) c)))) (* 2.0 a)))