
(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 7 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (a b c) :precision binary64 (/ (+ (- b) (sqrt (- (* b b) (* (* 4.0 a) c)))) (* 2.0 a)))
double code(double a, double b, double c) {
return (-b + sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a);
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = (-b + sqrt(((b * b) - ((4.0d0 * a) * c)))) / (2.0d0 * a)
end function
public static double code(double a, double b, double c) {
return (-b + Math.sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a);
}
def code(a, b, c): return (-b + math.sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a)
function code(a, b, c) return Float64(Float64(Float64(-b) + sqrt(Float64(Float64(b * b) - Float64(Float64(4.0 * a) * c)))) / Float64(2.0 * a)) end
function tmp = code(a, b, c) tmp = (-b + sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a); end
code[a_, b_, c_] := N[(N[((-b) + N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(4.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\left(-b\right) + \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}}{2 \cdot a}
\end{array}
(FPCore (a b c) :precision binary64 (/ (* (/ a a) (/ (* c 4.0) 2.0)) (- (- b) (sqrt (- (pow b 2.0) (* a (* c 4.0)))))))
double code(double a, double b, double c) {
return ((a / a) * ((c * 4.0) / 2.0)) / (-b - sqrt((pow(b, 2.0) - (a * (c * 4.0)))));
}
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) * ((c * 4.0d0) / 2.0d0)) / (-b - sqrt(((b ** 2.0d0) - (a * (c * 4.0d0)))))
end function
public static double code(double a, double b, double c) {
return ((a / a) * ((c * 4.0) / 2.0)) / (-b - Math.sqrt((Math.pow(b, 2.0) - (a * (c * 4.0)))));
}
def code(a, b, c): return ((a / a) * ((c * 4.0) / 2.0)) / (-b - math.sqrt((math.pow(b, 2.0) - (a * (c * 4.0)))))
function code(a, b, c) return Float64(Float64(Float64(a / a) * Float64(Float64(c * 4.0) / 2.0)) / Float64(Float64(-b) - sqrt(Float64((b ^ 2.0) - Float64(a * Float64(c * 4.0)))))) end
function tmp = code(a, b, c) tmp = ((a / a) * ((c * 4.0) / 2.0)) / (-b - sqrt(((b ^ 2.0) - (a * (c * 4.0))))); end
code[a_, b_, c_] := N[(N[(N[(a / a), $MachinePrecision] * N[(N[(c * 4.0), $MachinePrecision] / 2.0), $MachinePrecision]), $MachinePrecision] / N[((-b) - N[Sqrt[N[(N[Power[b, 2.0], $MachinePrecision] - N[(a * N[(c * 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\frac{a}{a} \cdot \frac{c \cdot 4}{2}}{\left(-b\right) - \sqrt{{b}^{2} - a \cdot \left(c \cdot 4\right)}}
\end{array}
Initial program 55.9%
*-commutative55.9%
Simplified55.9%
add-cube-cbrt55.9%
pow355.8%
Applied egg-rr55.8%
flip-+55.7%
Applied egg-rr57.2%
associate--r-99.2%
associate-*r*99.2%
*-commutative99.2%
associate-*r*99.2%
associate-*r*99.2%
*-commutative99.2%
associate-*r*99.2%
Simplified99.2%
Taylor expanded in b around 0 99.2%
*-un-lft-identity99.2%
associate-/l/99.2%
*-commutative99.2%
associate-*r*99.2%
*-commutative99.2%
*-commutative99.2%
Applied egg-rr99.2%
*-lft-identity99.2%
associate-/r*99.4%
times-frac99.5%
*-commutative99.5%
*-commutative99.5%
Simplified99.5%
(FPCore (a b c) :precision binary64 (* 2.0 (/ (* a (/ c (- (- b) (sqrt (- (pow b 2.0) (* a (* c 4.0))))))) a)))
double code(double a, double b, double c) {
return 2.0 * ((a * (c / (-b - sqrt((pow(b, 2.0) - (a * (c * 4.0))))))) / a);
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = 2.0d0 * ((a * (c / (-b - sqrt(((b ** 2.0d0) - (a * (c * 4.0d0))))))) / a)
end function
public static double code(double a, double b, double c) {
return 2.0 * ((a * (c / (-b - Math.sqrt((Math.pow(b, 2.0) - (a * (c * 4.0))))))) / a);
}
def code(a, b, c): return 2.0 * ((a * (c / (-b - math.sqrt((math.pow(b, 2.0) - (a * (c * 4.0))))))) / a)
function code(a, b, c) return Float64(2.0 * Float64(Float64(a * Float64(c / Float64(Float64(-b) - sqrt(Float64((b ^ 2.0) - Float64(a * Float64(c * 4.0))))))) / a)) end
function tmp = code(a, b, c) tmp = 2.0 * ((a * (c / (-b - sqrt(((b ^ 2.0) - (a * (c * 4.0))))))) / a); end
code[a_, b_, c_] := N[(2.0 * N[(N[(a * N[(c / N[((-b) - N[Sqrt[N[(N[Power[b, 2.0], $MachinePrecision] - N[(a * N[(c * 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
2 \cdot \frac{a \cdot \frac{c}{\left(-b\right) - \sqrt{{b}^{2} - a \cdot \left(c \cdot 4\right)}}}{a}
\end{array}
Initial program 55.9%
*-commutative55.9%
Simplified55.9%
add-cube-cbrt55.9%
pow355.8%
Applied egg-rr55.8%
flip-+55.7%
Applied egg-rr57.2%
associate--r-99.2%
associate-*r*99.2%
*-commutative99.2%
associate-*r*99.2%
associate-*r*99.2%
*-commutative99.2%
associate-*r*99.2%
Simplified99.2%
Taylor expanded in b around 0 99.2%
div-inv99.1%
associate-/l*99.1%
*-commutative99.1%
Applied egg-rr99.1%
associate-*r/99.2%
*-rgt-identity99.2%
*-commutative99.2%
times-frac99.2%
metadata-eval99.2%
associate-/l*99.4%
*-commutative99.4%
Simplified99.4%
(FPCore (a b c) :precision binary64 (/ (/ (* 4.0 (* a c)) (- (- b) (sqrt (- (* b b) (* a (* c 4.0)))))) (* a 2.0)))
double code(double a, double b, double c) {
return ((4.0 * (a * c)) / (-b - sqrt(((b * b) - (a * (c * 4.0)))))) / (a * 2.0);
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = ((4.0d0 * (a * c)) / (-b - sqrt(((b * b) - (a * (c * 4.0d0)))))) / (a * 2.0d0)
end function
public static double code(double a, double b, double c) {
return ((4.0 * (a * c)) / (-b - Math.sqrt(((b * b) - (a * (c * 4.0)))))) / (a * 2.0);
}
def code(a, b, c): return ((4.0 * (a * c)) / (-b - math.sqrt(((b * b) - (a * (c * 4.0)))))) / (a * 2.0)
function code(a, b, c) return Float64(Float64(Float64(4.0 * Float64(a * c)) / Float64(Float64(-b) - sqrt(Float64(Float64(b * b) - Float64(a * Float64(c * 4.0)))))) / Float64(a * 2.0)) end
function tmp = code(a, b, c) tmp = ((4.0 * (a * c)) / (-b - sqrt(((b * b) - (a * (c * 4.0)))))) / (a * 2.0); end
code[a_, b_, c_] := N[(N[(N[(4.0 * N[(a * c), $MachinePrecision]), $MachinePrecision] / N[((-b) - N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(a * N[(c * 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\frac{4 \cdot \left(a \cdot c\right)}{\left(-b\right) - \sqrt{b \cdot b - a \cdot \left(c \cdot 4\right)}}}{a \cdot 2}
\end{array}
Initial program 55.9%
*-commutative55.9%
Simplified55.9%
add-cube-cbrt55.9%
pow355.8%
Applied egg-rr55.8%
flip-+55.7%
Applied egg-rr57.2%
associate--r-99.2%
associate-*r*99.2%
*-commutative99.2%
associate-*r*99.2%
associate-*r*99.2%
*-commutative99.2%
associate-*r*99.2%
Simplified99.2%
Taylor expanded in b around 0 99.2%
unpow299.2%
Applied egg-rr99.2%
(FPCore (a b c) :precision binary64 (if (<= b 19.5) (/ (- (sqrt (- (* b b) (* c (* a 4.0)))) b) (* a 2.0)) (/ (/ (* 4.0 (* a c)) (* 2.0 (- (* a (/ c b)) b))) (* a 2.0))))
double code(double a, double b, double c) {
double tmp;
if (b <= 19.5) {
tmp = (sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0);
} else {
tmp = ((4.0 * (a * c)) / (2.0 * ((a * (c / b)) - b))) / (a * 2.0);
}
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 <= 19.5d0) then
tmp = (sqrt(((b * b) - (c * (a * 4.0d0)))) - b) / (a * 2.0d0)
else
tmp = ((4.0d0 * (a * c)) / (2.0d0 * ((a * (c / b)) - b))) / (a * 2.0d0)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= 19.5) {
tmp = (Math.sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0);
} else {
tmp = ((4.0 * (a * c)) / (2.0 * ((a * (c / b)) - b))) / (a * 2.0);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= 19.5: tmp = (math.sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0) else: tmp = ((4.0 * (a * c)) / (2.0 * ((a * (c / b)) - b))) / (a * 2.0) return tmp
function code(a, b, c) tmp = 0.0 if (b <= 19.5) tmp = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))) - b) / Float64(a * 2.0)); else tmp = Float64(Float64(Float64(4.0 * Float64(a * c)) / Float64(2.0 * Float64(Float64(a * Float64(c / b)) - b))) / Float64(a * 2.0)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= 19.5) tmp = (sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0); else tmp = ((4.0 * (a * c)) / (2.0 * ((a * (c / b)) - b))) / (a * 2.0); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, 19.5], N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(a * 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(4.0 * N[(a * c), $MachinePrecision]), $MachinePrecision] / N[(2.0 * N[(N[(a * N[(c / b), $MachinePrecision]), $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 19.5:\\
\;\;\;\;\frac{\sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)} - b}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{\frac{4 \cdot \left(a \cdot c\right)}{2 \cdot \left(a \cdot \frac{c}{b} - b\right)}}{a \cdot 2}\\
\end{array}
\end{array}
if b < 19.5Initial program 79.1%
if 19.5 < b Initial program 47.8%
*-commutative47.8%
Simplified47.8%
add-cube-cbrt47.8%
pow347.8%
Applied egg-rr47.8%
flip-+47.7%
Applied egg-rr49.1%
associate--r-99.2%
associate-*r*99.2%
*-commutative99.2%
associate-*r*99.2%
associate-*r*99.2%
*-commutative99.2%
associate-*r*99.2%
Simplified99.2%
Taylor expanded in b around 0 99.2%
Taylor expanded in a around 0 89.1%
distribute-lft-out--89.1%
associate-/l*89.1%
Simplified89.1%
Final simplification86.5%
(FPCore (a b c) :precision binary64 (/ (/ (* 4.0 (* a c)) (* 2.0 (- (* a (/ c b)) b))) (* a 2.0)))
double code(double a, double b, double c) {
return ((4.0 * (a * c)) / (2.0 * ((a * (c / b)) - b))) / (a * 2.0);
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = ((4.0d0 * (a * c)) / (2.0d0 * ((a * (c / b)) - b))) / (a * 2.0d0)
end function
public static double code(double a, double b, double c) {
return ((4.0 * (a * c)) / (2.0 * ((a * (c / b)) - b))) / (a * 2.0);
}
def code(a, b, c): return ((4.0 * (a * c)) / (2.0 * ((a * (c / b)) - b))) / (a * 2.0)
function code(a, b, c) return Float64(Float64(Float64(4.0 * Float64(a * c)) / Float64(2.0 * Float64(Float64(a * Float64(c / b)) - b))) / Float64(a * 2.0)) end
function tmp = code(a, b, c) tmp = ((4.0 * (a * c)) / (2.0 * ((a * (c / b)) - b))) / (a * 2.0); end
code[a_, b_, c_] := N[(N[(N[(4.0 * N[(a * c), $MachinePrecision]), $MachinePrecision] / N[(2.0 * N[(N[(a * N[(c / b), $MachinePrecision]), $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\frac{4 \cdot \left(a \cdot c\right)}{2 \cdot \left(a \cdot \frac{c}{b} - b\right)}}{a \cdot 2}
\end{array}
Initial program 55.9%
*-commutative55.9%
Simplified55.9%
add-cube-cbrt55.9%
pow355.8%
Applied egg-rr55.8%
flip-+55.7%
Applied egg-rr57.2%
associate--r-99.2%
associate-*r*99.2%
*-commutative99.2%
associate-*r*99.2%
associate-*r*99.2%
*-commutative99.2%
associate-*r*99.2%
Simplified99.2%
Taylor expanded in b around 0 99.2%
Taylor expanded in a around 0 82.9%
distribute-lft-out--82.9%
associate-/l*82.9%
Simplified82.9%
(FPCore (a b c) :precision binary64 (/ (/ 1.0 (/ (+ (* -0.5 (/ b a)) (* (/ c b) 0.5)) c)) (* a 2.0)))
double code(double a, double b, double c) {
return (1.0 / (((-0.5 * (b / a)) + ((c / b) * 0.5)) / c)) / (a * 2.0);
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = (1.0d0 / ((((-0.5d0) * (b / a)) + ((c / b) * 0.5d0)) / c)) / (a * 2.0d0)
end function
public static double code(double a, double b, double c) {
return (1.0 / (((-0.5 * (b / a)) + ((c / b) * 0.5)) / c)) / (a * 2.0);
}
def code(a, b, c): return (1.0 / (((-0.5 * (b / a)) + ((c / b) * 0.5)) / c)) / (a * 2.0)
function code(a, b, c) return Float64(Float64(1.0 / Float64(Float64(Float64(-0.5 * Float64(b / a)) + Float64(Float64(c / b) * 0.5)) / c)) / Float64(a * 2.0)) end
function tmp = code(a, b, c) tmp = (1.0 / (((-0.5 * (b / a)) + ((c / b) * 0.5)) / c)) / (a * 2.0); end
code[a_, b_, c_] := N[(N[(1.0 / N[(N[(N[(-0.5 * N[(b / a), $MachinePrecision]), $MachinePrecision] + N[(N[(c / b), $MachinePrecision] * 0.5), $MachinePrecision]), $MachinePrecision] / c), $MachinePrecision]), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\frac{1}{\frac{-0.5 \cdot \frac{b}{a} + \frac{c}{b} \cdot 0.5}{c}}}{a \cdot 2}
\end{array}
Initial program 55.9%
*-commutative55.9%
Simplified55.9%
add-cube-cbrt55.9%
pow355.8%
Applied egg-rr55.8%
flip-+55.7%
Applied egg-rr57.2%
associate--r-99.2%
associate-*r*99.2%
*-commutative99.2%
associate-*r*99.2%
associate-*r*99.2%
*-commutative99.2%
associate-*r*99.2%
Simplified99.2%
clear-num99.2%
inv-pow99.2%
+-commutative99.2%
fma-define99.2%
neg-mul-199.2%
unpow-prod-down99.2%
metadata-eval99.2%
*-un-lft-identity99.2%
Applied egg-rr99.2%
unpow-199.2%
associate-*r*99.2%
*-commutative99.2%
sub-neg99.2%
+-commutative99.2%
distribute-lft-neg-in99.2%
metadata-eval99.2%
fma-define99.2%
fma-undefine99.2%
+-inverses99.2%
+-rgt-identity99.2%
associate-*r*99.2%
*-commutative99.2%
Simplified99.2%
Taylor expanded in c around 0 82.8%
Final simplification82.8%
(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(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 55.9%
*-commutative55.9%
Simplified56.0%
Taylor expanded in b around inf 64.3%
associate-*r/64.3%
mul-1-neg64.3%
Simplified64.3%
Final simplification64.3%
herbie shell --seed 2024165
(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)))