
(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(4.0 * Float64(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[(4.0 * N[(a * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{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(4.0 * Float64(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[(4.0 * N[(a * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{2 \cdot a}
\end{array}
(FPCore (a b c)
:precision binary64
(if (<= b -3.2e-114)
(/ c (- b))
(if (<= b 1.6e+80)
(/ (- (- b) (sqrt (- (* b b) (* (* c 4.0) a)))) (* a 2.0))
(- (/ c b) (/ b a)))))
double code(double a, double b, double c) {
double tmp;
if (b <= -3.2e-114) {
tmp = c / -b;
} else if (b <= 1.6e+80) {
tmp = (-b - sqrt(((b * b) - ((c * 4.0) * a)))) / (a * 2.0);
} else {
tmp = (c / b) - (b / a);
}
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 <= (-3.2d-114)) then
tmp = c / -b
else if (b <= 1.6d+80) then
tmp = (-b - sqrt(((b * b) - ((c * 4.0d0) * a)))) / (a * 2.0d0)
else
tmp = (c / b) - (b / a)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= -3.2e-114) {
tmp = c / -b;
} else if (b <= 1.6e+80) {
tmp = (-b - Math.sqrt(((b * b) - ((c * 4.0) * a)))) / (a * 2.0);
} else {
tmp = (c / b) - (b / a);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -3.2e-114: tmp = c / -b elif b <= 1.6e+80: tmp = (-b - math.sqrt(((b * b) - ((c * 4.0) * a)))) / (a * 2.0) else: tmp = (c / b) - (b / a) return tmp
function code(a, b, c) tmp = 0.0 if (b <= -3.2e-114) tmp = Float64(c / Float64(-b)); elseif (b <= 1.6e+80) tmp = Float64(Float64(Float64(-b) - sqrt(Float64(Float64(b * b) - Float64(Float64(c * 4.0) * a)))) / Float64(a * 2.0)); else tmp = Float64(Float64(c / b) - Float64(b / a)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= -3.2e-114) tmp = c / -b; elseif (b <= 1.6e+80) tmp = (-b - sqrt(((b * b) - ((c * 4.0) * a)))) / (a * 2.0); else tmp = (c / b) - (b / a); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -3.2e-114], N[(c / (-b)), $MachinePrecision], If[LessEqual[b, 1.6e+80], N[(N[((-b) - N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(c * 4.0), $MachinePrecision] * a), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -3.2 \cdot 10^{-114}:\\
\;\;\;\;\frac{c}{-b}\\
\mathbf{elif}\;b \leq 1.6 \cdot 10^{+80}:\\
\;\;\;\;\frac{\left(-b\right) - \sqrt{b \cdot b - \left(c \cdot 4\right) \cdot a}}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\end{array}
\end{array}
if b < -3.2000000000000002e-114Initial program 14.6%
div-sub14.1%
sub-neg14.1%
neg-mul-114.1%
*-commutative14.1%
associate-/l*14.0%
distribute-neg-frac14.0%
neg-mul-114.0%
*-commutative14.0%
associate-/l*13.9%
distribute-rgt-out14.5%
associate-/r*15.4%
metadata-eval15.4%
sub-neg15.4%
+-commutative15.4%
Simplified15.5%
Taylor expanded in b around -inf 86.5%
mul-1-neg86.5%
distribute-neg-frac286.5%
Simplified86.5%
if -3.2000000000000002e-114 < b < 1.59999999999999995e80Initial program 84.3%
*-commutative84.3%
*-commutative84.3%
sqr-neg84.3%
*-commutative84.3%
sqr-neg84.3%
*-commutative84.3%
associate-*r*84.3%
Simplified84.3%
if 1.59999999999999995e80 < b Initial program 46.5%
div-sub46.5%
sub-neg46.5%
neg-mul-146.5%
*-commutative46.5%
associate-/l*46.5%
distribute-neg-frac46.5%
neg-mul-146.5%
*-commutative46.5%
associate-/l*46.4%
distribute-rgt-out46.4%
associate-/r*46.4%
metadata-eval46.4%
sub-neg46.4%
+-commutative46.4%
Simplified46.6%
Taylor expanded in c around 0 97.3%
+-commutative97.3%
mul-1-neg97.3%
unsub-neg97.3%
Simplified97.3%
Final simplification88.6%
(FPCore (a b c)
:precision binary64
(if (<= b -9.5e-110)
(/ c (- b))
(if (<= b 6.2e+76)
(/ (- (- b) (sqrt (- (* b b) (* 4.0 (* c a))))) (* a 2.0))
(- (/ c b) (/ b a)))))
double code(double a, double b, double c) {
double tmp;
if (b <= -9.5e-110) {
tmp = c / -b;
} else if (b <= 6.2e+76) {
tmp = (-b - sqrt(((b * b) - (4.0 * (c * a))))) / (a * 2.0);
} else {
tmp = (c / b) - (b / a);
}
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 <= (-9.5d-110)) then
tmp = c / -b
else if (b <= 6.2d+76) then
tmp = (-b - sqrt(((b * b) - (4.0d0 * (c * a))))) / (a * 2.0d0)
else
tmp = (c / b) - (b / a)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= -9.5e-110) {
tmp = c / -b;
} else if (b <= 6.2e+76) {
tmp = (-b - Math.sqrt(((b * b) - (4.0 * (c * a))))) / (a * 2.0);
} else {
tmp = (c / b) - (b / a);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -9.5e-110: tmp = c / -b elif b <= 6.2e+76: tmp = (-b - math.sqrt(((b * b) - (4.0 * (c * a))))) / (a * 2.0) else: tmp = (c / b) - (b / a) return tmp
function code(a, b, c) tmp = 0.0 if (b <= -9.5e-110) tmp = Float64(c / Float64(-b)); elseif (b <= 6.2e+76) tmp = Float64(Float64(Float64(-b) - sqrt(Float64(Float64(b * b) - Float64(4.0 * Float64(c * a))))) / Float64(a * 2.0)); else tmp = Float64(Float64(c / b) - Float64(b / a)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= -9.5e-110) tmp = c / -b; elseif (b <= 6.2e+76) tmp = (-b - sqrt(((b * b) - (4.0 * (c * a))))) / (a * 2.0); else tmp = (c / b) - (b / a); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -9.5e-110], N[(c / (-b)), $MachinePrecision], If[LessEqual[b, 6.2e+76], N[(N[((-b) - N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(4.0 * N[(c * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -9.5 \cdot 10^{-110}:\\
\;\;\;\;\frac{c}{-b}\\
\mathbf{elif}\;b \leq 6.2 \cdot 10^{+76}:\\
\;\;\;\;\frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(c \cdot a\right)}}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\end{array}
\end{array}
if b < -9.50000000000000004e-110Initial program 14.6%
div-sub14.1%
sub-neg14.1%
neg-mul-114.1%
*-commutative14.1%
associate-/l*14.0%
distribute-neg-frac14.0%
neg-mul-114.0%
*-commutative14.0%
associate-/l*13.9%
distribute-rgt-out14.5%
associate-/r*15.4%
metadata-eval15.4%
sub-neg15.4%
+-commutative15.4%
Simplified15.5%
Taylor expanded in b around -inf 86.5%
mul-1-neg86.5%
distribute-neg-frac286.5%
Simplified86.5%
if -9.50000000000000004e-110 < b < 6.20000000000000023e76Initial program 84.3%
if 6.20000000000000023e76 < b Initial program 46.5%
div-sub46.5%
sub-neg46.5%
neg-mul-146.5%
*-commutative46.5%
associate-/l*46.5%
distribute-neg-frac46.5%
neg-mul-146.5%
*-commutative46.5%
associate-/l*46.4%
distribute-rgt-out46.4%
associate-/r*46.4%
metadata-eval46.4%
sub-neg46.4%
+-commutative46.4%
Simplified46.6%
Taylor expanded in c around 0 97.3%
+-commutative97.3%
mul-1-neg97.3%
unsub-neg97.3%
Simplified97.3%
Final simplification88.6%
(FPCore (a b c)
:precision binary64
(if (<= b -9.5e-110)
(/ c (- b))
(if (<= b 3.5e-117)
(* (/ -0.5 a) (+ b (sqrt (* a (* c -4.0)))))
(- (/ c b) (/ b a)))))
double code(double a, double b, double c) {
double tmp;
if (b <= -9.5e-110) {
tmp = c / -b;
} else if (b <= 3.5e-117) {
tmp = (-0.5 / a) * (b + sqrt((a * (c * -4.0))));
} else {
tmp = (c / b) - (b / a);
}
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 <= (-9.5d-110)) then
tmp = c / -b
else if (b <= 3.5d-117) then
tmp = ((-0.5d0) / a) * (b + sqrt((a * (c * (-4.0d0)))))
else
tmp = (c / b) - (b / a)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= -9.5e-110) {
tmp = c / -b;
} else if (b <= 3.5e-117) {
tmp = (-0.5 / a) * (b + Math.sqrt((a * (c * -4.0))));
} else {
tmp = (c / b) - (b / a);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -9.5e-110: tmp = c / -b elif b <= 3.5e-117: tmp = (-0.5 / a) * (b + math.sqrt((a * (c * -4.0)))) else: tmp = (c / b) - (b / a) return tmp
function code(a, b, c) tmp = 0.0 if (b <= -9.5e-110) tmp = Float64(c / Float64(-b)); elseif (b <= 3.5e-117) tmp = Float64(Float64(-0.5 / a) * Float64(b + sqrt(Float64(a * Float64(c * -4.0))))); else tmp = Float64(Float64(c / b) - Float64(b / a)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= -9.5e-110) tmp = c / -b; elseif (b <= 3.5e-117) tmp = (-0.5 / a) * (b + sqrt((a * (c * -4.0)))); else tmp = (c / b) - (b / a); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -9.5e-110], N[(c / (-b)), $MachinePrecision], If[LessEqual[b, 3.5e-117], N[(N[(-0.5 / a), $MachinePrecision] * N[(b + N[Sqrt[N[(a * N[(c * -4.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -9.5 \cdot 10^{-110}:\\
\;\;\;\;\frac{c}{-b}\\
\mathbf{elif}\;b \leq 3.5 \cdot 10^{-117}:\\
\;\;\;\;\frac{-0.5}{a} \cdot \left(b + \sqrt{a \cdot \left(c \cdot -4\right)}\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\end{array}
\end{array}
if b < -9.50000000000000004e-110Initial program 14.6%
div-sub14.1%
sub-neg14.1%
neg-mul-114.1%
*-commutative14.1%
associate-/l*14.0%
distribute-neg-frac14.0%
neg-mul-114.0%
*-commutative14.0%
associate-/l*13.9%
distribute-rgt-out14.5%
associate-/r*15.4%
metadata-eval15.4%
sub-neg15.4%
+-commutative15.4%
Simplified15.5%
Taylor expanded in b around -inf 86.5%
mul-1-neg86.5%
distribute-neg-frac286.5%
Simplified86.5%
if -9.50000000000000004e-110 < b < 3.4999999999999998e-117Initial program 77.7%
div-sub77.7%
sub-neg77.7%
neg-mul-177.7%
*-commutative77.7%
associate-/l*77.7%
distribute-neg-frac77.7%
neg-mul-177.7%
*-commutative77.7%
associate-/l*77.5%
distribute-rgt-out77.5%
associate-/r*77.5%
metadata-eval77.5%
sub-neg77.5%
+-commutative77.5%
Simplified77.5%
pow1/277.5%
fma-undefine77.5%
*-commutative77.5%
metadata-eval77.5%
distribute-lft-neg-in77.5%
distribute-rgt-neg-in77.5%
*-commutative77.5%
+-commutative77.5%
sub-neg77.5%
pow-to-exp72.4%
Applied egg-rr72.4%
Taylor expanded in c around inf 48.6%
mul-1-neg48.6%
log-rec48.6%
remove-double-neg48.6%
Simplified48.6%
add-cbrt-cube28.0%
pow1/327.9%
pow327.9%
exp-prod27.9%
pow-pow27.9%
+-commutative27.9%
exp-sum27.9%
add-exp-log28.0%
add-exp-log52.6%
*-commutative52.6%
metadata-eval52.6%
Applied egg-rr52.6%
*-un-lft-identity52.6%
pow-pow74.9%
metadata-eval74.9%
pow1/274.9%
Applied egg-rr74.9%
*-lft-identity74.9%
associate-*r*74.9%
*-commutative74.9%
associate-*r*74.9%
Simplified74.9%
if 3.4999999999999998e-117 < b Initial program 63.6%
div-sub63.6%
sub-neg63.6%
neg-mul-163.6%
*-commutative63.6%
associate-/l*63.5%
distribute-neg-frac63.5%
neg-mul-163.5%
*-commutative63.5%
associate-/l*63.4%
distribute-rgt-out63.4%
associate-/r*63.4%
metadata-eval63.4%
sub-neg63.4%
+-commutative63.4%
Simplified63.6%
Taylor expanded in c around 0 87.8%
+-commutative87.8%
mul-1-neg87.8%
unsub-neg87.8%
Simplified87.8%
Final simplification84.7%
(FPCore (a b c)
:precision binary64
(if (<= b -4.5e-110)
(/ c (- b))
(if (<= b 3.5e-117)
(/ (* -0.5 (+ b (sqrt (* c (* a -4.0))))) a)
(- (/ c b) (/ b a)))))
double code(double a, double b, double c) {
double tmp;
if (b <= -4.5e-110) {
tmp = c / -b;
} else if (b <= 3.5e-117) {
tmp = (-0.5 * (b + sqrt((c * (a * -4.0))))) / a;
} else {
tmp = (c / b) - (b / a);
}
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 <= (-4.5d-110)) then
tmp = c / -b
else if (b <= 3.5d-117) then
tmp = ((-0.5d0) * (b + sqrt((c * (a * (-4.0d0)))))) / a
else
tmp = (c / b) - (b / a)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= -4.5e-110) {
tmp = c / -b;
} else if (b <= 3.5e-117) {
tmp = (-0.5 * (b + Math.sqrt((c * (a * -4.0))))) / a;
} else {
tmp = (c / b) - (b / a);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -4.5e-110: tmp = c / -b elif b <= 3.5e-117: tmp = (-0.5 * (b + math.sqrt((c * (a * -4.0))))) / a else: tmp = (c / b) - (b / a) return tmp
function code(a, b, c) tmp = 0.0 if (b <= -4.5e-110) tmp = Float64(c / Float64(-b)); elseif (b <= 3.5e-117) tmp = Float64(Float64(-0.5 * Float64(b + sqrt(Float64(c * Float64(a * -4.0))))) / a); else tmp = Float64(Float64(c / b) - Float64(b / a)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= -4.5e-110) tmp = c / -b; elseif (b <= 3.5e-117) tmp = (-0.5 * (b + sqrt((c * (a * -4.0))))) / a; else tmp = (c / b) - (b / a); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -4.5e-110], N[(c / (-b)), $MachinePrecision], If[LessEqual[b, 3.5e-117], N[(N[(-0.5 * N[(b + N[Sqrt[N[(c * N[(a * -4.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / a), $MachinePrecision], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -4.5 \cdot 10^{-110}:\\
\;\;\;\;\frac{c}{-b}\\
\mathbf{elif}\;b \leq 3.5 \cdot 10^{-117}:\\
\;\;\;\;\frac{-0.5 \cdot \left(b + \sqrt{c \cdot \left(a \cdot -4\right)}\right)}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\end{array}
\end{array}
if b < -4.5000000000000001e-110Initial program 14.6%
div-sub14.1%
sub-neg14.1%
neg-mul-114.1%
*-commutative14.1%
associate-/l*14.0%
distribute-neg-frac14.0%
neg-mul-114.0%
*-commutative14.0%
associate-/l*13.9%
distribute-rgt-out14.5%
associate-/r*15.4%
metadata-eval15.4%
sub-neg15.4%
+-commutative15.4%
Simplified15.5%
Taylor expanded in b around -inf 86.5%
mul-1-neg86.5%
distribute-neg-frac286.5%
Simplified86.5%
if -4.5000000000000001e-110 < b < 3.4999999999999998e-117Initial program 77.7%
div-sub77.7%
sub-neg77.7%
neg-mul-177.7%
*-commutative77.7%
associate-/l*77.7%
distribute-neg-frac77.7%
neg-mul-177.7%
*-commutative77.7%
associate-/l*77.5%
distribute-rgt-out77.5%
associate-/r*77.5%
metadata-eval77.5%
sub-neg77.5%
+-commutative77.5%
Simplified77.5%
pow1/277.5%
fma-undefine77.5%
*-commutative77.5%
metadata-eval77.5%
distribute-lft-neg-in77.5%
distribute-rgt-neg-in77.5%
*-commutative77.5%
+-commutative77.5%
sub-neg77.5%
pow-to-exp72.4%
Applied egg-rr72.4%
Taylor expanded in c around inf 48.6%
mul-1-neg48.6%
log-rec48.6%
remove-double-neg48.6%
Simplified48.6%
associate-*l/48.6%
exp-prod36.9%
unpow1/236.9%
+-commutative36.9%
exp-sum37.4%
add-exp-log37.8%
add-exp-log75.1%
*-commutative75.1%
Applied egg-rr75.1%
if 3.4999999999999998e-117 < b Initial program 63.6%
div-sub63.6%
sub-neg63.6%
neg-mul-163.6%
*-commutative63.6%
associate-/l*63.5%
distribute-neg-frac63.5%
neg-mul-163.5%
*-commutative63.5%
associate-/l*63.4%
distribute-rgt-out63.4%
associate-/r*63.4%
metadata-eval63.4%
sub-neg63.4%
+-commutative63.4%
Simplified63.6%
Taylor expanded in c around 0 87.8%
+-commutative87.8%
mul-1-neg87.8%
unsub-neg87.8%
Simplified87.8%
Final simplification84.8%
(FPCore (a b c) :precision binary64 (if (<= b -2e-310) (/ c (- b)) (- (/ c b) (/ b a))))
double code(double a, double b, double c) {
double tmp;
if (b <= -2e-310) {
tmp = c / -b;
} else {
tmp = (c / b) - (b / a);
}
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 <= (-2d-310)) then
tmp = c / -b
else
tmp = (c / b) - (b / a)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= -2e-310) {
tmp = c / -b;
} else {
tmp = (c / b) - (b / a);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -2e-310: tmp = c / -b else: tmp = (c / b) - (b / a) return tmp
function code(a, b, c) tmp = 0.0 if (b <= -2e-310) tmp = Float64(c / Float64(-b)); else tmp = Float64(Float64(c / b) - Float64(b / a)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= -2e-310) tmp = c / -b; else tmp = (c / b) - (b / a); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -2e-310], N[(c / (-b)), $MachinePrecision], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -2 \cdot 10^{-310}:\\
\;\;\;\;\frac{c}{-b}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\end{array}
\end{array}
if b < -1.999999999999994e-310Initial program 27.9%
div-sub27.5%
sub-neg27.5%
neg-mul-127.5%
*-commutative27.5%
associate-/l*27.4%
distribute-neg-frac27.4%
neg-mul-127.4%
*-commutative27.4%
associate-/l*27.3%
distribute-rgt-out27.8%
associate-/r*28.6%
metadata-eval28.6%
sub-neg28.6%
+-commutative28.6%
Simplified28.6%
Taylor expanded in b around -inf 71.7%
mul-1-neg71.7%
distribute-neg-frac271.7%
Simplified71.7%
if -1.999999999999994e-310 < b Initial program 65.4%
div-sub65.4%
sub-neg65.4%
neg-mul-165.4%
*-commutative65.4%
associate-/l*65.3%
distribute-neg-frac65.3%
neg-mul-165.3%
*-commutative65.3%
associate-/l*65.2%
distribute-rgt-out65.2%
associate-/r*65.2%
metadata-eval65.2%
sub-neg65.2%
+-commutative65.2%
Simplified65.4%
Taylor expanded in c around 0 71.4%
+-commutative71.4%
mul-1-neg71.4%
unsub-neg71.4%
Simplified71.4%
Final simplification71.5%
(FPCore (a b c) :precision binary64 (if (<= b -2e-310) (/ c (- b)) (/ (- b) a)))
double code(double a, double b, double c) {
double tmp;
if (b <= -2e-310) {
tmp = c / -b;
} else {
tmp = -b / a;
}
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 <= (-2d-310)) then
tmp = c / -b
else
tmp = -b / a
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= -2e-310) {
tmp = c / -b;
} else {
tmp = -b / a;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -2e-310: tmp = c / -b else: tmp = -b / a return tmp
function code(a, b, c) tmp = 0.0 if (b <= -2e-310) tmp = Float64(c / Float64(-b)); else tmp = Float64(Float64(-b) / a); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= -2e-310) tmp = c / -b; else tmp = -b / a; end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -2e-310], N[(c / (-b)), $MachinePrecision], N[((-b) / a), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -2 \cdot 10^{-310}:\\
\;\;\;\;\frac{c}{-b}\\
\mathbf{else}:\\
\;\;\;\;\frac{-b}{a}\\
\end{array}
\end{array}
if b < -1.999999999999994e-310Initial program 27.9%
div-sub27.5%
sub-neg27.5%
neg-mul-127.5%
*-commutative27.5%
associate-/l*27.4%
distribute-neg-frac27.4%
neg-mul-127.4%
*-commutative27.4%
associate-/l*27.3%
distribute-rgt-out27.8%
associate-/r*28.6%
metadata-eval28.6%
sub-neg28.6%
+-commutative28.6%
Simplified28.6%
Taylor expanded in b around -inf 71.7%
mul-1-neg71.7%
distribute-neg-frac271.7%
Simplified71.7%
if -1.999999999999994e-310 < b Initial program 65.4%
div-sub65.4%
sub-neg65.4%
neg-mul-165.4%
*-commutative65.4%
associate-/l*65.3%
distribute-neg-frac65.3%
neg-mul-165.3%
*-commutative65.3%
associate-/l*65.2%
distribute-rgt-out65.2%
associate-/r*65.2%
metadata-eval65.2%
sub-neg65.2%
+-commutative65.2%
Simplified65.4%
Taylor expanded in a around 0 71.3%
associate-*r/71.3%
mul-1-neg71.3%
Simplified71.3%
Final simplification71.5%
(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 47.8%
div-sub47.7%
sub-neg47.7%
neg-mul-147.7%
*-commutative47.7%
associate-/l*47.6%
distribute-neg-frac47.6%
neg-mul-147.6%
*-commutative47.6%
associate-/l*47.5%
distribute-rgt-out47.7%
associate-/r*48.1%
metadata-eval48.1%
sub-neg48.1%
+-commutative48.1%
Simplified48.1%
Taylor expanded in b around -inf 34.8%
mul-1-neg34.8%
distribute-neg-frac234.8%
Simplified34.8%
Final simplification34.8%
(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 / 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 47.8%
div-sub47.7%
sub-neg47.7%
neg-mul-147.7%
*-commutative47.7%
associate-/l*47.6%
distribute-neg-frac47.6%
neg-mul-147.6%
*-commutative47.6%
associate-/l*47.5%
distribute-rgt-out47.7%
associate-/r*48.1%
metadata-eval48.1%
sub-neg48.1%
+-commutative48.1%
Simplified48.1%
Taylor expanded in b around inf 38.7%
Taylor expanded in b around 0 9.4%
Final simplification9.4%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (fabs (/ b 2.0)))
(t_1 (* (sqrt (fabs a)) (sqrt (fabs c))))
(t_2
(if (== (copysign a c) a)
(* (sqrt (- t_0 t_1)) (sqrt (+ t_0 t_1)))
(hypot (/ b 2.0) t_1))))
(if (< b 0.0) (/ c (- t_2 (/ b 2.0))) (/ (+ (/ b 2.0) t_2) (- a)))))
double code(double a, double b, double c) {
double t_0 = fabs((b / 2.0));
double t_1 = sqrt(fabs(a)) * sqrt(fabs(c));
double tmp;
if (copysign(a, c) == a) {
tmp = sqrt((t_0 - t_1)) * sqrt((t_0 + t_1));
} else {
tmp = hypot((b / 2.0), t_1);
}
double t_2 = tmp;
double tmp_1;
if (b < 0.0) {
tmp_1 = c / (t_2 - (b / 2.0));
} else {
tmp_1 = ((b / 2.0) + t_2) / -a;
}
return tmp_1;
}
public static double code(double a, double b, double c) {
double t_0 = Math.abs((b / 2.0));
double t_1 = Math.sqrt(Math.abs(a)) * Math.sqrt(Math.abs(c));
double tmp;
if (Math.copySign(a, c) == a) {
tmp = Math.sqrt((t_0 - t_1)) * Math.sqrt((t_0 + t_1));
} else {
tmp = Math.hypot((b / 2.0), t_1);
}
double t_2 = tmp;
double tmp_1;
if (b < 0.0) {
tmp_1 = c / (t_2 - (b / 2.0));
} else {
tmp_1 = ((b / 2.0) + t_2) / -a;
}
return tmp_1;
}
def code(a, b, c): t_0 = math.fabs((b / 2.0)) t_1 = math.sqrt(math.fabs(a)) * math.sqrt(math.fabs(c)) tmp = 0 if math.copysign(a, c) == a: tmp = math.sqrt((t_0 - t_1)) * math.sqrt((t_0 + t_1)) else: tmp = math.hypot((b / 2.0), t_1) t_2 = tmp tmp_1 = 0 if b < 0.0: tmp_1 = c / (t_2 - (b / 2.0)) else: tmp_1 = ((b / 2.0) + t_2) / -a return tmp_1
function code(a, b, c) t_0 = abs(Float64(b / 2.0)) t_1 = Float64(sqrt(abs(a)) * sqrt(abs(c))) tmp = 0.0 if (copysign(a, c) == a) tmp = Float64(sqrt(Float64(t_0 - t_1)) * sqrt(Float64(t_0 + t_1))); else tmp = hypot(Float64(b / 2.0), t_1); end t_2 = tmp tmp_1 = 0.0 if (b < 0.0) tmp_1 = Float64(c / Float64(t_2 - Float64(b / 2.0))); else tmp_1 = Float64(Float64(Float64(b / 2.0) + t_2) / Float64(-a)); end return tmp_1 end
function tmp_3 = code(a, b, c) t_0 = abs((b / 2.0)); t_1 = sqrt(abs(a)) * sqrt(abs(c)); tmp = 0.0; if ((sign(c) * abs(a)) == a) tmp = sqrt((t_0 - t_1)) * sqrt((t_0 + t_1)); else tmp = hypot((b / 2.0), t_1); end t_2 = tmp; tmp_2 = 0.0; if (b < 0.0) tmp_2 = c / (t_2 - (b / 2.0)); else tmp_2 = ((b / 2.0) + t_2) / -a; end tmp_3 = tmp_2; end
code[a_, b_, c_] := Block[{t$95$0 = N[Abs[N[(b / 2.0), $MachinePrecision]], $MachinePrecision]}, Block[{t$95$1 = N[(N[Sqrt[N[Abs[a], $MachinePrecision]], $MachinePrecision] * N[Sqrt[N[Abs[c], $MachinePrecision]], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = If[Equal[N[With[{TMP1 = Abs[a], TMP2 = Sign[c]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision], a], N[(N[Sqrt[N[(t$95$0 - t$95$1), $MachinePrecision]], $MachinePrecision] * N[Sqrt[N[(t$95$0 + t$95$1), $MachinePrecision]], $MachinePrecision]), $MachinePrecision], N[Sqrt[N[(b / 2.0), $MachinePrecision] ^ 2 + t$95$1 ^ 2], $MachinePrecision]]}, If[Less[b, 0.0], N[(c / N[(t$95$2 - N[(b / 2.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[(b / 2.0), $MachinePrecision] + t$95$2), $MachinePrecision] / (-a)), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left|\frac{b}{2}\right|\\
t_1 := \sqrt{\left|a\right|} \cdot \sqrt{\left|c\right|}\\
t_2 := \begin{array}{l}
\mathbf{if}\;\mathsf{copysign}\left(a, c\right) = a:\\
\;\;\;\;\sqrt{t\_0 - t\_1} \cdot \sqrt{t\_0 + t\_1}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{hypot}\left(\frac{b}{2}, t\_1\right)\\
\end{array}\\
\mathbf{if}\;b < 0:\\
\;\;\;\;\frac{c}{t\_2 - \frac{b}{2}}\\
\mathbf{else}:\\
\;\;\;\;\frac{\frac{b}{2} + t\_2}{-a}\\
\end{array}
\end{array}
herbie shell --seed 2024055
(FPCore (a b c)
:name "quadm (p42, negative)"
:precision binary64
:herbie-expected 10
:alt
(if (< b 0.0) (/ c (- (if (== (copysign a c) a) (* (sqrt (- (fabs (/ b 2.0)) (* (sqrt (fabs a)) (sqrt (fabs c))))) (sqrt (+ (fabs (/ b 2.0)) (* (sqrt (fabs a)) (sqrt (fabs c)))))) (hypot (/ b 2.0) (* (sqrt (fabs a)) (sqrt (fabs c))))) (/ b 2.0))) (/ (+ (/ b 2.0) (if (== (copysign a c) a) (* (sqrt (- (fabs (/ b 2.0)) (* (sqrt (fabs a)) (sqrt (fabs c))))) (sqrt (+ (fabs (/ b 2.0)) (* (sqrt (fabs a)) (sqrt (fabs c)))))) (hypot (/ b 2.0) (* (sqrt (fabs a)) (sqrt (fabs c)))))) (- a)))
(/ (- (- b) (sqrt (- (* b b) (* 4.0 (* a c))))) (* 2.0 a)))