
(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 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(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 -5.2e+47)
(- (/ c b) (/ b a))
(if (<= b 4.4e-21)
(/ (- (sqrt (- (* b b) (* 4.0 (* c a)))) b) (* a 2.0))
(/ (fma c (* c (/ a (* b b))) c) (- b)))))
double code(double a, double b, double c) {
double tmp;
if (b <= -5.2e+47) {
tmp = (c / b) - (b / a);
} else if (b <= 4.4e-21) {
tmp = (sqrt(((b * b) - (4.0 * (c * a)))) - b) / (a * 2.0);
} else {
tmp = fma(c, (c * (a / (b * b))), c) / -b;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= -5.2e+47) tmp = Float64(Float64(c / b) - Float64(b / a)); elseif (b <= 4.4e-21) tmp = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(4.0 * Float64(c * a)))) - b) / Float64(a * 2.0)); else tmp = Float64(fma(c, Float64(c * Float64(a / Float64(b * b))), c) / Float64(-b)); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, -5.2e+47], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision], If[LessEqual[b, 4.4e-21], N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(4.0 * N[(c * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(c * N[(c * N[(a / N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + c), $MachinePrecision] / (-b)), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -5.2 \cdot 10^{+47}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{elif}\;b \leq 4.4 \cdot 10^{-21}:\\
\;\;\;\;\frac{\sqrt{b \cdot b - 4 \cdot \left(c \cdot a\right)} - b}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(c, c \cdot \frac{a}{b \cdot b}, c\right)}{-b}\\
\end{array}
\end{array}
if b < -5.20000000000000007e47Initial program 71.1%
Taylor expanded in b around -inf
mul-1-negN/A
distribute-rgt-inN/A
distribute-neg-inN/A
associate-*l/N/A
*-lft-identityN/A
*-commutativeN/A
mul-1-negN/A
distribute-rgt-neg-outN/A
remove-double-negN/A
lower-fma.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f64N/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6498.8
Applied rewrites98.8%
lift-*.f64N/A
lift-/.f64N/A
distribute-frac-neg2N/A
unsub-negN/A
lower--.f64N/A
lift-/.f64N/A
associate-*r/N/A
lift-*.f64N/A
times-fracN/A
*-inversesN/A
lift-/.f64N/A
*-lft-identityN/A
lower-/.f6498.8
Applied rewrites98.8%
if -5.20000000000000007e47 < b < 4.4000000000000001e-21Initial program 79.3%
if 4.4000000000000001e-21 < b Initial program 12.3%
Taylor expanded in b around inf
distribute-lft-outN/A
associate-/l*N/A
mul-1-negN/A
lower-neg.f64N/A
lower-/.f64N/A
+-commutativeN/A
*-commutativeN/A
associate-/l*N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f6479.2
Applied rewrites79.2%
lift-*.f64N/A
lift-*.f64N/A
lift-/.f64N/A
lift-fma.f64N/A
frac-2negN/A
distribute-neg-frac2N/A
frac-2negN/A
lower-/.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
associate-*l*N/A
lower-fma.f64N/A
lower-*.f64N/A
lower-neg.f6491.6
Applied rewrites91.6%
Final simplification88.5%
(FPCore (a b c)
:precision binary64
(if (<= b -5.2e+47)
(- (/ c b) (/ b a))
(if (<= b 4.4e-21)
(* (/ -0.5 a) (- b (sqrt (fma a (* c -4.0) (* b b)))))
(/ (fma c (* c (/ a (* b b))) c) (- b)))))
double code(double a, double b, double c) {
double tmp;
if (b <= -5.2e+47) {
tmp = (c / b) - (b / a);
} else if (b <= 4.4e-21) {
tmp = (-0.5 / a) * (b - sqrt(fma(a, (c * -4.0), (b * b))));
} else {
tmp = fma(c, (c * (a / (b * b))), c) / -b;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= -5.2e+47) tmp = Float64(Float64(c / b) - Float64(b / a)); elseif (b <= 4.4e-21) tmp = Float64(Float64(-0.5 / a) * Float64(b - sqrt(fma(a, Float64(c * -4.0), Float64(b * b))))); else tmp = Float64(fma(c, Float64(c * Float64(a / Float64(b * b))), c) / Float64(-b)); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, -5.2e+47], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision], If[LessEqual[b, 4.4e-21], N[(N[(-0.5 / a), $MachinePrecision] * N[(b - N[Sqrt[N[(a * N[(c * -4.0), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(c * N[(c * N[(a / N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + c), $MachinePrecision] / (-b)), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -5.2 \cdot 10^{+47}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{elif}\;b \leq 4.4 \cdot 10^{-21}:\\
\;\;\;\;\frac{-0.5}{a} \cdot \left(b - \sqrt{\mathsf{fma}\left(a, c \cdot -4, b \cdot b\right)}\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(c, c \cdot \frac{a}{b \cdot b}, c\right)}{-b}\\
\end{array}
\end{array}
if b < -5.20000000000000007e47Initial program 71.1%
Taylor expanded in b around -inf
mul-1-negN/A
distribute-rgt-inN/A
distribute-neg-inN/A
associate-*l/N/A
*-lft-identityN/A
*-commutativeN/A
mul-1-negN/A
distribute-rgt-neg-outN/A
remove-double-negN/A
lower-fma.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f64N/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6498.8
Applied rewrites98.8%
lift-*.f64N/A
lift-/.f64N/A
distribute-frac-neg2N/A
unsub-negN/A
lower--.f64N/A
lift-/.f64N/A
associate-*r/N/A
lift-*.f64N/A
times-fracN/A
*-inversesN/A
lift-/.f64N/A
*-lft-identityN/A
lower-/.f6498.8
Applied rewrites98.8%
if -5.20000000000000007e47 < b < 4.4000000000000001e-21Initial program 79.3%
Applied rewrites79.1%
if 4.4000000000000001e-21 < b Initial program 12.3%
Taylor expanded in b around inf
distribute-lft-outN/A
associate-/l*N/A
mul-1-negN/A
lower-neg.f64N/A
lower-/.f64N/A
+-commutativeN/A
*-commutativeN/A
associate-/l*N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f6479.2
Applied rewrites79.2%
lift-*.f64N/A
lift-*.f64N/A
lift-/.f64N/A
lift-fma.f64N/A
frac-2negN/A
distribute-neg-frac2N/A
frac-2negN/A
lower-/.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
associate-*l*N/A
lower-fma.f64N/A
lower-*.f64N/A
lower-neg.f6491.6
Applied rewrites91.6%
(FPCore (a b c)
:precision binary64
(if (<= b -7.8e-115)
(- (/ c b) (/ b a))
(if (<= b 7.4e-65)
(/ (- (sqrt (* a (* c -4.0))) b) (* a 2.0))
(/ (fma c (* c (/ a (* b b))) c) (- b)))))
double code(double a, double b, double c) {
double tmp;
if (b <= -7.8e-115) {
tmp = (c / b) - (b / a);
} else if (b <= 7.4e-65) {
tmp = (sqrt((a * (c * -4.0))) - b) / (a * 2.0);
} else {
tmp = fma(c, (c * (a / (b * b))), c) / -b;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= -7.8e-115) tmp = Float64(Float64(c / b) - Float64(b / a)); elseif (b <= 7.4e-65) tmp = Float64(Float64(sqrt(Float64(a * Float64(c * -4.0))) - b) / Float64(a * 2.0)); else tmp = Float64(fma(c, Float64(c * Float64(a / Float64(b * b))), c) / Float64(-b)); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, -7.8e-115], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision], If[LessEqual[b, 7.4e-65], N[(N[(N[Sqrt[N[(a * N[(c * -4.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(c * N[(c * N[(a / N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + c), $MachinePrecision] / (-b)), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -7.8 \cdot 10^{-115}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{elif}\;b \leq 7.4 \cdot 10^{-65}:\\
\;\;\;\;\frac{\sqrt{a \cdot \left(c \cdot -4\right)} - b}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(c, c \cdot \frac{a}{b \cdot b}, c\right)}{-b}\\
\end{array}
\end{array}
if b < -7.7999999999999997e-115Initial program 78.2%
Taylor expanded in b around -inf
mul-1-negN/A
distribute-rgt-inN/A
distribute-neg-inN/A
associate-*l/N/A
*-lft-identityN/A
*-commutativeN/A
mul-1-negN/A
distribute-rgt-neg-outN/A
remove-double-negN/A
lower-fma.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f64N/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6489.0
Applied rewrites89.0%
lift-*.f64N/A
lift-/.f64N/A
distribute-frac-neg2N/A
unsub-negN/A
lower--.f64N/A
lift-/.f64N/A
associate-*r/N/A
lift-*.f64N/A
times-fracN/A
*-inversesN/A
lift-/.f64N/A
*-lft-identityN/A
lower-/.f6489.0
Applied rewrites89.0%
if -7.7999999999999997e-115 < b < 7.4e-65Initial program 76.8%
Taylor expanded in b around 0
*-commutativeN/A
associate-*l*N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6472.6
Applied rewrites72.6%
if 7.4e-65 < b Initial program 17.8%
Taylor expanded in b around inf
distribute-lft-outN/A
associate-/l*N/A
mul-1-negN/A
lower-neg.f64N/A
lower-/.f64N/A
+-commutativeN/A
*-commutativeN/A
associate-/l*N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f6474.8
Applied rewrites74.8%
lift-*.f64N/A
lift-*.f64N/A
lift-/.f64N/A
lift-fma.f64N/A
frac-2negN/A
distribute-neg-frac2N/A
frac-2negN/A
lower-/.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
associate-*l*N/A
lower-fma.f64N/A
lower-*.f64N/A
lower-neg.f6485.4
Applied rewrites85.4%
Final simplification83.8%
(FPCore (a b c)
:precision binary64
(if (<= b -7.8e-115)
(- (/ c b) (/ b a))
(if (<= b 7.4e-65)
(* (/ -0.5 a) (- b (sqrt (* a (* c -4.0)))))
(/ (fma c (* c (/ a (* b b))) c) (- b)))))
double code(double a, double b, double c) {
double tmp;
if (b <= -7.8e-115) {
tmp = (c / b) - (b / a);
} else if (b <= 7.4e-65) {
tmp = (-0.5 / a) * (b - sqrt((a * (c * -4.0))));
} else {
tmp = fma(c, (c * (a / (b * b))), c) / -b;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= -7.8e-115) tmp = Float64(Float64(c / b) - Float64(b / a)); elseif (b <= 7.4e-65) tmp = Float64(Float64(-0.5 / a) * Float64(b - sqrt(Float64(a * Float64(c * -4.0))))); else tmp = Float64(fma(c, Float64(c * Float64(a / Float64(b * b))), c) / Float64(-b)); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, -7.8e-115], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision], If[LessEqual[b, 7.4e-65], N[(N[(-0.5 / a), $MachinePrecision] * N[(b - N[Sqrt[N[(a * N[(c * -4.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(c * N[(c * N[(a / N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + c), $MachinePrecision] / (-b)), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -7.8 \cdot 10^{-115}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{elif}\;b \leq 7.4 \cdot 10^{-65}:\\
\;\;\;\;\frac{-0.5}{a} \cdot \left(b - \sqrt{a \cdot \left(c \cdot -4\right)}\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(c, c \cdot \frac{a}{b \cdot b}, c\right)}{-b}\\
\end{array}
\end{array}
if b < -7.7999999999999997e-115Initial program 78.2%
Taylor expanded in b around -inf
mul-1-negN/A
distribute-rgt-inN/A
distribute-neg-inN/A
associate-*l/N/A
*-lft-identityN/A
*-commutativeN/A
mul-1-negN/A
distribute-rgt-neg-outN/A
remove-double-negN/A
lower-fma.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f64N/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6489.0
Applied rewrites89.0%
lift-*.f64N/A
lift-/.f64N/A
distribute-frac-neg2N/A
unsub-negN/A
lower--.f64N/A
lift-/.f64N/A
associate-*r/N/A
lift-*.f64N/A
times-fracN/A
*-inversesN/A
lift-/.f64N/A
*-lft-identityN/A
lower-/.f6489.0
Applied rewrites89.0%
if -7.7999999999999997e-115 < b < 7.4e-65Initial program 76.8%
Applied rewrites76.7%
Taylor expanded in a around inf
*-commutativeN/A
rem-square-sqrtN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
unpow2N/A
rem-square-sqrtN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6472.5
Applied rewrites72.5%
if 7.4e-65 < b Initial program 17.8%
Taylor expanded in b around inf
distribute-lft-outN/A
associate-/l*N/A
mul-1-negN/A
lower-neg.f64N/A
lower-/.f64N/A
+-commutativeN/A
*-commutativeN/A
associate-/l*N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f6474.8
Applied rewrites74.8%
lift-*.f64N/A
lift-*.f64N/A
lift-/.f64N/A
lift-fma.f64N/A
frac-2negN/A
distribute-neg-frac2N/A
frac-2negN/A
lower-/.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
associate-*l*N/A
lower-fma.f64N/A
lower-*.f64N/A
lower-neg.f6485.4
Applied rewrites85.4%
(FPCore (a b c)
:precision binary64
(if (<= b -7.8e-115)
(- (/ c b) (/ b a))
(if (<= b 7.4e-65)
(* (/ -0.5 a) (- b (sqrt (* a (* c -4.0)))))
(/ c (- b)))))
double code(double a, double b, double c) {
double tmp;
if (b <= -7.8e-115) {
tmp = (c / b) - (b / a);
} else if (b <= 7.4e-65) {
tmp = (-0.5 / a) * (b - sqrt((a * (c * -4.0))));
} 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) :: tmp
if (b <= (-7.8d-115)) then
tmp = (c / b) - (b / a)
else if (b <= 7.4d-65) then
tmp = ((-0.5d0) / a) * (b - sqrt((a * (c * (-4.0d0)))))
else
tmp = c / -b
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= -7.8e-115) {
tmp = (c / b) - (b / a);
} else if (b <= 7.4e-65) {
tmp = (-0.5 / a) * (b - Math.sqrt((a * (c * -4.0))));
} else {
tmp = c / -b;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -7.8e-115: tmp = (c / b) - (b / a) elif b <= 7.4e-65: tmp = (-0.5 / a) * (b - math.sqrt((a * (c * -4.0)))) else: tmp = c / -b return tmp
function code(a, b, c) tmp = 0.0 if (b <= -7.8e-115) tmp = Float64(Float64(c / b) - Float64(b / a)); elseif (b <= 7.4e-65) tmp = Float64(Float64(-0.5 / a) * Float64(b - sqrt(Float64(a * Float64(c * -4.0))))); else tmp = Float64(c / Float64(-b)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= -7.8e-115) tmp = (c / b) - (b / a); elseif (b <= 7.4e-65) tmp = (-0.5 / a) * (b - sqrt((a * (c * -4.0)))); else tmp = c / -b; end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -7.8e-115], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision], If[LessEqual[b, 7.4e-65], N[(N[(-0.5 / a), $MachinePrecision] * N[(b - N[Sqrt[N[(a * N[(c * -4.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(c / (-b)), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -7.8 \cdot 10^{-115}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{elif}\;b \leq 7.4 \cdot 10^{-65}:\\
\;\;\;\;\frac{-0.5}{a} \cdot \left(b - \sqrt{a \cdot \left(c \cdot -4\right)}\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{-b}\\
\end{array}
\end{array}
if b < -7.7999999999999997e-115Initial program 78.2%
Taylor expanded in b around -inf
mul-1-negN/A
distribute-rgt-inN/A
distribute-neg-inN/A
associate-*l/N/A
*-lft-identityN/A
*-commutativeN/A
mul-1-negN/A
distribute-rgt-neg-outN/A
remove-double-negN/A
lower-fma.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f64N/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6489.0
Applied rewrites89.0%
lift-*.f64N/A
lift-/.f64N/A
distribute-frac-neg2N/A
unsub-negN/A
lower--.f64N/A
lift-/.f64N/A
associate-*r/N/A
lift-*.f64N/A
times-fracN/A
*-inversesN/A
lift-/.f64N/A
*-lft-identityN/A
lower-/.f6489.0
Applied rewrites89.0%
if -7.7999999999999997e-115 < b < 7.4e-65Initial program 76.8%
Applied rewrites76.7%
Taylor expanded in a around inf
*-commutativeN/A
rem-square-sqrtN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
unpow2N/A
rem-square-sqrtN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6472.5
Applied rewrites72.5%
if 7.4e-65 < b Initial program 17.8%
Taylor expanded in b around inf
mul-1-negN/A
distribute-neg-frac2N/A
lower-/.f64N/A
lower-neg.f6485.4
Applied rewrites85.4%
(FPCore (a b c) :precision binary64 (if (<= b -2e-311) (- (/ c b) (/ b a)) (/ c (- b))))
double code(double a, double b, double c) {
double tmp;
if (b <= -2e-311) {
tmp = (c / b) - (b / a);
} 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) :: tmp
if (b <= (-2d-311)) then
tmp = (c / b) - (b / a)
else
tmp = c / -b
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= -2e-311) {
tmp = (c / b) - (b / a);
} else {
tmp = c / -b;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -2e-311: tmp = (c / b) - (b / a) else: tmp = c / -b return tmp
function code(a, b, c) tmp = 0.0 if (b <= -2e-311) tmp = Float64(Float64(c / b) - Float64(b / a)); else tmp = Float64(c / Float64(-b)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= -2e-311) tmp = (c / b) - (b / a); else tmp = c / -b; end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -2e-311], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision], N[(c / (-b)), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -2 \cdot 10^{-311}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{-b}\\
\end{array}
\end{array}
if b < -1.9999999999999e-311Initial program 79.1%
Taylor expanded in b around -inf
mul-1-negN/A
distribute-rgt-inN/A
distribute-neg-inN/A
associate-*l/N/A
*-lft-identityN/A
*-commutativeN/A
mul-1-negN/A
distribute-rgt-neg-outN/A
remove-double-negN/A
lower-fma.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f64N/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6471.9
Applied rewrites71.9%
lift-*.f64N/A
lift-/.f64N/A
distribute-frac-neg2N/A
unsub-negN/A
lower--.f64N/A
lift-/.f64N/A
associate-*r/N/A
lift-*.f64N/A
times-fracN/A
*-inversesN/A
lift-/.f64N/A
*-lft-identityN/A
lower-/.f6472.9
Applied rewrites72.9%
if -1.9999999999999e-311 < b Initial program 32.3%
Taylor expanded in b around inf
mul-1-negN/A
distribute-neg-frac2N/A
lower-/.f64N/A
lower-neg.f6467.0
Applied rewrites67.0%
(FPCore (a b c) :precision binary64 (if (<= b -2e-311) (/ (- b) a) (/ c (- b))))
double code(double a, double b, double c) {
double tmp;
if (b <= -2e-311) {
tmp = -b / a;
} 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) :: tmp
if (b <= (-2d-311)) then
tmp = -b / a
else
tmp = c / -b
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= -2e-311) {
tmp = -b / a;
} else {
tmp = c / -b;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -2e-311: tmp = -b / a else: tmp = c / -b return tmp
function code(a, b, c) tmp = 0.0 if (b <= -2e-311) tmp = Float64(Float64(-b) / a); else tmp = Float64(c / Float64(-b)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= -2e-311) tmp = -b / a; else tmp = c / -b; end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -2e-311], N[((-b) / a), $MachinePrecision], N[(c / (-b)), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -2 \cdot 10^{-311}:\\
\;\;\;\;\frac{-b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{-b}\\
\end{array}
\end{array}
if b < -1.9999999999999e-311Initial program 79.1%
Taylor expanded in b around -inf
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6472.8
Applied rewrites72.8%
if -1.9999999999999e-311 < b Initial program 32.3%
Taylor expanded in b around inf
mul-1-negN/A
distribute-neg-frac2N/A
lower-/.f64N/A
lower-neg.f6467.0
Applied rewrites67.0%
Final simplification70.2%
(FPCore (a b c) :precision binary64 (if (<= b 1900.0) (/ (- b) a) (/ c b)))
double code(double a, double b, double c) {
double tmp;
if (b <= 1900.0) {
tmp = -b / a;
} 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) :: tmp
if (b <= 1900.0d0) then
tmp = -b / a
else
tmp = c / b
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= 1900.0) {
tmp = -b / a;
} else {
tmp = c / b;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= 1900.0: tmp = -b / a else: tmp = c / b return tmp
function code(a, b, c) tmp = 0.0 if (b <= 1900.0) tmp = Float64(Float64(-b) / a); else tmp = Float64(c / b); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= 1900.0) tmp = -b / a; else tmp = c / b; end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, 1900.0], N[((-b) / a), $MachinePrecision], N[(c / b), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 1900:\\
\;\;\;\;\frac{-b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{b}\\
\end{array}
\end{array}
if b < 1900Initial program 74.4%
Taylor expanded in b around -inf
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6455.4
Applied rewrites55.4%
if 1900 < b Initial program 12.8%
Applied rewrites3.7%
Taylor expanded in b around -inf
lower-/.f6430.3
Applied rewrites30.3%
Final simplification48.7%
(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 58.0%
Applied rewrites34.8%
Taylor expanded in b around -inf
lower-/.f6410.3
Applied rewrites10.3%
(FPCore (a b c) :precision binary64 (/ b a))
double code(double a, double b, double c) {
return b / 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 / a
end function
public static double code(double a, double b, double c) {
return b / a;
}
def code(a, b, c): return b / a
function code(a, b, c) return Float64(b / a) end
function tmp = code(a, b, c) tmp = b / a; end
code[a_, b_, c_] := N[(b / a), $MachinePrecision]
\begin{array}{l}
\\
\frac{b}{a}
\end{array}
Initial program 58.0%
Applied rewrites34.8%
Taylor expanded in b around inf
lower-/.f642.2
Applied rewrites2.2%
(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) (/ (- t_2 (/ b 2.0)) a) (/ (- c) (+ (/ b 2.0) t_2)))))
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 = (t_2 - (b / 2.0)) / a;
} else {
tmp_1 = -c / ((b / 2.0) + t_2);
}
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 = (t_2 - (b / 2.0)) / a;
} else {
tmp_1 = -c / ((b / 2.0) + t_2);
}
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 = (t_2 - (b / 2.0)) / a else: tmp_1 = -c / ((b / 2.0) + t_2) 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(Float64(t_2 - Float64(b / 2.0)) / a); else tmp_1 = Float64(Float64(-c) / Float64(Float64(b / 2.0) + t_2)); 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 = (t_2 - (b / 2.0)) / a; else tmp_2 = -c / ((b / 2.0) + t_2); 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[(N[(t$95$2 - N[(b / 2.0), $MachinePrecision]), $MachinePrecision] / a), $MachinePrecision], N[((-c) / N[(N[(b / 2.0), $MachinePrecision] + t$95$2), $MachinePrecision]), $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{t\_2 - \frac{b}{2}}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{\frac{b}{2} + t\_2}\\
\end{array}
\end{array}
herbie shell --seed 2024219
(FPCore (a b c)
:name "quadp (p42, positive)"
:precision binary64
:herbie-expected 10
:alt
(! :herbie-platform default (let ((sqtD (let ((x (* (sqrt (fabs a)) (sqrt (fabs c))))) (if (== (copysign a c) a) (* (sqrt (- (fabs (/ b 2)) x)) (sqrt (+ (fabs (/ b 2)) x))) (hypot (/ b 2) x))))) (if (< b 0) (/ (- sqtD (/ b 2)) a) (/ (- c) (+ (/ b 2) sqtD)))))
(/ (+ (- b) (sqrt (- (* b b) (* 4.0 (* a c))))) (* 2.0 a)))