
(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 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(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
(let* ((t_0 (/ c (- b))))
(if (<= b -3e-66)
t_0
(if (<= b -3.25e-91)
(pow (* (pow (/ c (- a)) 0.25) (* (sqrt 2.0) (sqrt 0.5))) 2.0)
(if (<= b -5e-119)
t_0
(if (<= b 3.8e+93)
(/ (- (- b) (sqrt (- (* b b) (* 4.0 (* c a))))) (* a 2.0))
(/ b (- a))))))))
double code(double a, double b, double c) {
double t_0 = c / -b;
double tmp;
if (b <= -3e-66) {
tmp = t_0;
} else if (b <= -3.25e-91) {
tmp = pow((pow((c / -a), 0.25) * (sqrt(2.0) * sqrt(0.5))), 2.0);
} else if (b <= -5e-119) {
tmp = t_0;
} else if (b <= 3.8e+93) {
tmp = (-b - sqrt(((b * b) - (4.0 * (c * a))))) / (a * 2.0);
} 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) :: t_0
real(8) :: tmp
t_0 = c / -b
if (b <= (-3d-66)) then
tmp = t_0
else if (b <= (-3.25d-91)) then
tmp = (((c / -a) ** 0.25d0) * (sqrt(2.0d0) * sqrt(0.5d0))) ** 2.0d0
else if (b <= (-5d-119)) then
tmp = t_0
else if (b <= 3.8d+93) then
tmp = (-b - sqrt(((b * b) - (4.0d0 * (c * a))))) / (a * 2.0d0)
else
tmp = b / -a
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double t_0 = c / -b;
double tmp;
if (b <= -3e-66) {
tmp = t_0;
} else if (b <= -3.25e-91) {
tmp = Math.pow((Math.pow((c / -a), 0.25) * (Math.sqrt(2.0) * Math.sqrt(0.5))), 2.0);
} else if (b <= -5e-119) {
tmp = t_0;
} else if (b <= 3.8e+93) {
tmp = (-b - Math.sqrt(((b * b) - (4.0 * (c * a))))) / (a * 2.0);
} else {
tmp = b / -a;
}
return tmp;
}
def code(a, b, c): t_0 = c / -b tmp = 0 if b <= -3e-66: tmp = t_0 elif b <= -3.25e-91: tmp = math.pow((math.pow((c / -a), 0.25) * (math.sqrt(2.0) * math.sqrt(0.5))), 2.0) elif b <= -5e-119: tmp = t_0 elif b <= 3.8e+93: tmp = (-b - math.sqrt(((b * b) - (4.0 * (c * a))))) / (a * 2.0) else: tmp = b / -a return tmp
function code(a, b, c) t_0 = Float64(c / Float64(-b)) tmp = 0.0 if (b <= -3e-66) tmp = t_0; elseif (b <= -3.25e-91) tmp = Float64((Float64(c / Float64(-a)) ^ 0.25) * Float64(sqrt(2.0) * sqrt(0.5))) ^ 2.0; elseif (b <= -5e-119) tmp = t_0; elseif (b <= 3.8e+93) tmp = Float64(Float64(Float64(-b) - sqrt(Float64(Float64(b * b) - Float64(4.0 * Float64(c * a))))) / Float64(a * 2.0)); else tmp = Float64(b / Float64(-a)); end return tmp end
function tmp_2 = code(a, b, c) t_0 = c / -b; tmp = 0.0; if (b <= -3e-66) tmp = t_0; elseif (b <= -3.25e-91) tmp = (((c / -a) ^ 0.25) * (sqrt(2.0) * sqrt(0.5))) ^ 2.0; elseif (b <= -5e-119) tmp = t_0; elseif (b <= 3.8e+93) tmp = (-b - sqrt(((b * b) - (4.0 * (c * a))))) / (a * 2.0); else tmp = b / -a; end tmp_2 = tmp; end
code[a_, b_, c_] := Block[{t$95$0 = N[(c / (-b)), $MachinePrecision]}, If[LessEqual[b, -3e-66], t$95$0, If[LessEqual[b, -3.25e-91], N[Power[N[(N[Power[N[(c / (-a)), $MachinePrecision], 0.25], $MachinePrecision] * N[(N[Sqrt[2.0], $MachinePrecision] * N[Sqrt[0.5], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision], If[LessEqual[b, -5e-119], t$95$0, If[LessEqual[b, 3.8e+93], 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[(b / (-a)), $MachinePrecision]]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{c}{-b}\\
\mathbf{if}\;b \leq -3 \cdot 10^{-66}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;b \leq -3.25 \cdot 10^{-91}:\\
\;\;\;\;{\left({\left(\frac{c}{-a}\right)}^{0.25} \cdot \left(\sqrt{2} \cdot \sqrt{0.5}\right)\right)}^{2}\\
\mathbf{elif}\;b \leq -5 \cdot 10^{-119}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;b \leq 3.8 \cdot 10^{+93}:\\
\;\;\;\;\frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(c \cdot a\right)}}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{b}{-a}\\
\end{array}
\end{array}
if b < -3.0000000000000002e-66 or -3.25e-91 < b < -4.99999999999999993e-119Initial program 20.2%
div-sub18.2%
sub-neg18.2%
neg-mul-118.2%
*-commutative18.2%
associate-/l*18.1%
distribute-neg-frac18.1%
neg-mul-118.1%
*-commutative18.1%
associate-/l*18.2%
distribute-rgt-out20.2%
associate-/r*20.2%
metadata-eval20.2%
sub-neg20.2%
+-commutative20.2%
Simplified20.2%
Taylor expanded in b around -inf 84.1%
mul-1-neg84.1%
distribute-neg-frac284.1%
Simplified84.1%
if -3.0000000000000002e-66 < b < -3.25e-91Initial program 35.2%
div-sub35.2%
sub-neg35.2%
neg-mul-135.2%
*-commutative35.2%
associate-/l*35.2%
distribute-neg-frac35.2%
neg-mul-135.2%
*-commutative35.2%
associate-/l*35.2%
distribute-rgt-out35.2%
associate-/r*35.2%
metadata-eval35.2%
sub-neg35.2%
+-commutative35.2%
Simplified35.2%
add-sqr-sqrt34.5%
pow234.5%
*-commutative34.5%
pow234.5%
Applied egg-rr34.5%
Taylor expanded in a around -inf 81.2%
neg-mul-181.2%
*-commutative81.2%
Simplified81.2%
if -4.99999999999999993e-119 < b < 3.7999999999999998e93Initial program 87.4%
if 3.7999999999999998e93 < b Initial program 60.5%
div-sub60.5%
sub-neg60.5%
neg-mul-160.5%
*-commutative60.5%
associate-/l*60.4%
distribute-neg-frac60.4%
neg-mul-160.4%
*-commutative60.4%
associate-/l*60.4%
distribute-rgt-out60.4%
associate-/r*60.4%
metadata-eval60.4%
sub-neg60.4%
+-commutative60.4%
Simplified60.6%
Taylor expanded in a around 0 98.2%
associate-*r/98.2%
mul-1-neg98.2%
Simplified98.2%
Final simplification88.2%
(FPCore (a b c)
:precision binary64
(if (<= b -3.3e-118)
(/ c (- b))
(if (<= b 4.6e+97)
(/ (- (- b) (sqrt (- (* b b) (* 4.0 (* c a))))) (* a 2.0))
(/ b (- a)))))
double code(double a, double b, double c) {
double tmp;
if (b <= -3.3e-118) {
tmp = c / -b;
} else if (b <= 4.6e+97) {
tmp = (-b - sqrt(((b * b) - (4.0 * (c * a))))) / (a * 2.0);
} 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 <= (-3.3d-118)) then
tmp = c / -b
else if (b <= 4.6d+97) then
tmp = (-b - sqrt(((b * b) - (4.0d0 * (c * a))))) / (a * 2.0d0)
else
tmp = b / -a
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= -3.3e-118) {
tmp = c / -b;
} else if (b <= 4.6e+97) {
tmp = (-b - Math.sqrt(((b * b) - (4.0 * (c * a))))) / (a * 2.0);
} else {
tmp = b / -a;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -3.3e-118: tmp = c / -b elif b <= 4.6e+97: tmp = (-b - math.sqrt(((b * b) - (4.0 * (c * a))))) / (a * 2.0) else: tmp = b / -a return tmp
function code(a, b, c) tmp = 0.0 if (b <= -3.3e-118) tmp = Float64(c / Float64(-b)); elseif (b <= 4.6e+97) tmp = Float64(Float64(Float64(-b) - sqrt(Float64(Float64(b * b) - Float64(4.0 * Float64(c * a))))) / Float64(a * 2.0)); else tmp = Float64(b / Float64(-a)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= -3.3e-118) tmp = c / -b; elseif (b <= 4.6e+97) tmp = (-b - sqrt(((b * b) - (4.0 * (c * a))))) / (a * 2.0); else tmp = b / -a; end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -3.3e-118], N[(c / (-b)), $MachinePrecision], If[LessEqual[b, 4.6e+97], 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[(b / (-a)), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -3.3 \cdot 10^{-118}:\\
\;\;\;\;\frac{c}{-b}\\
\mathbf{elif}\;b \leq 4.6 \cdot 10^{+97}:\\
\;\;\;\;\frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(c \cdot a\right)}}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{b}{-a}\\
\end{array}
\end{array}
if b < -3.3e-118Initial program 21.1%
div-sub19.1%
sub-neg19.1%
neg-mul-119.1%
*-commutative19.1%
associate-/l*19.1%
distribute-neg-frac19.1%
neg-mul-119.1%
*-commutative19.1%
associate-/l*19.1%
distribute-rgt-out21.1%
associate-/r*21.1%
metadata-eval21.1%
sub-neg21.1%
+-commutative21.1%
Simplified21.1%
Taylor expanded in b around -inf 79.5%
mul-1-neg79.5%
distribute-neg-frac279.5%
Simplified79.5%
if -3.3e-118 < b < 4.60000000000000011e97Initial program 87.4%
if 4.60000000000000011e97 < b Initial program 60.5%
div-sub60.5%
sub-neg60.5%
neg-mul-160.5%
*-commutative60.5%
associate-/l*60.4%
distribute-neg-frac60.4%
neg-mul-160.4%
*-commutative60.4%
associate-/l*60.4%
distribute-rgt-out60.4%
associate-/r*60.4%
metadata-eval60.4%
sub-neg60.4%
+-commutative60.4%
Simplified60.6%
Taylor expanded in a around 0 98.2%
associate-*r/98.2%
mul-1-neg98.2%
Simplified98.2%
Final simplification86.4%
(FPCore (a b c)
:precision binary64
(if (<= b -3.4e-118)
(/ c (- b))
(if (<= b 2.35e-73)
(/ (- (- b) (sqrt (* c (* a -4.0)))) (* a 2.0))
(- (/ c b) (/ b a)))))
double code(double a, double b, double c) {
double tmp;
if (b <= -3.4e-118) {
tmp = c / -b;
} else if (b <= 2.35e-73) {
tmp = (-b - sqrt((c * (a * -4.0)))) / (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 <= (-3.4d-118)) then
tmp = c / -b
else if (b <= 2.35d-73) then
tmp = (-b - sqrt((c * (a * (-4.0d0))))) / (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 <= -3.4e-118) {
tmp = c / -b;
} else if (b <= 2.35e-73) {
tmp = (-b - Math.sqrt((c * (a * -4.0)))) / (a * 2.0);
} else {
tmp = (c / b) - (b / a);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -3.4e-118: tmp = c / -b elif b <= 2.35e-73: tmp = (-b - math.sqrt((c * (a * -4.0)))) / (a * 2.0) else: tmp = (c / b) - (b / a) return tmp
function code(a, b, c) tmp = 0.0 if (b <= -3.4e-118) tmp = Float64(c / Float64(-b)); elseif (b <= 2.35e-73) tmp = Float64(Float64(Float64(-b) - sqrt(Float64(c * Float64(a * -4.0)))) / 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 <= -3.4e-118) tmp = c / -b; elseif (b <= 2.35e-73) tmp = (-b - sqrt((c * (a * -4.0)))) / (a * 2.0); else tmp = (c / b) - (b / a); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -3.4e-118], N[(c / (-b)), $MachinePrecision], If[LessEqual[b, 2.35e-73], N[(N[((-b) - N[Sqrt[N[(c * N[(a * -4.0), $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 -3.4 \cdot 10^{-118}:\\
\;\;\;\;\frac{c}{-b}\\
\mathbf{elif}\;b \leq 2.35 \cdot 10^{-73}:\\
\;\;\;\;\frac{\left(-b\right) - \sqrt{c \cdot \left(a \cdot -4\right)}}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\end{array}
\end{array}
if b < -3.39999999999999991e-118Initial program 21.1%
div-sub19.1%
sub-neg19.1%
neg-mul-119.1%
*-commutative19.1%
associate-/l*19.1%
distribute-neg-frac19.1%
neg-mul-119.1%
*-commutative19.1%
associate-/l*19.1%
distribute-rgt-out21.1%
associate-/r*21.1%
metadata-eval21.1%
sub-neg21.1%
+-commutative21.1%
Simplified21.1%
Taylor expanded in b around -inf 79.5%
mul-1-neg79.5%
distribute-neg-frac279.5%
Simplified79.5%
if -3.39999999999999991e-118 < b < 2.34999999999999997e-73Initial program 84.1%
*-commutative84.1%
*-commutative84.1%
sqr-neg84.1%
*-commutative84.1%
sqr-neg84.1%
*-commutative84.1%
associate-*r*84.1%
Simplified84.1%
Taylor expanded in b around 0 73.9%
associate-*r*73.9%
*-commutative73.9%
Simplified73.9%
if 2.34999999999999997e-73 < b Initial program 73.3%
div-sub73.4%
sub-neg73.4%
neg-mul-173.4%
*-commutative73.4%
associate-/l*73.3%
distribute-neg-frac73.3%
neg-mul-173.3%
*-commutative73.3%
associate-/l*73.2%
distribute-rgt-out73.2%
associate-/r*73.2%
metadata-eval73.2%
sub-neg73.2%
+-commutative73.2%
Simplified73.3%
Taylor expanded in c around 0 88.0%
+-commutative88.0%
mul-1-neg88.0%
unsub-neg88.0%
Simplified88.0%
Final simplification80.9%
(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 32.2%
div-sub30.6%
sub-neg30.6%
neg-mul-130.6%
*-commutative30.6%
associate-/l*30.6%
distribute-neg-frac30.6%
neg-mul-130.6%
*-commutative30.6%
associate-/l*30.6%
distribute-rgt-out32.2%
associate-/r*32.2%
metadata-eval32.2%
sub-neg32.2%
+-commutative32.2%
Simplified32.2%
Taylor expanded in b around -inf 67.5%
mul-1-neg67.5%
distribute-neg-frac267.5%
Simplified67.5%
if -1.999999999999994e-310 < b Initial program 77.0%
div-sub77.0%
sub-neg77.0%
neg-mul-177.0%
*-commutative77.0%
associate-/l*77.0%
distribute-neg-frac77.0%
neg-mul-177.0%
*-commutative77.0%
associate-/l*76.9%
distribute-rgt-out76.9%
associate-/r*76.9%
metadata-eval76.9%
sub-neg76.9%
+-commutative76.9%
Simplified76.9%
Taylor expanded in c around 0 67.3%
+-commutative67.3%
mul-1-neg67.3%
unsub-neg67.3%
Simplified67.3%
Final simplification67.4%
(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(b / Float64(-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 32.2%
div-sub30.6%
sub-neg30.6%
neg-mul-130.6%
*-commutative30.6%
associate-/l*30.6%
distribute-neg-frac30.6%
neg-mul-130.6%
*-commutative30.6%
associate-/l*30.6%
distribute-rgt-out32.2%
associate-/r*32.2%
metadata-eval32.2%
sub-neg32.2%
+-commutative32.2%
Simplified32.2%
Taylor expanded in b around -inf 67.5%
mul-1-neg67.5%
distribute-neg-frac267.5%
Simplified67.5%
if -1.999999999999994e-310 < b Initial program 77.0%
div-sub77.0%
sub-neg77.0%
neg-mul-177.0%
*-commutative77.0%
associate-/l*77.0%
distribute-neg-frac77.0%
neg-mul-177.0%
*-commutative77.0%
associate-/l*76.9%
distribute-rgt-out76.9%
associate-/r*76.9%
metadata-eval76.9%
sub-neg76.9%
+-commutative76.9%
Simplified76.9%
Taylor expanded in a around 0 67.1%
associate-*r/67.1%
mul-1-neg67.1%
Simplified67.1%
Final simplification67.3%
(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 54.6%
div-sub53.8%
sub-neg53.8%
neg-mul-153.8%
*-commutative53.8%
associate-/l*53.8%
distribute-neg-frac53.8%
neg-mul-153.8%
*-commutative53.8%
associate-/l*53.7%
distribute-rgt-out54.5%
associate-/r*54.5%
metadata-eval54.5%
sub-neg54.5%
+-commutative54.5%
Simplified54.6%
Taylor expanded in b around -inf 34.9%
mul-1-neg34.9%
distribute-neg-frac234.9%
Simplified34.9%
Final simplification34.9%
(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 54.6%
div-sub53.8%
sub-neg53.8%
neg-mul-153.8%
*-commutative53.8%
associate-/l*53.8%
distribute-neg-frac53.8%
neg-mul-153.8%
*-commutative53.8%
associate-/l*53.7%
distribute-rgt-out54.5%
associate-/r*54.5%
metadata-eval54.5%
sub-neg54.5%
+-commutative54.5%
Simplified54.6%
add-cube-cbrt53.8%
pow353.8%
*-commutative53.8%
pow253.8%
Applied egg-rr53.8%
Taylor expanded in c around 0 34.3%
+-commutative34.3%
mul-1-neg34.3%
unsub-neg34.3%
Simplified34.3%
Taylor expanded in c around inf 11.3%
Final simplification11.3%
(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 2024054
(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)))