
(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 9 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 -4.4e-110)
(/ c (- b))
(if (<= b 4.8e+136)
(/ (+ (sqrt (fma b b (* (* a c) -4.0))) b) (* -2.0 a))
(/ (- b) a))))
double code(double a, double b, double c) {
double tmp;
if (b <= -4.4e-110) {
tmp = c / -b;
} else if (b <= 4.8e+136) {
tmp = (sqrt(fma(b, b, ((a * c) * -4.0))) + b) / (-2.0 * a);
} else {
tmp = -b / a;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= -4.4e-110) tmp = Float64(c / Float64(-b)); elseif (b <= 4.8e+136) tmp = Float64(Float64(sqrt(fma(b, b, Float64(Float64(a * c) * -4.0))) + b) / Float64(-2.0 * a)); else tmp = Float64(Float64(-b) / a); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, -4.4e-110], N[(c / (-b)), $MachinePrecision], If[LessEqual[b, 4.8e+136], N[(N[(N[Sqrt[N[(b * b + N[(N[(a * c), $MachinePrecision] * -4.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] + b), $MachinePrecision] / N[(-2.0 * a), $MachinePrecision]), $MachinePrecision], N[((-b) / a), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -4.4 \cdot 10^{-110}:\\
\;\;\;\;\frac{c}{-b}\\
\mathbf{elif}\;b \leq 4.8 \cdot 10^{+136}:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, \left(a \cdot c\right) \cdot -4\right)} + b}{-2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-b}{a}\\
\end{array}
\end{array}
if b < -4.3999999999999999e-110Initial program 14.9%
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.f6483.6
Applied rewrites83.6%
if -4.3999999999999999e-110 < b < 4.8000000000000001e136Initial program 77.3%
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f64N/A
lower-neg.f6477.3
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-*.f64N/A
distribute-lft-neg-inN/A
lower-fma.f64N/A
metadata-eval77.3
lift-*.f64N/A
*-commutativeN/A
lower-*.f6477.3
Applied rewrites77.3%
Applied rewrites77.3%
if 4.8000000000000001e136 < b Initial program 43.7%
Taylor expanded in a around 0
associate-*r/N/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f64100.0
Applied rewrites100.0%
(FPCore (a b c)
:precision binary64
(if (<= b -4.4e-110)
(/ c (- b))
(if (<= b 4.8e+136)
(* (/ -0.5 a) (+ (sqrt (fma (* c a) -4.0 (* b b))) b))
(/ (- b) a))))
double code(double a, double b, double c) {
double tmp;
if (b <= -4.4e-110) {
tmp = c / -b;
} else if (b <= 4.8e+136) {
tmp = (-0.5 / a) * (sqrt(fma((c * a), -4.0, (b * b))) + b);
} else {
tmp = -b / a;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= -4.4e-110) tmp = Float64(c / Float64(-b)); elseif (b <= 4.8e+136) tmp = Float64(Float64(-0.5 / a) * Float64(sqrt(fma(Float64(c * a), -4.0, Float64(b * b))) + b)); else tmp = Float64(Float64(-b) / a); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, -4.4e-110], N[(c / (-b)), $MachinePrecision], If[LessEqual[b, 4.8e+136], N[(N[(-0.5 / a), $MachinePrecision] * N[(N[Sqrt[N[(N[(c * a), $MachinePrecision] * -4.0 + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] + b), $MachinePrecision]), $MachinePrecision], N[((-b) / a), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -4.4 \cdot 10^{-110}:\\
\;\;\;\;\frac{c}{-b}\\
\mathbf{elif}\;b \leq 4.8 \cdot 10^{+136}:\\
\;\;\;\;\frac{-0.5}{a} \cdot \left(\sqrt{\mathsf{fma}\left(c \cdot a, -4, b \cdot b\right)} + b\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{-b}{a}\\
\end{array}
\end{array}
if b < -4.3999999999999999e-110Initial program 14.9%
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.f6483.6
Applied rewrites83.6%
if -4.3999999999999999e-110 < b < 4.8000000000000001e136Initial program 77.3%
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f64N/A
lower-neg.f6477.3
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-*.f64N/A
distribute-lft-neg-inN/A
lower-fma.f64N/A
metadata-eval77.3
lift-*.f64N/A
*-commutativeN/A
lower-*.f6477.3
Applied rewrites77.3%
Applied rewrites77.3%
lift-/.f64N/A
clear-numN/A
associate-/r/N/A
lower-*.f64N/A
lift-*.f64N/A
associate-/r*N/A
metadata-evalN/A
lower-/.f6477.1
lift-fma.f64N/A
lift-*.f64N/A
+-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
lower-fma.f6477.1
Applied rewrites77.1%
if 4.8000000000000001e136 < b Initial program 43.7%
Taylor expanded in a around 0
associate-*r/N/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f64100.0
Applied rewrites100.0%
(FPCore (a b c)
:precision binary64
(if (<= b -1.8e-115)
(/ c (- b))
(if (<= b 9.5e-88)
(/ (+ (sqrt (* (* c a) -4.0)) b) (* -2.0 a))
(- (/ c b) (/ b a)))))
double code(double a, double b, double c) {
double tmp;
if (b <= -1.8e-115) {
tmp = c / -b;
} else if (b <= 9.5e-88) {
tmp = (sqrt(((c * a) * -4.0)) + b) / (-2.0 * 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 <= (-1.8d-115)) then
tmp = c / -b
else if (b <= 9.5d-88) then
tmp = (sqrt(((c * a) * (-4.0d0))) + b) / ((-2.0d0) * 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 <= -1.8e-115) {
tmp = c / -b;
} else if (b <= 9.5e-88) {
tmp = (Math.sqrt(((c * a) * -4.0)) + b) / (-2.0 * a);
} else {
tmp = (c / b) - (b / a);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -1.8e-115: tmp = c / -b elif b <= 9.5e-88: tmp = (math.sqrt(((c * a) * -4.0)) + b) / (-2.0 * a) else: tmp = (c / b) - (b / a) return tmp
function code(a, b, c) tmp = 0.0 if (b <= -1.8e-115) tmp = Float64(c / Float64(-b)); elseif (b <= 9.5e-88) tmp = Float64(Float64(sqrt(Float64(Float64(c * a) * -4.0)) + b) / Float64(-2.0 * 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 <= -1.8e-115) tmp = c / -b; elseif (b <= 9.5e-88) tmp = (sqrt(((c * a) * -4.0)) + b) / (-2.0 * a); else tmp = (c / b) - (b / a); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -1.8e-115], N[(c / (-b)), $MachinePrecision], If[LessEqual[b, 9.5e-88], N[(N[(N[Sqrt[N[(N[(c * a), $MachinePrecision] * -4.0), $MachinePrecision]], $MachinePrecision] + b), $MachinePrecision] / N[(-2.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -1.8 \cdot 10^{-115}:\\
\;\;\;\;\frac{c}{-b}\\
\mathbf{elif}\;b \leq 9.5 \cdot 10^{-88}:\\
\;\;\;\;\frac{\sqrt{\left(c \cdot a\right) \cdot -4} + b}{-2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\end{array}
\end{array}
if b < -1.80000000000000005e-115Initial program 14.9%
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.f6483.6
Applied rewrites83.6%
if -1.80000000000000005e-115 < b < 9.5e-88Initial program 68.2%
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f64N/A
lower-neg.f6468.2
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-*.f64N/A
distribute-lft-neg-inN/A
lower-fma.f64N/A
metadata-eval68.2
lift-*.f64N/A
*-commutativeN/A
lower-*.f6468.2
Applied rewrites68.2%
Applied rewrites68.2%
Taylor expanded in a around inf
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6462.6
Applied rewrites62.6%
if 9.5e-88 < b Initial program 69.3%
Taylor expanded in c around 0
+-commutativeN/A
mul-1-negN/A
unsub-negN/A
lower--.f64N/A
lower-/.f64N/A
lower-/.f6487.7
Applied rewrites87.7%
Final simplification79.0%
(FPCore (a b c)
:precision binary64
(if (<= b -1.8e-115)
(/ c (- b))
(if (<= b 9.5e-88)
(* (+ (sqrt (* (* -4.0 c) a)) b) (/ -0.5 a))
(- (/ c b) (/ b a)))))
double code(double a, double b, double c) {
double tmp;
if (b <= -1.8e-115) {
tmp = c / -b;
} else if (b <= 9.5e-88) {
tmp = (sqrt(((-4.0 * c) * a)) + b) * (-0.5 / 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 <= (-1.8d-115)) then
tmp = c / -b
else if (b <= 9.5d-88) then
tmp = (sqrt((((-4.0d0) * c) * a)) + b) * ((-0.5d0) / 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 <= -1.8e-115) {
tmp = c / -b;
} else if (b <= 9.5e-88) {
tmp = (Math.sqrt(((-4.0 * c) * a)) + b) * (-0.5 / a);
} else {
tmp = (c / b) - (b / a);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -1.8e-115: tmp = c / -b elif b <= 9.5e-88: tmp = (math.sqrt(((-4.0 * c) * a)) + b) * (-0.5 / a) else: tmp = (c / b) - (b / a) return tmp
function code(a, b, c) tmp = 0.0 if (b <= -1.8e-115) tmp = Float64(c / Float64(-b)); elseif (b <= 9.5e-88) tmp = Float64(Float64(sqrt(Float64(Float64(-4.0 * c) * a)) + b) * Float64(-0.5 / 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 <= -1.8e-115) tmp = c / -b; elseif (b <= 9.5e-88) tmp = (sqrt(((-4.0 * c) * a)) + b) * (-0.5 / a); else tmp = (c / b) - (b / a); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -1.8e-115], N[(c / (-b)), $MachinePrecision], If[LessEqual[b, 9.5e-88], N[(N[(N[Sqrt[N[(N[(-4.0 * c), $MachinePrecision] * a), $MachinePrecision]], $MachinePrecision] + b), $MachinePrecision] * N[(-0.5 / a), $MachinePrecision]), $MachinePrecision], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -1.8 \cdot 10^{-115}:\\
\;\;\;\;\frac{c}{-b}\\
\mathbf{elif}\;b \leq 9.5 \cdot 10^{-88}:\\
\;\;\;\;\left(\sqrt{\left(-4 \cdot c\right) \cdot a} + b\right) \cdot \frac{-0.5}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\end{array}
\end{array}
if b < -1.80000000000000005e-115Initial program 14.9%
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.f6483.6
Applied rewrites83.6%
if -1.80000000000000005e-115 < b < 9.5e-88Initial program 68.2%
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-neg.f64N/A
unsub-negN/A
lower--.f64N/A
lower-neg.f6468.2
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-*.f64N/A
distribute-lft-neg-inN/A
lower-fma.f64N/A
metadata-eval68.2
lift-*.f64N/A
*-commutativeN/A
lower-*.f6468.2
Applied rewrites68.2%
Taylor expanded in a around inf
lower-*.f64N/A
lower-*.f6462.6
Applied rewrites62.6%
lift-/.f64N/A
frac-2negN/A
div-invN/A
lift-*.f64N/A
distribute-lft-neg-inN/A
metadata-evalN/A
lift-*.f64N/A
lower-*.f64N/A
Applied rewrites62.4%
if 9.5e-88 < b Initial program 69.3%
Taylor expanded in c around 0
+-commutativeN/A
mul-1-negN/A
unsub-negN/A
lower--.f64N/A
lower-/.f64N/A
lower-/.f6487.7
Applied rewrites87.7%
(FPCore (a b c) :precision binary64 (if (<= b -1e-310) (/ c (- b)) (- (/ c b) (/ b a))))
double code(double a, double b, double c) {
double tmp;
if (b <= -1e-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 <= (-1d-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 <= -1e-310) {
tmp = c / -b;
} else {
tmp = (c / b) - (b / a);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -1e-310: tmp = c / -b else: tmp = (c / b) - (b / a) return tmp
function code(a, b, c) tmp = 0.0 if (b <= -1e-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 <= -1e-310) tmp = c / -b; else tmp = (c / b) - (b / a); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -1e-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 -1 \cdot 10^{-310}:\\
\;\;\;\;\frac{c}{-b}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\end{array}
\end{array}
if b < -9.999999999999969e-311Initial program 27.9%
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.f6465.8
Applied rewrites65.8%
if -9.999999999999969e-311 < b Initial program 69.9%
Taylor expanded in c around 0
+-commutativeN/A
mul-1-negN/A
unsub-negN/A
lower--.f64N/A
lower-/.f64N/A
lower-/.f6469.5
Applied rewrites69.5%
(FPCore (a b c) :precision binary64 (if (<= b -1e-310) (/ c (- b)) (/ (- b) a)))
double code(double a, double b, double c) {
double tmp;
if (b <= -1e-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 <= (-1d-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 <= -1e-310) {
tmp = c / -b;
} else {
tmp = -b / a;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -1e-310: tmp = c / -b else: tmp = -b / a return tmp
function code(a, b, c) tmp = 0.0 if (b <= -1e-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 <= -1e-310) tmp = c / -b; else tmp = -b / a; end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -1e-310], N[(c / (-b)), $MachinePrecision], N[((-b) / a), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -1 \cdot 10^{-310}:\\
\;\;\;\;\frac{c}{-b}\\
\mathbf{else}:\\
\;\;\;\;\frac{-b}{a}\\
\end{array}
\end{array}
if b < -9.999999999999969e-311Initial program 27.9%
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.f6465.8
Applied rewrites65.8%
if -9.999999999999969e-311 < b Initial program 69.9%
Taylor expanded in a around 0
associate-*r/N/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6469.0
Applied rewrites69.0%
(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 47.1%
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.f6436.8
Applied rewrites36.8%
(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 47.1%
Applied rewrites28.6%
Taylor expanded in a around 0
lower-/.f6411.7
Applied rewrites11.7%
(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 47.1%
Applied rewrites28.6%
Taylor expanded in b around -inf
lower-/.f642.4
Applied rewrites2.4%
(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 2024307
(FPCore (a b c)
:name "quadm (p42, negative)"
: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) (/ c (- sqtD (/ b 2))) (/ (+ (/ b 2) sqtD) (- a)))))
(/ (- (- b) (sqrt (- (* b b) (* 4.0 (* a c))))) (* 2.0 a)))