
(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);
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
real(8) function code(a, b, c)
use fmin_fmax_functions
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);
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
real(8) function code(a, b, c)
use fmin_fmax_functions
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 -5e+134)
(/ (+ (- b) (fma (* a (/ c b)) 2.0 (- b))) (* 2.0 a))
(if (<= b 6e-84)
(- (/ b (* -2.0 a)) (/ (sqrt (fma -4.0 (* c a) (* b b))) (* -2.0 a)))
(/ (- c) b))))
double code(double a, double b, double c) {
double tmp;
if (b <= -5e+134) {
tmp = (-b + fma((a * (c / b)), 2.0, -b)) / (2.0 * a);
} else if (b <= 6e-84) {
tmp = (b / (-2.0 * a)) - (sqrt(fma(-4.0, (c * a), (b * b))) / (-2.0 * a));
} else {
tmp = -c / b;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= -5e+134) tmp = Float64(Float64(Float64(-b) + fma(Float64(a * Float64(c / b)), 2.0, Float64(-b))) / Float64(2.0 * a)); elseif (b <= 6e-84) tmp = Float64(Float64(b / Float64(-2.0 * a)) - Float64(sqrt(fma(-4.0, Float64(c * a), Float64(b * b))) / Float64(-2.0 * a))); else tmp = Float64(Float64(-c) / b); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, -5e+134], N[(N[((-b) + N[(N[(a * N[(c / b), $MachinePrecision]), $MachinePrecision] * 2.0 + (-b)), $MachinePrecision]), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], If[LessEqual[b, 6e-84], N[(N[(b / N[(-2.0 * a), $MachinePrecision]), $MachinePrecision] - N[(N[Sqrt[N[(-4.0 * N[(c * a), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] / N[(-2.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[((-c) / b), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -5 \cdot 10^{+134}:\\
\;\;\;\;\frac{\left(-b\right) + \mathsf{fma}\left(a \cdot \frac{c}{b}, 2, -b\right)}{2 \cdot a}\\
\mathbf{elif}\;b \leq 6 \cdot 10^{-84}:\\
\;\;\;\;\frac{b}{-2 \cdot a} - \frac{\sqrt{\mathsf{fma}\left(-4, c \cdot a, b \cdot b\right)}}{-2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}
\end{array}
if b < -4.99999999999999981e134Initial program 51.8%
Taylor expanded in b around -inf
mul-1-negN/A
*-commutativeN/A
distribute-rgt-neg-inN/A
mul-1-negN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
associate-/r*N/A
lower-/.f64N/A
associate-/l*N/A
lower-*.f64N/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6495.4
Applied rewrites95.4%
Taylor expanded in a around 0
Applied rewrites95.4%
if -4.99999999999999981e134 < b < 6.0000000000000002e-84Initial program 87.7%
Applied rewrites87.7%
if 6.0000000000000002e-84 < b Initial program 12.2%
Taylor expanded in a around 0
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lower-neg.f6486.7
Applied rewrites86.7%
(FPCore (a b c)
:precision binary64
(if (<= b -5e+134)
(/ (+ (- b) (fma (* a (/ c b)) 2.0 (- b))) (* 2.0 a))
(if (<= b 6e-84)
(/ (- b (sqrt (fma -4.0 (* c a) (* b b)))) (* -2.0 a))
(/ (- c) b))))
double code(double a, double b, double c) {
double tmp;
if (b <= -5e+134) {
tmp = (-b + fma((a * (c / b)), 2.0, -b)) / (2.0 * a);
} else if (b <= 6e-84) {
tmp = (b - sqrt(fma(-4.0, (c * a), (b * b)))) / (-2.0 * a);
} else {
tmp = -c / b;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= -5e+134) tmp = Float64(Float64(Float64(-b) + fma(Float64(a * Float64(c / b)), 2.0, Float64(-b))) / Float64(2.0 * a)); elseif (b <= 6e-84) tmp = Float64(Float64(b - sqrt(fma(-4.0, Float64(c * a), Float64(b * b)))) / Float64(-2.0 * a)); else tmp = Float64(Float64(-c) / b); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, -5e+134], N[(N[((-b) + N[(N[(a * N[(c / b), $MachinePrecision]), $MachinePrecision] * 2.0 + (-b)), $MachinePrecision]), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], If[LessEqual[b, 6e-84], N[(N[(b - N[Sqrt[N[(-4.0 * N[(c * a), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(-2.0 * a), $MachinePrecision]), $MachinePrecision], N[((-c) / b), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -5 \cdot 10^{+134}:\\
\;\;\;\;\frac{\left(-b\right) + \mathsf{fma}\left(a \cdot \frac{c}{b}, 2, -b\right)}{2 \cdot a}\\
\mathbf{elif}\;b \leq 6 \cdot 10^{-84}:\\
\;\;\;\;\frac{b - \sqrt{\mathsf{fma}\left(-4, c \cdot a, b \cdot b\right)}}{-2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}
\end{array}
if b < -4.99999999999999981e134Initial program 51.8%
Taylor expanded in b around -inf
mul-1-negN/A
*-commutativeN/A
distribute-rgt-neg-inN/A
mul-1-negN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
associate-/r*N/A
lower-/.f64N/A
associate-/l*N/A
lower-*.f64N/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6495.4
Applied rewrites95.4%
Taylor expanded in a around 0
Applied rewrites95.4%
if -4.99999999999999981e134 < b < 6.0000000000000002e-84Initial program 87.7%
Applied rewrites87.7%
if 6.0000000000000002e-84 < b Initial program 12.2%
Taylor expanded in a around 0
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lower-neg.f6486.7
Applied rewrites86.7%
(FPCore (a b c)
:precision binary64
(if (<= b -1.35e+126)
(/ (+ (- b) (fma (* a (/ c b)) 2.0 (- b))) (* 2.0 a))
(if (<= b 6e-84)
(* (/ -0.5 a) (- b (sqrt (fma (* -4.0 a) c (* b b)))))
(/ (- c) b))))
double code(double a, double b, double c) {
double tmp;
if (b <= -1.35e+126) {
tmp = (-b + fma((a * (c / b)), 2.0, -b)) / (2.0 * a);
} else if (b <= 6e-84) {
tmp = (-0.5 / a) * (b - sqrt(fma((-4.0 * a), c, (b * b))));
} else {
tmp = -c / b;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= -1.35e+126) tmp = Float64(Float64(Float64(-b) + fma(Float64(a * Float64(c / b)), 2.0, Float64(-b))) / Float64(2.0 * a)); elseif (b <= 6e-84) tmp = Float64(Float64(-0.5 / a) * Float64(b - sqrt(fma(Float64(-4.0 * a), c, Float64(b * b))))); else tmp = Float64(Float64(-c) / b); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, -1.35e+126], N[(N[((-b) + N[(N[(a * N[(c / b), $MachinePrecision]), $MachinePrecision] * 2.0 + (-b)), $MachinePrecision]), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], If[LessEqual[b, 6e-84], N[(N[(-0.5 / a), $MachinePrecision] * N[(b - N[Sqrt[N[(N[(-4.0 * a), $MachinePrecision] * c + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[((-c) / b), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -1.35 \cdot 10^{+126}:\\
\;\;\;\;\frac{\left(-b\right) + \mathsf{fma}\left(a \cdot \frac{c}{b}, 2, -b\right)}{2 \cdot a}\\
\mathbf{elif}\;b \leq 6 \cdot 10^{-84}:\\
\;\;\;\;\frac{-0.5}{a} \cdot \left(b - \sqrt{\mathsf{fma}\left(-4 \cdot a, c, b \cdot b\right)}\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}
\end{array}
if b < -1.35000000000000001e126Initial program 55.0%
Taylor expanded in b around -inf
mul-1-negN/A
*-commutativeN/A
distribute-rgt-neg-inN/A
mul-1-negN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
associate-/r*N/A
lower-/.f64N/A
associate-/l*N/A
lower-*.f64N/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6495.7
Applied rewrites95.7%
Taylor expanded in a around 0
Applied rewrites95.7%
if -1.35000000000000001e126 < b < 6.0000000000000002e-84Initial program 87.4%
Applied rewrites87.4%
lift-/.f64N/A
lift--.f64N/A
flip--N/A
+-commutativeN/A
lift-+.f64N/A
associate-/l/N/A
difference-of-squaresN/A
+-commutativeN/A
lift-+.f64N/A
lift--.f64N/A
lift-*.f64N/A
Applied rewrites87.1%
if 6.0000000000000002e-84 < b Initial program 12.2%
Taylor expanded in a around 0
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lower-neg.f6486.7
Applied rewrites86.7%
(FPCore (a b c)
:precision binary64
(if (<= b -1.35e+126)
(/ (- b) a)
(if (<= b 6e-84)
(* (/ -0.5 a) (- b (sqrt (fma (* -4.0 a) c (* b b)))))
(/ (- c) b))))
double code(double a, double b, double c) {
double tmp;
if (b <= -1.35e+126) {
tmp = -b / a;
} else if (b <= 6e-84) {
tmp = (-0.5 / a) * (b - sqrt(fma((-4.0 * a), c, (b * b))));
} else {
tmp = -c / b;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= -1.35e+126) tmp = Float64(Float64(-b) / a); elseif (b <= 6e-84) tmp = Float64(Float64(-0.5 / a) * Float64(b - sqrt(fma(Float64(-4.0 * a), c, Float64(b * b))))); else tmp = Float64(Float64(-c) / b); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, -1.35e+126], N[((-b) / a), $MachinePrecision], If[LessEqual[b, 6e-84], N[(N[(-0.5 / a), $MachinePrecision] * N[(b - N[Sqrt[N[(N[(-4.0 * a), $MachinePrecision] * c + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[((-c) / b), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -1.35 \cdot 10^{+126}:\\
\;\;\;\;\frac{-b}{a}\\
\mathbf{elif}\;b \leq 6 \cdot 10^{-84}:\\
\;\;\;\;\frac{-0.5}{a} \cdot \left(b - \sqrt{\mathsf{fma}\left(-4 \cdot a, c, b \cdot b\right)}\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}
\end{array}
if b < -1.35000000000000001e126Initial program 55.0%
Taylor expanded in b around -inf
associate-*r/N/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6494.9
Applied rewrites94.9%
if -1.35000000000000001e126 < b < 6.0000000000000002e-84Initial program 87.4%
Applied rewrites87.4%
lift-/.f64N/A
lift--.f64N/A
flip--N/A
+-commutativeN/A
lift-+.f64N/A
associate-/l/N/A
difference-of-squaresN/A
+-commutativeN/A
lift-+.f64N/A
lift--.f64N/A
lift-*.f64N/A
Applied rewrites87.1%
if 6.0000000000000002e-84 < b Initial program 12.2%
Taylor expanded in a around 0
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lower-neg.f6486.7
Applied rewrites86.7%
(FPCore (a b c) :precision binary64 (if (<= b -6e-65) (- (fma (/ (- c) (* b b)) b (/ b a))) (if (<= b 6e-84) (/ (- b (sqrt (* -4.0 (* a c)))) (* -2.0 a)) (/ (- c) b))))
double code(double a, double b, double c) {
double tmp;
if (b <= -6e-65) {
tmp = -fma((-c / (b * b)), b, (b / a));
} else if (b <= 6e-84) {
tmp = (b - sqrt((-4.0 * (a * c)))) / (-2.0 * a);
} else {
tmp = -c / b;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= -6e-65) tmp = Float64(-fma(Float64(Float64(-c) / Float64(b * b)), b, Float64(b / a))); elseif (b <= 6e-84) tmp = Float64(Float64(b - sqrt(Float64(-4.0 * Float64(a * c)))) / Float64(-2.0 * a)); else tmp = Float64(Float64(-c) / b); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, -6e-65], (-N[(N[((-c) / N[(b * b), $MachinePrecision]), $MachinePrecision] * b + N[(b / a), $MachinePrecision]), $MachinePrecision]), If[LessEqual[b, 6e-84], N[(N[(b - N[Sqrt[N[(-4.0 * N[(a * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(-2.0 * a), $MachinePrecision]), $MachinePrecision], N[((-c) / b), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -6 \cdot 10^{-65}:\\
\;\;\;\;-\mathsf{fma}\left(\frac{-c}{b \cdot b}, b, \frac{b}{a}\right)\\
\mathbf{elif}\;b \leq 6 \cdot 10^{-84}:\\
\;\;\;\;\frac{b - \sqrt{-4 \cdot \left(a \cdot c\right)}}{-2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}
\end{array}
if b < -5.99999999999999996e-65Initial program 76.1%
Taylor expanded in b around -inf
mul-1-negN/A
lower-neg.f64N/A
distribute-rgt-inN/A
associate-*l/N/A
*-lft-identityN/A
lower-fma.f64N/A
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lower-neg.f64N/A
unpow2N/A
lower-*.f64N/A
lower-/.f6490.2
Applied rewrites90.2%
if -5.99999999999999996e-65 < b < 6.0000000000000002e-84Initial program 81.7%
Applied rewrites81.7%
Taylor expanded in a around inf
lower-*.f64N/A
lower-*.f6476.1
Applied rewrites76.1%
if 6.0000000000000002e-84 < b Initial program 12.2%
Taylor expanded in a around 0
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lower-neg.f6486.7
Applied rewrites86.7%
Final simplification84.6%
(FPCore (a b c) :precision binary64 (if (<= b -6e-65) (- (fma (/ (- c) (* b b)) b (/ b a))) (if (<= b 6e-84) (* (/ -0.5 a) (- b (sqrt (* (* c a) -4.0)))) (/ (- c) b))))
double code(double a, double b, double c) {
double tmp;
if (b <= -6e-65) {
tmp = -fma((-c / (b * b)), b, (b / a));
} else if (b <= 6e-84) {
tmp = (-0.5 / a) * (b - sqrt(((c * a) * -4.0)));
} else {
tmp = -c / b;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= -6e-65) tmp = Float64(-fma(Float64(Float64(-c) / Float64(b * b)), b, Float64(b / a))); elseif (b <= 6e-84) tmp = Float64(Float64(-0.5 / a) * Float64(b - sqrt(Float64(Float64(c * a) * -4.0)))); else tmp = Float64(Float64(-c) / b); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, -6e-65], (-N[(N[((-c) / N[(b * b), $MachinePrecision]), $MachinePrecision] * b + N[(b / a), $MachinePrecision]), $MachinePrecision]), If[LessEqual[b, 6e-84], N[(N[(-0.5 / a), $MachinePrecision] * N[(b - N[Sqrt[N[(N[(c * a), $MachinePrecision] * -4.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[((-c) / b), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -6 \cdot 10^{-65}:\\
\;\;\;\;-\mathsf{fma}\left(\frac{-c}{b \cdot b}, b, \frac{b}{a}\right)\\
\mathbf{elif}\;b \leq 6 \cdot 10^{-84}:\\
\;\;\;\;\frac{-0.5}{a} \cdot \left(b - \sqrt{\left(c \cdot a\right) \cdot -4}\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}
\end{array}
if b < -5.99999999999999996e-65Initial program 76.1%
Taylor expanded in b around -inf
mul-1-negN/A
lower-neg.f64N/A
distribute-rgt-inN/A
associate-*l/N/A
*-lft-identityN/A
lower-fma.f64N/A
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lower-neg.f64N/A
unpow2N/A
lower-*.f64N/A
lower-/.f6490.2
Applied rewrites90.2%
if -5.99999999999999996e-65 < b < 6.0000000000000002e-84Initial program 81.7%
Applied rewrites81.7%
lift-/.f64N/A
lift--.f64N/A
flip--N/A
+-commutativeN/A
lift-+.f64N/A
associate-/l/N/A
difference-of-squaresN/A
+-commutativeN/A
lift-+.f64N/A
lift--.f64N/A
lift-*.f64N/A
Applied rewrites81.5%
Taylor expanded in a around inf
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6476.0
Applied rewrites76.0%
if 6.0000000000000002e-84 < b Initial program 12.2%
Taylor expanded in a around 0
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lower-neg.f6486.7
Applied rewrites86.7%
(FPCore (a b c) :precision binary64 (if (<= b -2e-310) (/ (- b) a) (/ (- c) b)))
double code(double a, double b, double c) {
double tmp;
if (b <= -2e-310) {
tmp = -b / a;
} else {
tmp = -c / b;
}
return tmp;
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
real(8) function code(a, b, c)
use fmin_fmax_functions
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
real(8) :: tmp
if (b <= (-2d-310)) 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-310) {
tmp = -b / a;
} else {
tmp = -c / b;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -2e-310: tmp = -b / a else: tmp = -c / b return tmp
function code(a, b, c) tmp = 0.0 if (b <= -2e-310) tmp = Float64(Float64(-b) / a); else tmp = Float64(Float64(-c) / b); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= -2e-310) tmp = -b / a; else tmp = -c / b; end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -2e-310], N[((-b) / a), $MachinePrecision], N[((-c) / b), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -2 \cdot 10^{-310}:\\
\;\;\;\;\frac{-b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}
\end{array}
if b < -1.999999999999994e-310Initial program 81.8%
Taylor expanded in b around -inf
associate-*r/N/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6468.9
Applied rewrites68.9%
if -1.999999999999994e-310 < b Initial program 30.9%
Taylor expanded in a around 0
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lower-neg.f6465.4
Applied rewrites65.4%
(FPCore (a b c) :precision binary64 (if (<= b -2e-310) (/ (- b) a) 0.0))
double code(double a, double b, double c) {
double tmp;
if (b <= -2e-310) {
tmp = -b / a;
} else {
tmp = 0.0;
}
return tmp;
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
real(8) function code(a, b, c)
use fmin_fmax_functions
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
real(8) :: tmp
if (b <= (-2d-310)) then
tmp = -b / a
else
tmp = 0.0d0
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= -2e-310) {
tmp = -b / a;
} else {
tmp = 0.0;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -2e-310: tmp = -b / a else: tmp = 0.0 return tmp
function code(a, b, c) tmp = 0.0 if (b <= -2e-310) tmp = Float64(Float64(-b) / a); else tmp = 0.0; end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= -2e-310) tmp = -b / a; else tmp = 0.0; end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -2e-310], N[((-b) / a), $MachinePrecision], 0.0]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -2 \cdot 10^{-310}:\\
\;\;\;\;\frac{-b}{a}\\
\mathbf{else}:\\
\;\;\;\;0\\
\end{array}
\end{array}
if b < -1.999999999999994e-310Initial program 81.8%
Taylor expanded in b around -inf
associate-*r/N/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6468.9
Applied rewrites68.9%
if -1.999999999999994e-310 < b Initial program 30.9%
Applied rewrites28.7%
Taylor expanded in a around 0
div-addN/A
associate-*r/N/A
associate-*r/N/A
fp-cancel-sign-sub-invN/A
metadata-evalN/A
+-inverses14.7
Applied rewrites14.7%
(FPCore (a b c) :precision binary64 0.0)
double code(double a, double b, double c) {
return 0.0;
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
real(8) function code(a, b, c)
use fmin_fmax_functions
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = 0.0d0
end function
public static double code(double a, double b, double c) {
return 0.0;
}
def code(a, b, c): return 0.0
function code(a, b, c) return 0.0 end
function tmp = code(a, b, c) tmp = 0.0; end
code[a_, b_, c_] := 0.0
\begin{array}{l}
\\
0
\end{array}
Initial program 56.1%
Applied rewrites55.0%
Taylor expanded in a around 0
div-addN/A
associate-*r/N/A
associate-*r/N/A
fp-cancel-sign-sub-invN/A
metadata-evalN/A
+-inverses8.7
Applied rewrites8.7%
(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 2024350
(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)))