
(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 11 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 -1.1e+49)
(/ (* c (fma a (/ c (* b b)) 1.0)) (- b))
(if (<= b -2.45e-116)
(/
(/ (* 4.0 (* a c)) (fma -1.0 b (sqrt (fma (* -4.0 a) c (* b b)))))
(+ a a))
(if (<= b 1e+123)
(/ (- (- b) (sqrt (fma (* c a) -4.0 (* b b)))) (+ a a))
(+ (/ (- b) a) (/ c b))))))
double code(double a, double b, double c) {
double tmp;
if (b <= -1.1e+49) {
tmp = (c * fma(a, (c / (b * b)), 1.0)) / -b;
} else if (b <= -2.45e-116) {
tmp = ((4.0 * (a * c)) / fma(-1.0, b, sqrt(fma((-4.0 * a), c, (b * b))))) / (a + a);
} else if (b <= 1e+123) {
tmp = (-b - sqrt(fma((c * a), -4.0, (b * b)))) / (a + a);
} else {
tmp = (-b / a) + (c / b);
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= -1.1e+49) tmp = Float64(Float64(c * fma(a, Float64(c / Float64(b * b)), 1.0)) / Float64(-b)); elseif (b <= -2.45e-116) tmp = Float64(Float64(Float64(4.0 * Float64(a * c)) / fma(-1.0, b, sqrt(fma(Float64(-4.0 * a), c, Float64(b * b))))) / Float64(a + a)); elseif (b <= 1e+123) tmp = Float64(Float64(Float64(-b) - sqrt(fma(Float64(c * a), -4.0, Float64(b * b)))) / Float64(a + a)); else tmp = Float64(Float64(Float64(-b) / a) + Float64(c / b)); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, -1.1e+49], N[(N[(c * N[(a * N[(c / N[(b * b), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision] / (-b)), $MachinePrecision], If[LessEqual[b, -2.45e-116], N[(N[(N[(4.0 * N[(a * c), $MachinePrecision]), $MachinePrecision] / N[(-1.0 * b + N[Sqrt[N[(N[(-4.0 * a), $MachinePrecision] * c + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a + a), $MachinePrecision]), $MachinePrecision], If[LessEqual[b, 1e+123], N[(N[((-b) - N[Sqrt[N[(N[(c * a), $MachinePrecision] * -4.0 + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(a + a), $MachinePrecision]), $MachinePrecision], N[(N[((-b) / a), $MachinePrecision] + N[(c / b), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -1.1 \cdot 10^{+49}:\\
\;\;\;\;\frac{c \cdot \mathsf{fma}\left(a, \frac{c}{b \cdot b}, 1\right)}{-b}\\
\mathbf{elif}\;b \leq -2.45 \cdot 10^{-116}:\\
\;\;\;\;\frac{\frac{4 \cdot \left(a \cdot c\right)}{\mathsf{fma}\left(-1, b, \sqrt{\mathsf{fma}\left(-4 \cdot a, c, b \cdot b\right)}\right)}}{a + a}\\
\mathbf{elif}\;b \leq 10^{+123}:\\
\;\;\;\;\frac{\left(-b\right) - \sqrt{\mathsf{fma}\left(c \cdot a, -4, b \cdot b\right)}}{a + a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-b}{a} + \frac{c}{b}\\
\end{array}
\end{array}
if b < -1.1e49Initial program 17.2%
Taylor expanded in b around -inf
mul-1-negN/A
lower-neg.f64N/A
lower-/.f64N/A
+-commutativeN/A
associate-/l*N/A
lower-fma.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f64N/A
pow2N/A
lift-*.f6472.9
Applied rewrites72.9%
Taylor expanded in c around 0
lower-*.f64N/A
+-commutativeN/A
associate-/l*N/A
lower-fma.f64N/A
lower-/.f64N/A
pow2N/A
lift-*.f6492.6
Applied rewrites92.6%
if -1.1e49 < b < -2.44999999999999989e-116Initial program 45.7%
lift-neg.f64N/A
lift--.f64N/A
lift-sqrt.f64N/A
lift--.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
flip--N/A
lower-/.f64N/A
Applied rewrites45.2%
Taylor expanded in a around 0
lower-*.f64N/A
lower-*.f6478.3
Applied rewrites78.3%
lift-*.f64N/A
count-2-revN/A
lift-+.f6478.3
Applied rewrites78.3%
if -2.44999999999999989e-116 < b < 9.99999999999999978e122Initial program 83.5%
lift--.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
pow2N/A
fp-cancel-sub-sign-invN/A
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
pow2N/A
lift-*.f6483.5
Applied rewrites83.5%
lift-*.f64N/A
count-2-revN/A
lower-+.f6483.5
Applied rewrites83.5%
if 9.99999999999999978e122 < b Initial program 46.9%
Taylor expanded in c around 0
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f6496.8
Applied rewrites96.8%
lift-/.f64N/A
lift-/.f64N/A
lift-fma.f64N/A
*-commutativeN/A
lower-+.f64N/A
mul-1-negN/A
distribute-frac-negN/A
lift-/.f64N/A
lift-neg.f64N/A
lift-/.f6496.8
Applied rewrites96.8%
Final simplification88.0%
(FPCore (a b c)
:precision binary64
(if (<= b -8.8e+139)
(/ c (- b))
(if (<= b -5e-113)
(/
(* 4.0 (* a c))
(* (fma -1.0 b (sqrt (fma (* -4.0 a) c (* b b)))) (* 2.0 a)))
(if (<= b 1e+123)
(/ (- (- b) (sqrt (fma (* c a) -4.0 (* b b)))) (+ a a))
(+ (/ (- b) a) (/ c b))))))
double code(double a, double b, double c) {
double tmp;
if (b <= -8.8e+139) {
tmp = c / -b;
} else if (b <= -5e-113) {
tmp = (4.0 * (a * c)) / (fma(-1.0, b, sqrt(fma((-4.0 * a), c, (b * b)))) * (2.0 * a));
} else if (b <= 1e+123) {
tmp = (-b - sqrt(fma((c * a), -4.0, (b * b)))) / (a + a);
} else {
tmp = (-b / a) + (c / b);
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= -8.8e+139) tmp = Float64(c / Float64(-b)); elseif (b <= -5e-113) tmp = Float64(Float64(4.0 * Float64(a * c)) / Float64(fma(-1.0, b, sqrt(fma(Float64(-4.0 * a), c, Float64(b * b)))) * Float64(2.0 * a))); elseif (b <= 1e+123) tmp = Float64(Float64(Float64(-b) - sqrt(fma(Float64(c * a), -4.0, Float64(b * b)))) / Float64(a + a)); else tmp = Float64(Float64(Float64(-b) / a) + Float64(c / b)); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, -8.8e+139], N[(c / (-b)), $MachinePrecision], If[LessEqual[b, -5e-113], N[(N[(4.0 * N[(a * c), $MachinePrecision]), $MachinePrecision] / N[(N[(-1.0 * b + N[Sqrt[N[(N[(-4.0 * a), $MachinePrecision] * c + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * N[(2.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[b, 1e+123], N[(N[((-b) - N[Sqrt[N[(N[(c * a), $MachinePrecision] * -4.0 + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(a + a), $MachinePrecision]), $MachinePrecision], N[(N[((-b) / a), $MachinePrecision] + N[(c / b), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -8.8 \cdot 10^{+139}:\\
\;\;\;\;\frac{c}{-b}\\
\mathbf{elif}\;b \leq -5 \cdot 10^{-113}:\\
\;\;\;\;\frac{4 \cdot \left(a \cdot c\right)}{\mathsf{fma}\left(-1, b, \sqrt{\mathsf{fma}\left(-4 \cdot a, c, b \cdot b\right)}\right) \cdot \left(2 \cdot a\right)}\\
\mathbf{elif}\;b \leq 10^{+123}:\\
\;\;\;\;\frac{\left(-b\right) - \sqrt{\mathsf{fma}\left(c \cdot a, -4, b \cdot b\right)}}{a + a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-b}{a} + \frac{c}{b}\\
\end{array}
\end{array}
if b < -8.7999999999999998e139Initial program 1.9%
Taylor expanded in b around -inf
mul-1-negN/A
lower-neg.f64N/A
lower-/.f6497.5
Applied rewrites97.5%
if -8.7999999999999998e139 < b < -4.9999999999999997e-113Initial program 42.9%
lift-neg.f64N/A
lift--.f64N/A
lift-sqrt.f64N/A
lift--.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
flip--N/A
lower-/.f64N/A
Applied rewrites42.5%
Taylor expanded in a around 0
lower-*.f64N/A
lower-*.f6481.2
Applied rewrites81.2%
lift-*.f64N/A
lift-/.f64N/A
Applied rewrites79.6%
if -4.9999999999999997e-113 < b < 9.99999999999999978e122Initial program 83.5%
lift--.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
pow2N/A
fp-cancel-sub-sign-invN/A
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
pow2N/A
lift-*.f6483.5
Applied rewrites83.5%
lift-*.f64N/A
count-2-revN/A
lower-+.f6483.5
Applied rewrites83.5%
if 9.99999999999999978e122 < b Initial program 46.9%
Taylor expanded in c around 0
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f6496.8
Applied rewrites96.8%
lift-/.f64N/A
lift-/.f64N/A
lift-fma.f64N/A
*-commutativeN/A
lower-+.f64N/A
mul-1-negN/A
distribute-frac-negN/A
lift-/.f64N/A
lift-neg.f64N/A
lift-/.f6496.8
Applied rewrites96.8%
Final simplification87.5%
(FPCore (a b c)
:precision binary64
(if (<= b -3.8e-31)
(/ (* c (fma a (/ c (* b b)) 1.0)) (- b))
(if (<= b 1e+123)
(/ (- (- b) (sqrt (fma (* c a) -4.0 (* b b)))) (+ a a))
(+ (/ (- b) a) (/ c b)))))
double code(double a, double b, double c) {
double tmp;
if (b <= -3.8e-31) {
tmp = (c * fma(a, (c / (b * b)), 1.0)) / -b;
} else if (b <= 1e+123) {
tmp = (-b - sqrt(fma((c * a), -4.0, (b * b)))) / (a + a);
} else {
tmp = (-b / a) + (c / b);
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= -3.8e-31) tmp = Float64(Float64(c * fma(a, Float64(c / Float64(b * b)), 1.0)) / Float64(-b)); elseif (b <= 1e+123) tmp = Float64(Float64(Float64(-b) - sqrt(fma(Float64(c * a), -4.0, Float64(b * b)))) / Float64(a + a)); else tmp = Float64(Float64(Float64(-b) / a) + Float64(c / b)); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, -3.8e-31], N[(N[(c * N[(a * N[(c / N[(b * b), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision] / (-b)), $MachinePrecision], If[LessEqual[b, 1e+123], N[(N[((-b) - N[Sqrt[N[(N[(c * a), $MachinePrecision] * -4.0 + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(a + a), $MachinePrecision]), $MachinePrecision], N[(N[((-b) / a), $MachinePrecision] + N[(c / b), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -3.8 \cdot 10^{-31}:\\
\;\;\;\;\frac{c \cdot \mathsf{fma}\left(a, \frac{c}{b \cdot b}, 1\right)}{-b}\\
\mathbf{elif}\;b \leq 10^{+123}:\\
\;\;\;\;\frac{\left(-b\right) - \sqrt{\mathsf{fma}\left(c \cdot a, -4, b \cdot b\right)}}{a + a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-b}{a} + \frac{c}{b}\\
\end{array}
\end{array}
if b < -3.8e-31Initial program 21.1%
Taylor expanded in b around -inf
mul-1-negN/A
lower-neg.f64N/A
lower-/.f64N/A
+-commutativeN/A
associate-/l*N/A
lower-fma.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f64N/A
pow2N/A
lift-*.f6468.4
Applied rewrites68.4%
Taylor expanded in c around 0
lower-*.f64N/A
+-commutativeN/A
associate-/l*N/A
lower-fma.f64N/A
lower-/.f64N/A
pow2N/A
lift-*.f6484.6
Applied rewrites84.6%
if -3.8e-31 < b < 9.99999999999999978e122Initial program 79.4%
lift--.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
pow2N/A
fp-cancel-sub-sign-invN/A
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
pow2N/A
lift-*.f6479.4
Applied rewrites79.4%
lift-*.f64N/A
count-2-revN/A
lower-+.f6479.4
Applied rewrites79.4%
if 9.99999999999999978e122 < b Initial program 46.9%
Taylor expanded in c around 0
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f6496.8
Applied rewrites96.8%
lift-/.f64N/A
lift-/.f64N/A
lift-fma.f64N/A
*-commutativeN/A
lower-+.f64N/A
mul-1-negN/A
distribute-frac-negN/A
lift-/.f64N/A
lift-neg.f64N/A
lift-/.f6496.8
Applied rewrites96.8%
Final simplification85.0%
(FPCore (a b c)
:precision binary64
(if (<= b -2.9e-77)
(/ (* c (fma a (/ c (* b b)) 1.0)) (- b))
(if (<= b 1.9e-70)
(/ (+ b (sqrt (* -4.0 (* a c)))) (- (+ a a)))
(+ (/ (- b) a) (/ c b)))))
double code(double a, double b, double c) {
double tmp;
if (b <= -2.9e-77) {
tmp = (c * fma(a, (c / (b * b)), 1.0)) / -b;
} else if (b <= 1.9e-70) {
tmp = (b + sqrt((-4.0 * (a * c)))) / -(a + a);
} else {
tmp = (-b / a) + (c / b);
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= -2.9e-77) tmp = Float64(Float64(c * fma(a, Float64(c / Float64(b * b)), 1.0)) / Float64(-b)); elseif (b <= 1.9e-70) tmp = Float64(Float64(b + sqrt(Float64(-4.0 * Float64(a * c)))) / Float64(-Float64(a + a))); else tmp = Float64(Float64(Float64(-b) / a) + Float64(c / b)); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, -2.9e-77], N[(N[(c * N[(a * N[(c / N[(b * b), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision] / (-b)), $MachinePrecision], If[LessEqual[b, 1.9e-70], N[(N[(b + N[Sqrt[N[(-4.0 * N[(a * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / (-N[(a + a), $MachinePrecision])), $MachinePrecision], N[(N[((-b) / a), $MachinePrecision] + N[(c / b), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -2.9 \cdot 10^{-77}:\\
\;\;\;\;\frac{c \cdot \mathsf{fma}\left(a, \frac{c}{b \cdot b}, 1\right)}{-b}\\
\mathbf{elif}\;b \leq 1.9 \cdot 10^{-70}:\\
\;\;\;\;\frac{b + \sqrt{-4 \cdot \left(a \cdot c\right)}}{-\left(a + a\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{-b}{a} + \frac{c}{b}\\
\end{array}
\end{array}
if b < -2.8999999999999999e-77Initial program 24.3%
Taylor expanded in b around -inf
mul-1-negN/A
lower-neg.f64N/A
lower-/.f64N/A
+-commutativeN/A
associate-/l*N/A
lower-fma.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f64N/A
pow2N/A
lift-*.f6466.6
Applied rewrites66.6%
Taylor expanded in c around 0
lower-*.f64N/A
+-commutativeN/A
associate-/l*N/A
lower-fma.f64N/A
lower-/.f64N/A
pow2N/A
lift-*.f6481.1
Applied rewrites81.1%
if -2.8999999999999999e-77 < b < 1.8999999999999999e-70Initial program 76.9%
lift--.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
pow2N/A
fp-cancel-sub-sign-invN/A
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
pow2N/A
lift-*.f6476.9
Applied rewrites76.9%
lift-*.f64N/A
count-2-revN/A
lower-+.f6476.9
Applied rewrites76.9%
Taylor expanded in a around inf
lower-*.f64N/A
lower-*.f6475.7
Applied rewrites75.7%
if 1.8999999999999999e-70 < b Initial program 63.8%
Taylor expanded in c around 0
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f6488.4
Applied rewrites88.4%
lift-/.f64N/A
lift-/.f64N/A
lift-fma.f64N/A
*-commutativeN/A
lower-+.f64N/A
mul-1-negN/A
distribute-frac-negN/A
lift-/.f64N/A
lift-neg.f64N/A
lift-/.f6488.4
Applied rewrites88.4%
Final simplification82.2%
(FPCore (a b c)
:precision binary64
(if (<= b -2.9e-77)
(/ c (- b))
(if (<= b 1.9e-70)
(/ (+ b (sqrt (* -4.0 (* a c)))) (- (+ a a)))
(+ (/ (- b) a) (/ c b)))))
double code(double a, double b, double c) {
double tmp;
if (b <= -2.9e-77) {
tmp = c / -b;
} else if (b <= 1.9e-70) {
tmp = (b + sqrt((-4.0 * (a * c)))) / -(a + a);
} else {
tmp = (-b / a) + (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 <= (-2.9d-77)) then
tmp = c / -b
else if (b <= 1.9d-70) then
tmp = (b + sqrt(((-4.0d0) * (a * c)))) / -(a + a)
else
tmp = (-b / a) + (c / b)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= -2.9e-77) {
tmp = c / -b;
} else if (b <= 1.9e-70) {
tmp = (b + Math.sqrt((-4.0 * (a * c)))) / -(a + a);
} else {
tmp = (-b / a) + (c / b);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -2.9e-77: tmp = c / -b elif b <= 1.9e-70: tmp = (b + math.sqrt((-4.0 * (a * c)))) / -(a + a) else: tmp = (-b / a) + (c / b) return tmp
function code(a, b, c) tmp = 0.0 if (b <= -2.9e-77) tmp = Float64(c / Float64(-b)); elseif (b <= 1.9e-70) tmp = Float64(Float64(b + sqrt(Float64(-4.0 * Float64(a * c)))) / Float64(-Float64(a + a))); else tmp = Float64(Float64(Float64(-b) / a) + Float64(c / b)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= -2.9e-77) tmp = c / -b; elseif (b <= 1.9e-70) tmp = (b + sqrt((-4.0 * (a * c)))) / -(a + a); else tmp = (-b / a) + (c / b); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -2.9e-77], N[(c / (-b)), $MachinePrecision], If[LessEqual[b, 1.9e-70], N[(N[(b + N[Sqrt[N[(-4.0 * N[(a * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / (-N[(a + a), $MachinePrecision])), $MachinePrecision], N[(N[((-b) / a), $MachinePrecision] + N[(c / b), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -2.9 \cdot 10^{-77}:\\
\;\;\;\;\frac{c}{-b}\\
\mathbf{elif}\;b \leq 1.9 \cdot 10^{-70}:\\
\;\;\;\;\frac{b + \sqrt{-4 \cdot \left(a \cdot c\right)}}{-\left(a + a\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{-b}{a} + \frac{c}{b}\\
\end{array}
\end{array}
if b < -2.8999999999999999e-77Initial program 24.3%
Taylor expanded in b around -inf
mul-1-negN/A
lower-neg.f64N/A
lower-/.f6480.9
Applied rewrites80.9%
if -2.8999999999999999e-77 < b < 1.8999999999999999e-70Initial program 76.9%
lift--.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
pow2N/A
fp-cancel-sub-sign-invN/A
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
pow2N/A
lift-*.f6476.9
Applied rewrites76.9%
lift-*.f64N/A
count-2-revN/A
lower-+.f6476.9
Applied rewrites76.9%
Taylor expanded in a around inf
lower-*.f64N/A
lower-*.f6475.7
Applied rewrites75.7%
if 1.8999999999999999e-70 < b Initial program 63.8%
Taylor expanded in c around 0
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f6488.4
Applied rewrites88.4%
lift-/.f64N/A
lift-/.f64N/A
lift-fma.f64N/A
*-commutativeN/A
lower-+.f64N/A
mul-1-negN/A
distribute-frac-negN/A
lift-/.f64N/A
lift-neg.f64N/A
lift-/.f6488.4
Applied rewrites88.4%
Final simplification82.1%
(FPCore (a b c)
:precision binary64
(if (<= b -2.9e-77)
(/ c (- b))
(if (<= b 3.05e-71)
(/ (- (sqrt (* -4.0 (* c a)))) (+ a a))
(+ (/ (- b) a) (/ c b)))))
double code(double a, double b, double c) {
double tmp;
if (b <= -2.9e-77) {
tmp = c / -b;
} else if (b <= 3.05e-71) {
tmp = -sqrt((-4.0 * (c * a))) / (a + a);
} else {
tmp = (-b / a) + (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 <= (-2.9d-77)) then
tmp = c / -b
else if (b <= 3.05d-71) then
tmp = -sqrt(((-4.0d0) * (c * a))) / (a + a)
else
tmp = (-b / a) + (c / b)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= -2.9e-77) {
tmp = c / -b;
} else if (b <= 3.05e-71) {
tmp = -Math.sqrt((-4.0 * (c * a))) / (a + a);
} else {
tmp = (-b / a) + (c / b);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -2.9e-77: tmp = c / -b elif b <= 3.05e-71: tmp = -math.sqrt((-4.0 * (c * a))) / (a + a) else: tmp = (-b / a) + (c / b) return tmp
function code(a, b, c) tmp = 0.0 if (b <= -2.9e-77) tmp = Float64(c / Float64(-b)); elseif (b <= 3.05e-71) tmp = Float64(Float64(-sqrt(Float64(-4.0 * Float64(c * a)))) / Float64(a + a)); else tmp = Float64(Float64(Float64(-b) / a) + Float64(c / b)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= -2.9e-77) tmp = c / -b; elseif (b <= 3.05e-71) tmp = -sqrt((-4.0 * (c * a))) / (a + a); else tmp = (-b / a) + (c / b); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -2.9e-77], N[(c / (-b)), $MachinePrecision], If[LessEqual[b, 3.05e-71], N[((-N[Sqrt[N[(-4.0 * N[(c * a), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]) / N[(a + a), $MachinePrecision]), $MachinePrecision], N[(N[((-b) / a), $MachinePrecision] + N[(c / b), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -2.9 \cdot 10^{-77}:\\
\;\;\;\;\frac{c}{-b}\\
\mathbf{elif}\;b \leq 3.05 \cdot 10^{-71}:\\
\;\;\;\;\frac{-\sqrt{-4 \cdot \left(c \cdot a\right)}}{a + a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-b}{a} + \frac{c}{b}\\
\end{array}
\end{array}
if b < -2.8999999999999999e-77Initial program 24.3%
Taylor expanded in b around -inf
mul-1-negN/A
lower-neg.f64N/A
lower-/.f6480.9
Applied rewrites80.9%
if -2.8999999999999999e-77 < b < 3.0499999999999999e-71Initial program 76.9%
Taylor expanded in a around inf
mul-1-negN/A
lower-neg.f64N/A
sqrt-unprodN/A
*-commutativeN/A
lower-sqrt.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6475.5
Applied rewrites75.5%
lift-*.f64N/A
count-2-revN/A
lower-+.f6475.5
Applied rewrites75.5%
if 3.0499999999999999e-71 < b Initial program 63.8%
Taylor expanded in c around 0
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f6488.4
Applied rewrites88.4%
lift-/.f64N/A
lift-/.f64N/A
lift-fma.f64N/A
*-commutativeN/A
lower-+.f64N/A
mul-1-negN/A
distribute-frac-negN/A
lift-/.f64N/A
lift-neg.f64N/A
lift-/.f6488.4
Applied rewrites88.4%
Final simplification82.0%
(FPCore (a b c) :precision binary64 (if (<= b -1.28e-101) (/ c (- b)) (if (<= b 5.5e-78) (sqrt (* (/ c a) -1.0)) (+ (/ (- b) a) (/ c b)))))
double code(double a, double b, double c) {
double tmp;
if (b <= -1.28e-101) {
tmp = c / -b;
} else if (b <= 5.5e-78) {
tmp = sqrt(((c / a) * -1.0));
} else {
tmp = (-b / a) + (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 <= (-1.28d-101)) then
tmp = c / -b
else if (b <= 5.5d-78) then
tmp = sqrt(((c / a) * (-1.0d0)))
else
tmp = (-b / a) + (c / b)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= -1.28e-101) {
tmp = c / -b;
} else if (b <= 5.5e-78) {
tmp = Math.sqrt(((c / a) * -1.0));
} else {
tmp = (-b / a) + (c / b);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -1.28e-101: tmp = c / -b elif b <= 5.5e-78: tmp = math.sqrt(((c / a) * -1.0)) else: tmp = (-b / a) + (c / b) return tmp
function code(a, b, c) tmp = 0.0 if (b <= -1.28e-101) tmp = Float64(c / Float64(-b)); elseif (b <= 5.5e-78) tmp = sqrt(Float64(Float64(c / a) * -1.0)); else tmp = Float64(Float64(Float64(-b) / a) + Float64(c / b)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= -1.28e-101) tmp = c / -b; elseif (b <= 5.5e-78) tmp = sqrt(((c / a) * -1.0)); else tmp = (-b / a) + (c / b); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -1.28e-101], N[(c / (-b)), $MachinePrecision], If[LessEqual[b, 5.5e-78], N[Sqrt[N[(N[(c / a), $MachinePrecision] * -1.0), $MachinePrecision]], $MachinePrecision], N[(N[((-b) / a), $MachinePrecision] + N[(c / b), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -1.28 \cdot 10^{-101}:\\
\;\;\;\;\frac{c}{-b}\\
\mathbf{elif}\;b \leq 5.5 \cdot 10^{-78}:\\
\;\;\;\;\sqrt{\frac{c}{a} \cdot -1}\\
\mathbf{else}:\\
\;\;\;\;\frac{-b}{a} + \frac{c}{b}\\
\end{array}
\end{array}
if b < -1.27999999999999995e-101Initial program 26.9%
Taylor expanded in b around -inf
mul-1-negN/A
lower-neg.f64N/A
lower-/.f6478.3
Applied rewrites78.3%
if -1.27999999999999995e-101 < b < 5.50000000000000017e-78Initial program 77.0%
Taylor expanded in a around -inf
sqrt-unprodN/A
lower-sqrt.f64N/A
lower-*.f64N/A
lower-/.f6438.7
Applied rewrites38.7%
if 5.50000000000000017e-78 < b Initial program 64.5%
Taylor expanded in c around 0
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f6486.6
Applied rewrites86.6%
lift-/.f64N/A
lift-/.f64N/A
lift-fma.f64N/A
*-commutativeN/A
lower-+.f64N/A
mul-1-negN/A
distribute-frac-negN/A
lift-/.f64N/A
lift-neg.f64N/A
lift-/.f6486.6
Applied rewrites86.6%
Final simplification71.5%
(FPCore (a b c) :precision binary64 (if (<= b -1.28e-101) (/ c (- b)) (if (<= b 4.6e-74) (sqrt (* (/ c a) -1.0)) (/ (- b) a))))
double code(double a, double b, double c) {
double tmp;
if (b <= -1.28e-101) {
tmp = c / -b;
} else if (b <= 4.6e-74) {
tmp = sqrt(((c / a) * -1.0));
} else {
tmp = -b / a;
}
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 <= (-1.28d-101)) then
tmp = c / -b
else if (b <= 4.6d-74) then
tmp = sqrt(((c / a) * (-1.0d0)))
else
tmp = -b / a
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= -1.28e-101) {
tmp = c / -b;
} else if (b <= 4.6e-74) {
tmp = Math.sqrt(((c / a) * -1.0));
} else {
tmp = -b / a;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -1.28e-101: tmp = c / -b elif b <= 4.6e-74: tmp = math.sqrt(((c / a) * -1.0)) else: tmp = -b / a return tmp
function code(a, b, c) tmp = 0.0 if (b <= -1.28e-101) tmp = Float64(c / Float64(-b)); elseif (b <= 4.6e-74) tmp = sqrt(Float64(Float64(c / a) * -1.0)); else tmp = Float64(Float64(-b) / a); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= -1.28e-101) tmp = c / -b; elseif (b <= 4.6e-74) tmp = sqrt(((c / a) * -1.0)); else tmp = -b / a; end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -1.28e-101], N[(c / (-b)), $MachinePrecision], If[LessEqual[b, 4.6e-74], N[Sqrt[N[(N[(c / a), $MachinePrecision] * -1.0), $MachinePrecision]], $MachinePrecision], N[((-b) / a), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -1.28 \cdot 10^{-101}:\\
\;\;\;\;\frac{c}{-b}\\
\mathbf{elif}\;b \leq 4.6 \cdot 10^{-74}:\\
\;\;\;\;\sqrt{\frac{c}{a} \cdot -1}\\
\mathbf{else}:\\
\;\;\;\;\frac{-b}{a}\\
\end{array}
\end{array}
if b < -1.27999999999999995e-101Initial program 26.9%
Taylor expanded in b around -inf
mul-1-negN/A
lower-neg.f64N/A
lower-/.f6478.3
Applied rewrites78.3%
if -1.27999999999999995e-101 < b < 4.59999999999999961e-74Initial program 77.4%
Taylor expanded in a around -inf
sqrt-unprodN/A
lower-sqrt.f64N/A
lower-*.f64N/A
lower-/.f6438.2
Applied rewrites38.2%
if 4.59999999999999961e-74 < b Initial program 64.2%
Taylor expanded in a around 0
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lift-neg.f6487.5
Applied rewrites87.5%
Final simplification71.5%
(FPCore (a b c) :precision binary64 (if (<= b -5e-311) (/ c (- b)) (/ (- b) a)))
double code(double a, double b, double c) {
double tmp;
if (b <= -5e-311) {
tmp = c / -b;
} else {
tmp = -b / a;
}
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 <= (-5d-311)) 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 <= -5e-311) {
tmp = c / -b;
} else {
tmp = -b / a;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -5e-311: tmp = c / -b else: tmp = -b / a return tmp
function code(a, b, c) tmp = 0.0 if (b <= -5e-311) 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 <= -5e-311) tmp = c / -b; else tmp = -b / a; end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -5e-311], N[(c / (-b)), $MachinePrecision], N[((-b) / a), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -5 \cdot 10^{-311}:\\
\;\;\;\;\frac{c}{-b}\\
\mathbf{else}:\\
\;\;\;\;\frac{-b}{a}\\
\end{array}
\end{array}
if b < -5.00000000000023e-311Initial program 38.0%
Taylor expanded in b around -inf
mul-1-negN/A
lower-neg.f64N/A
lower-/.f6463.4
Applied rewrites63.4%
if -5.00000000000023e-311 < b Initial program 69.2%
Taylor expanded in a around 0
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lift-neg.f6468.0
Applied rewrites68.0%
Final simplification65.6%
(FPCore (a b c) :precision binary64 (/ c (- b)))
double code(double a, double b, double c) {
return c / -b;
}
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 = 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 52.6%
Taylor expanded in b around -inf
mul-1-negN/A
lower-neg.f64N/A
lower-/.f6434.6
Applied rewrites34.6%
Final simplification34.6%
(FPCore (a b c) :precision binary64 (/ c b))
double code(double a, double b, double c) {
return c / b;
}
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 = 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 52.6%
Taylor expanded in c around 0
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f6433.1
Applied rewrites33.1%
Taylor expanded in a around inf
lift-/.f648.8
Applied rewrites8.8%
(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 2025073
(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)))