
(FPCore (a b c) :precision binary64 (let* ((t_0 (sqrt (- (* b b) (* (* 4.0 a) c))))) (if (>= b 0.0) (/ (- (- b) t_0) (* 2.0 a)) (/ (* 2.0 c) (+ (- b) t_0)))))
double code(double a, double b, double c) {
double t_0 = sqrt(((b * b) - ((4.0 * a) * c)));
double tmp;
if (b >= 0.0) {
tmp = (-b - t_0) / (2.0 * a);
} else {
tmp = (2.0 * c) / (-b + t_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) :: t_0
real(8) :: tmp
t_0 = sqrt(((b * b) - ((4.0d0 * a) * c)))
if (b >= 0.0d0) then
tmp = (-b - t_0) / (2.0d0 * a)
else
tmp = (2.0d0 * c) / (-b + t_0)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double t_0 = Math.sqrt(((b * b) - ((4.0 * a) * c)));
double tmp;
if (b >= 0.0) {
tmp = (-b - t_0) / (2.0 * a);
} else {
tmp = (2.0 * c) / (-b + t_0);
}
return tmp;
}
def code(a, b, c): t_0 = math.sqrt(((b * b) - ((4.0 * a) * c))) tmp = 0 if b >= 0.0: tmp = (-b - t_0) / (2.0 * a) else: tmp = (2.0 * c) / (-b + t_0) return tmp
function code(a, b, c) t_0 = sqrt(Float64(Float64(b * b) - Float64(Float64(4.0 * a) * c))) tmp = 0.0 if (b >= 0.0) tmp = Float64(Float64(Float64(-b) - t_0) / Float64(2.0 * a)); else tmp = Float64(Float64(2.0 * c) / Float64(Float64(-b) + t_0)); end return tmp end
function tmp_2 = code(a, b, c) t_0 = sqrt(((b * b) - ((4.0 * a) * c))); tmp = 0.0; if (b >= 0.0) tmp = (-b - t_0) / (2.0 * a); else tmp = (2.0 * c) / (-b + t_0); end tmp_2 = tmp; end
code[a_, b_, c_] := Block[{t$95$0 = N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(4.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, If[GreaterEqual[b, 0.0], N[(N[((-b) - t$95$0), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(2.0 * c), $MachinePrecision] / N[((-b) + t$95$0), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}\\
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{\left(-b\right) - t\_0}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{2 \cdot c}{\left(-b\right) + t\_0}\\
\end{array}
\end{array}
Herbie found 7 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (a b c) :precision binary64 (let* ((t_0 (sqrt (- (* b b) (* (* 4.0 a) c))))) (if (>= b 0.0) (/ (- (- b) t_0) (* 2.0 a)) (/ (* 2.0 c) (+ (- b) t_0)))))
double code(double a, double b, double c) {
double t_0 = sqrt(((b * b) - ((4.0 * a) * c)));
double tmp;
if (b >= 0.0) {
tmp = (-b - t_0) / (2.0 * a);
} else {
tmp = (2.0 * c) / (-b + t_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) :: t_0
real(8) :: tmp
t_0 = sqrt(((b * b) - ((4.0d0 * a) * c)))
if (b >= 0.0d0) then
tmp = (-b - t_0) / (2.0d0 * a)
else
tmp = (2.0d0 * c) / (-b + t_0)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double t_0 = Math.sqrt(((b * b) - ((4.0 * a) * c)));
double tmp;
if (b >= 0.0) {
tmp = (-b - t_0) / (2.0 * a);
} else {
tmp = (2.0 * c) / (-b + t_0);
}
return tmp;
}
def code(a, b, c): t_0 = math.sqrt(((b * b) - ((4.0 * a) * c))) tmp = 0 if b >= 0.0: tmp = (-b - t_0) / (2.0 * a) else: tmp = (2.0 * c) / (-b + t_0) return tmp
function code(a, b, c) t_0 = sqrt(Float64(Float64(b * b) - Float64(Float64(4.0 * a) * c))) tmp = 0.0 if (b >= 0.0) tmp = Float64(Float64(Float64(-b) - t_0) / Float64(2.0 * a)); else tmp = Float64(Float64(2.0 * c) / Float64(Float64(-b) + t_0)); end return tmp end
function tmp_2 = code(a, b, c) t_0 = sqrt(((b * b) - ((4.0 * a) * c))); tmp = 0.0; if (b >= 0.0) tmp = (-b - t_0) / (2.0 * a); else tmp = (2.0 * c) / (-b + t_0); end tmp_2 = tmp; end
code[a_, b_, c_] := Block[{t$95$0 = N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(4.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, If[GreaterEqual[b, 0.0], N[(N[((-b) - t$95$0), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(2.0 * c), $MachinePrecision] / N[((-b) + t$95$0), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}\\
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{\left(-b\right) - t\_0}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{2 \cdot c}{\left(-b\right) + t\_0}\\
\end{array}
\end{array}
(FPCore (a b c)
:precision binary64
(let* ((t_0
(if (>= b 0.0)
(fma -1.0 (/ b a) (/ c b))
(/ (* 2.0 c) (* -1.0 (* b 2.0)))))
(t_1 (sqrt (- (* b b) (* (* 4.0 a) c)))))
(if (<= b -5e+153)
t_0
(if (<= b 1e+119)
(if (>= b 0.0) (/ (- (- b) t_1) (* 2.0 a)) (/ (* 2.0 c) (+ (- b) t_1)))
t_0))))
double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = fma(-1.0, (b / a), (c / b));
} else {
tmp = (2.0 * c) / (-1.0 * (b * 2.0));
}
double t_0 = tmp;
double t_1 = sqrt(((b * b) - ((4.0 * a) * c)));
double tmp_1;
if (b <= -5e+153) {
tmp_1 = t_0;
} else if (b <= 1e+119) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (-b - t_1) / (2.0 * a);
} else {
tmp_2 = (2.0 * c) / (-b + t_1);
}
tmp_1 = tmp_2;
} else {
tmp_1 = t_0;
}
return tmp_1;
}
function code(a, b, c) tmp = 0.0 if (b >= 0.0) tmp = fma(-1.0, Float64(b / a), Float64(c / b)); else tmp = Float64(Float64(2.0 * c) / Float64(-1.0 * Float64(b * 2.0))); end t_0 = tmp t_1 = sqrt(Float64(Float64(b * b) - Float64(Float64(4.0 * a) * c))) tmp_1 = 0.0 if (b <= -5e+153) tmp_1 = t_0; elseif (b <= 1e+119) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(Float64(Float64(-b) - t_1) / Float64(2.0 * a)); else tmp_2 = Float64(Float64(2.0 * c) / Float64(Float64(-b) + t_1)); end tmp_1 = tmp_2; else tmp_1 = t_0; end return tmp_1 end
code[a_, b_, c_] := Block[{t$95$0 = If[GreaterEqual[b, 0.0], N[(-1.0 * N[(b / a), $MachinePrecision] + N[(c / b), $MachinePrecision]), $MachinePrecision], N[(N[(2.0 * c), $MachinePrecision] / N[(-1.0 * N[(b * 2.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]}, Block[{t$95$1 = N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(4.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[b, -5e+153], t$95$0, If[LessEqual[b, 1e+119], If[GreaterEqual[b, 0.0], N[(N[((-b) - t$95$1), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(2.0 * c), $MachinePrecision] / N[((-b) + t$95$1), $MachinePrecision]), $MachinePrecision]], t$95$0]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\mathsf{fma}\left(-1, \frac{b}{a}, \frac{c}{b}\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{2 \cdot c}{-1 \cdot \left(b \cdot 2\right)}\\
\end{array}\\
t_1 := \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}\\
\mathbf{if}\;b \leq -5 \cdot 10^{+153}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;b \leq 10^{+119}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{\left(-b\right) - t\_1}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{2 \cdot c}{\left(-b\right) + t\_1}\\
\end{array}\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if b < -5.00000000000000018e153 or 9.99999999999999944e118 < b Initial program 72.3%
Taylor expanded in b around -inf
lower-*.f64N/A
lower-*.f64N/A
lower-+.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lower-*.f64N/A
lower-pow.f6468.9
Applied rewrites68.9%
Taylor expanded in a around 0
Applied rewrites70.7%
Taylor expanded in c around 0
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f6468.5
Applied rewrites68.5%
if -5.00000000000000018e153 < b < 9.99999999999999944e118Initial program 72.3%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (fma -1.0 (/ b a) (/ c b)))
(t_1 (if (>= b 0.0) t_0 (/ (* 2.0 c) (* -1.0 (* b 2.0)))))
(t_2 (sqrt (- (* b b) (* (* 4.0 a) c)))))
(if (<= b -5e+153)
t_1
(if (<= b -5e-310)
(if (>= b 0.0) t_0 (/ (* 2.0 c) (+ (- b) t_2)))
(if (<= b 1e+119)
(if (>= b 0.0)
(/ (- (- b) t_2) (* 2.0 a))
(/ (* 2.0 c) (fma -2.0 b (* 2.0 (/ (* a c) b)))))
t_1)))))
double code(double a, double b, double c) {
double t_0 = fma(-1.0, (b / a), (c / b));
double tmp;
if (b >= 0.0) {
tmp = t_0;
} else {
tmp = (2.0 * c) / (-1.0 * (b * 2.0));
}
double t_1 = tmp;
double t_2 = sqrt(((b * b) - ((4.0 * a) * c)));
double tmp_1;
if (b <= -5e+153) {
tmp_1 = t_1;
} else if (b <= -5e-310) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = t_0;
} else {
tmp_2 = (2.0 * c) / (-b + t_2);
}
tmp_1 = tmp_2;
} else if (b <= 1e+119) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = (-b - t_2) / (2.0 * a);
} else {
tmp_3 = (2.0 * c) / fma(-2.0, b, (2.0 * ((a * c) / b)));
}
tmp_1 = tmp_3;
} else {
tmp_1 = t_1;
}
return tmp_1;
}
function code(a, b, c) t_0 = fma(-1.0, Float64(b / a), Float64(c / b)) tmp = 0.0 if (b >= 0.0) tmp = t_0; else tmp = Float64(Float64(2.0 * c) / Float64(-1.0 * Float64(b * 2.0))); end t_1 = tmp t_2 = sqrt(Float64(Float64(b * b) - Float64(Float64(4.0 * a) * c))) tmp_1 = 0.0 if (b <= -5e+153) tmp_1 = t_1; elseif (b <= -5e-310) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = t_0; else tmp_2 = Float64(Float64(2.0 * c) / Float64(Float64(-b) + t_2)); end tmp_1 = tmp_2; elseif (b <= 1e+119) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = Float64(Float64(Float64(-b) - t_2) / Float64(2.0 * a)); else tmp_3 = Float64(Float64(2.0 * c) / fma(-2.0, b, Float64(2.0 * Float64(Float64(a * c) / b)))); end tmp_1 = tmp_3; else tmp_1 = t_1; end return tmp_1 end
code[a_, b_, c_] := Block[{t$95$0 = N[(-1.0 * N[(b / a), $MachinePrecision] + N[(c / b), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = If[GreaterEqual[b, 0.0], t$95$0, N[(N[(2.0 * c), $MachinePrecision] / N[(-1.0 * N[(b * 2.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]}, Block[{t$95$2 = N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(4.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[b, -5e+153], t$95$1, If[LessEqual[b, -5e-310], If[GreaterEqual[b, 0.0], t$95$0, N[(N[(2.0 * c), $MachinePrecision] / N[((-b) + t$95$2), $MachinePrecision]), $MachinePrecision]], If[LessEqual[b, 1e+119], If[GreaterEqual[b, 0.0], N[(N[((-b) - t$95$2), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(2.0 * c), $MachinePrecision] / N[(-2.0 * b + N[(2.0 * N[(N[(a * c), $MachinePrecision] / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], t$95$1]]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(-1, \frac{b}{a}, \frac{c}{b}\right)\\
t_1 := \begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;t\_0\\
\mathbf{else}:\\
\;\;\;\;\frac{2 \cdot c}{-1 \cdot \left(b \cdot 2\right)}\\
\end{array}\\
t_2 := \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}\\
\mathbf{if}\;b \leq -5 \cdot 10^{+153}:\\
\;\;\;\;t\_1\\
\mathbf{elif}\;b \leq -5 \cdot 10^{-310}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;t\_0\\
\mathbf{else}:\\
\;\;\;\;\frac{2 \cdot c}{\left(-b\right) + t\_2}\\
\end{array}\\
\mathbf{elif}\;b \leq 10^{+119}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{\left(-b\right) - t\_2}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{2 \cdot c}{\mathsf{fma}\left(-2, b, 2 \cdot \frac{a \cdot c}{b}\right)}\\
\end{array}\\
\mathbf{else}:\\
\;\;\;\;t\_1\\
\end{array}
\end{array}
if b < -5.00000000000000018e153 or 9.99999999999999944e118 < b Initial program 72.3%
Taylor expanded in b around -inf
lower-*.f64N/A
lower-*.f64N/A
lower-+.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lower-*.f64N/A
lower-pow.f6468.9
Applied rewrites68.9%
Taylor expanded in a around 0
Applied rewrites70.7%
Taylor expanded in c around 0
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f6468.5
Applied rewrites68.5%
if -5.00000000000000018e153 < b < -4.999999999999985e-310Initial program 72.3%
Taylor expanded in c around 0
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f6470.2
Applied rewrites70.2%
if -4.999999999999985e-310 < b < 9.99999999999999944e118Initial program 72.3%
Taylor expanded in b around -inf
lower-*.f64N/A
lower-*.f64N/A
lower-+.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lower-*.f64N/A
lower-pow.f6468.9
Applied rewrites68.9%
Taylor expanded in a around 0
lower-fma.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lift-*.f6469.6
Applied rewrites69.6%
(FPCore (a b c)
:precision binary64
(let* ((t_0
(if (>= b 0.0)
(fma -1.0 (/ b a) (/ c b))
(/ (* 2.0 c) (* -1.0 (* b 2.0)))))
(t_1 (sqrt (* -4.0 (* a c)))))
(if (<= b -1.22e-26)
t_0
(if (<= b -4e-308)
(if (>= b 0.0) (/ (- (- b) t_1) (* 2.0 a)) (/ (* 2.0 c) (+ (- b) t_1)))
(if (<= b 1e+119)
(if (>= b 0.0)
(/ (- (- b) (sqrt (- (* b b) (* (* 4.0 a) c)))) (* 2.0 a))
(/ (* 2.0 c) (fma -2.0 b (* 2.0 (/ (* a c) b)))))
t_0)))))
double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = fma(-1.0, (b / a), (c / b));
} else {
tmp = (2.0 * c) / (-1.0 * (b * 2.0));
}
double t_0 = tmp;
double t_1 = sqrt((-4.0 * (a * c)));
double tmp_1;
if (b <= -1.22e-26) {
tmp_1 = t_0;
} else if (b <= -4e-308) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (-b - t_1) / (2.0 * a);
} else {
tmp_2 = (2.0 * c) / (-b + t_1);
}
tmp_1 = tmp_2;
} else if (b <= 1e+119) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = (-b - sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a);
} else {
tmp_3 = (2.0 * c) / fma(-2.0, b, (2.0 * ((a * c) / b)));
}
tmp_1 = tmp_3;
} else {
tmp_1 = t_0;
}
return tmp_1;
}
function code(a, b, c) tmp = 0.0 if (b >= 0.0) tmp = fma(-1.0, Float64(b / a), Float64(c / b)); else tmp = Float64(Float64(2.0 * c) / Float64(-1.0 * Float64(b * 2.0))); end t_0 = tmp t_1 = sqrt(Float64(-4.0 * Float64(a * c))) tmp_1 = 0.0 if (b <= -1.22e-26) tmp_1 = t_0; elseif (b <= -4e-308) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(Float64(Float64(-b) - t_1) / Float64(2.0 * a)); else tmp_2 = Float64(Float64(2.0 * c) / Float64(Float64(-b) + t_1)); end tmp_1 = tmp_2; elseif (b <= 1e+119) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = Float64(Float64(Float64(-b) - sqrt(Float64(Float64(b * b) - Float64(Float64(4.0 * a) * c)))) / Float64(2.0 * a)); else tmp_3 = Float64(Float64(2.0 * c) / fma(-2.0, b, Float64(2.0 * Float64(Float64(a * c) / b)))); end tmp_1 = tmp_3; else tmp_1 = t_0; end return tmp_1 end
code[a_, b_, c_] := Block[{t$95$0 = If[GreaterEqual[b, 0.0], N[(-1.0 * N[(b / a), $MachinePrecision] + N[(c / b), $MachinePrecision]), $MachinePrecision], N[(N[(2.0 * c), $MachinePrecision] / N[(-1.0 * N[(b * 2.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]}, Block[{t$95$1 = N[Sqrt[N[(-4.0 * N[(a * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[b, -1.22e-26], t$95$0, If[LessEqual[b, -4e-308], If[GreaterEqual[b, 0.0], N[(N[((-b) - t$95$1), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(2.0 * c), $MachinePrecision] / N[((-b) + t$95$1), $MachinePrecision]), $MachinePrecision]], If[LessEqual[b, 1e+119], If[GreaterEqual[b, 0.0], N[(N[((-b) - N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(4.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(2.0 * c), $MachinePrecision] / N[(-2.0 * b + N[(2.0 * N[(N[(a * c), $MachinePrecision] / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], t$95$0]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\mathsf{fma}\left(-1, \frac{b}{a}, \frac{c}{b}\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{2 \cdot c}{-1 \cdot \left(b \cdot 2\right)}\\
\end{array}\\
t_1 := \sqrt{-4 \cdot \left(a \cdot c\right)}\\
\mathbf{if}\;b \leq -1.22 \cdot 10^{-26}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;b \leq -4 \cdot 10^{-308}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{\left(-b\right) - t\_1}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{2 \cdot c}{\left(-b\right) + t\_1}\\
\end{array}\\
\mathbf{elif}\;b \leq 10^{+119}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{\left(-b\right) - \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{2 \cdot c}{\mathsf{fma}\left(-2, b, 2 \cdot \frac{a \cdot c}{b}\right)}\\
\end{array}\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if b < -1.22e-26 or 9.99999999999999944e118 < b Initial program 72.3%
Taylor expanded in b around -inf
lower-*.f64N/A
lower-*.f64N/A
lower-+.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lower-*.f64N/A
lower-pow.f6468.9
Applied rewrites68.9%
Taylor expanded in a around 0
Applied rewrites70.7%
Taylor expanded in c around 0
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f6468.5
Applied rewrites68.5%
if -1.22e-26 < b < -4.00000000000000013e-308Initial program 72.3%
Taylor expanded in a around inf
lower-*.f64N/A
lower-*.f6456.2
Applied rewrites56.2%
Taylor expanded in a around inf
lower-*.f64N/A
lower-*.f6440.9
Applied rewrites40.9%
if -4.00000000000000013e-308 < b < 9.99999999999999944e118Initial program 72.3%
Taylor expanded in b around -inf
lower-*.f64N/A
lower-*.f64N/A
lower-+.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lower-*.f64N/A
lower-pow.f6468.9
Applied rewrites68.9%
Taylor expanded in a around 0
lower-fma.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lift-*.f6469.6
Applied rewrites69.6%
(FPCore (a b c)
:precision binary64
(let* ((t_0
(if (>= b 0.0)
(fma -1.0 (/ b a) (/ c b))
(/ (* 2.0 c) (* -1.0 (* b 2.0)))))
(t_1 (sqrt (* -4.0 (* a c)))))
(if (<= b -1.22e-26)
t_0
(if (<= b 640000.0)
(if (>= b 0.0) (/ (- (- b) t_1) (* 2.0 a)) (/ (* 2.0 c) (+ (- b) t_1)))
t_0))))
double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = fma(-1.0, (b / a), (c / b));
} else {
tmp = (2.0 * c) / (-1.0 * (b * 2.0));
}
double t_0 = tmp;
double t_1 = sqrt((-4.0 * (a * c)));
double tmp_1;
if (b <= -1.22e-26) {
tmp_1 = t_0;
} else if (b <= 640000.0) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (-b - t_1) / (2.0 * a);
} else {
tmp_2 = (2.0 * c) / (-b + t_1);
}
tmp_1 = tmp_2;
} else {
tmp_1 = t_0;
}
return tmp_1;
}
function code(a, b, c) tmp = 0.0 if (b >= 0.0) tmp = fma(-1.0, Float64(b / a), Float64(c / b)); else tmp = Float64(Float64(2.0 * c) / Float64(-1.0 * Float64(b * 2.0))); end t_0 = tmp t_1 = sqrt(Float64(-4.0 * Float64(a * c))) tmp_1 = 0.0 if (b <= -1.22e-26) tmp_1 = t_0; elseif (b <= 640000.0) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(Float64(Float64(-b) - t_1) / Float64(2.0 * a)); else tmp_2 = Float64(Float64(2.0 * c) / Float64(Float64(-b) + t_1)); end tmp_1 = tmp_2; else tmp_1 = t_0; end return tmp_1 end
code[a_, b_, c_] := Block[{t$95$0 = If[GreaterEqual[b, 0.0], N[(-1.0 * N[(b / a), $MachinePrecision] + N[(c / b), $MachinePrecision]), $MachinePrecision], N[(N[(2.0 * c), $MachinePrecision] / N[(-1.0 * N[(b * 2.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]}, Block[{t$95$1 = N[Sqrt[N[(-4.0 * N[(a * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[b, -1.22e-26], t$95$0, If[LessEqual[b, 640000.0], If[GreaterEqual[b, 0.0], N[(N[((-b) - t$95$1), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(2.0 * c), $MachinePrecision] / N[((-b) + t$95$1), $MachinePrecision]), $MachinePrecision]], t$95$0]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\mathsf{fma}\left(-1, \frac{b}{a}, \frac{c}{b}\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{2 \cdot c}{-1 \cdot \left(b \cdot 2\right)}\\
\end{array}\\
t_1 := \sqrt{-4 \cdot \left(a \cdot c\right)}\\
\mathbf{if}\;b \leq -1.22 \cdot 10^{-26}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;b \leq 640000:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{\left(-b\right) - t\_1}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{2 \cdot c}{\left(-b\right) + t\_1}\\
\end{array}\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if b < -1.22e-26 or 6.4e5 < b Initial program 72.3%
Taylor expanded in b around -inf
lower-*.f64N/A
lower-*.f64N/A
lower-+.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lower-*.f64N/A
lower-pow.f6468.9
Applied rewrites68.9%
Taylor expanded in a around 0
Applied rewrites70.7%
Taylor expanded in c around 0
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f6468.5
Applied rewrites68.5%
if -1.22e-26 < b < 6.4e5Initial program 72.3%
Taylor expanded in a around inf
lower-*.f64N/A
lower-*.f6456.2
Applied rewrites56.2%
Taylor expanded in a around inf
lower-*.f64N/A
lower-*.f6440.9
Applied rewrites40.9%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (/ (* 2.0 c) (* -1.0 (* b 2.0)))))
(if (<= b 640000.0)
(if (>= b 0.0) (/ (- (- b) (sqrt (* -4.0 (* a c)))) (* 2.0 a)) t_0)
(if (>= b 0.0) (fma -1.0 (/ b a) (/ c b)) t_0))))
double code(double a, double b, double c) {
double t_0 = (2.0 * c) / (-1.0 * (b * 2.0));
double tmp_1;
if (b <= 640000.0) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (-b - sqrt((-4.0 * (a * c)))) / (2.0 * a);
} else {
tmp_2 = t_0;
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = fma(-1.0, (b / a), (c / b));
} else {
tmp_1 = t_0;
}
return tmp_1;
}
function code(a, b, c) t_0 = Float64(Float64(2.0 * c) / Float64(-1.0 * Float64(b * 2.0))) tmp_1 = 0.0 if (b <= 640000.0) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(Float64(Float64(-b) - sqrt(Float64(-4.0 * Float64(a * c)))) / Float64(2.0 * a)); else tmp_2 = t_0; end tmp_1 = tmp_2; elseif (b >= 0.0) tmp_1 = fma(-1.0, Float64(b / a), Float64(c / b)); else tmp_1 = t_0; end return tmp_1 end
code[a_, b_, c_] := Block[{t$95$0 = N[(N[(2.0 * c), $MachinePrecision] / N[(-1.0 * N[(b * 2.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, 640000.0], If[GreaterEqual[b, 0.0], N[(N[((-b) - N[Sqrt[N[(-4.0 * N[(a * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], t$95$0], If[GreaterEqual[b, 0.0], N[(-1.0 * N[(b / a), $MachinePrecision] + N[(c / b), $MachinePrecision]), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{2 \cdot c}{-1 \cdot \left(b \cdot 2\right)}\\
\mathbf{if}\;b \leq 640000:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{\left(-b\right) - \sqrt{-4 \cdot \left(a \cdot c\right)}}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\mathsf{fma}\left(-1, \frac{b}{a}, \frac{c}{b}\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if b < 6.4e5Initial program 72.3%
Taylor expanded in b around -inf
lower-*.f64N/A
lower-*.f64N/A
lower-+.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lower-*.f64N/A
lower-pow.f6468.9
Applied rewrites68.9%
Taylor expanded in a around 0
Applied rewrites70.7%
Taylor expanded in a around inf
lower-*.f64N/A
lift-*.f6454.6
Applied rewrites54.6%
if 6.4e5 < b Initial program 72.3%
Taylor expanded in b around -inf
lower-*.f64N/A
lower-*.f64N/A
lower-+.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lower-*.f64N/A
lower-pow.f6468.9
Applied rewrites68.9%
Taylor expanded in a around 0
Applied rewrites70.7%
Taylor expanded in c around 0
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f6468.5
Applied rewrites68.5%
(FPCore (a b c) :precision binary64 (if (>= b 0.0) (fma -1.0 (/ b a) (/ c b)) (/ (* 2.0 c) (* -1.0 (* b 2.0)))))
double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = fma(-1.0, (b / a), (c / b));
} else {
tmp = (2.0 * c) / (-1.0 * (b * 2.0));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b >= 0.0) tmp = fma(-1.0, Float64(b / a), Float64(c / b)); else tmp = Float64(Float64(2.0 * c) / Float64(-1.0 * Float64(b * 2.0))); end return tmp end
code[a_, b_, c_] := If[GreaterEqual[b, 0.0], N[(-1.0 * N[(b / a), $MachinePrecision] + N[(c / b), $MachinePrecision]), $MachinePrecision], N[(N[(2.0 * c), $MachinePrecision] / N[(-1.0 * N[(b * 2.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\mathsf{fma}\left(-1, \frac{b}{a}, \frac{c}{b}\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{2 \cdot c}{-1 \cdot \left(b \cdot 2\right)}\\
\end{array}
\end{array}
Initial program 72.3%
Taylor expanded in b around -inf
lower-*.f64N/A
lower-*.f64N/A
lower-+.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lower-*.f64N/A
lower-pow.f6468.9
Applied rewrites68.9%
Taylor expanded in a around 0
Applied rewrites70.7%
Taylor expanded in c around 0
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f6468.5
Applied rewrites68.5%
(FPCore (a b c) :precision binary64 (if (>= b 0.0) (/ (- (- b) b) (* 2.0 a)) (/ (* 2.0 c) (+ (- b) b))))
double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = (-b - b) / (2.0 * a);
} else {
tmp = (2.0 * c) / (-b + 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 >= 0.0d0) then
tmp = (-b - b) / (2.0d0 * a)
else
tmp = (2.0d0 * c) / (-b + b)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = (-b - b) / (2.0 * a);
} else {
tmp = (2.0 * c) / (-b + b);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b >= 0.0: tmp = (-b - b) / (2.0 * a) else: tmp = (2.0 * c) / (-b + b) return tmp
function code(a, b, c) tmp = 0.0 if (b >= 0.0) tmp = Float64(Float64(Float64(-b) - b) / Float64(2.0 * a)); else tmp = Float64(Float64(2.0 * c) / Float64(Float64(-b) + b)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b >= 0.0) tmp = (-b - b) / (2.0 * a); else tmp = (2.0 * c) / (-b + b); end tmp_2 = tmp; end
code[a_, b_, c_] := If[GreaterEqual[b, 0.0], N[(N[((-b) - b), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(2.0 * c), $MachinePrecision] / N[((-b) + b), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{\left(-b\right) - b}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{2 \cdot c}{\left(-b\right) + b}\\
\end{array}
\end{array}
Initial program 72.3%
Taylor expanded in a around 0
Applied rewrites70.0%
Taylor expanded in a around 0
Applied rewrites35.8%
herbie shell --seed 2025134
(FPCore (a b c)
:name "jeff quadratic root 1"
:precision binary64
(if (>= b 0.0) (/ (- (- b) (sqrt (- (* b b) (* (* 4.0 a) c)))) (* 2.0 a)) (/ (* 2.0 c) (+ (- b) (sqrt (- (* b b) (* (* 4.0 a) c)))))))