
(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(Float64(4.0 * 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[(N[(4.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\left(-b\right) + \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}}{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(Float64(4.0 * 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[(N[(4.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\left(-b\right) + \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}}{2 \cdot a}
\end{array}
(FPCore (a b c)
:precision binary64
(let* ((t_0 (sqrt (fma (* -4.0 a) c (* b b)))))
(if (<= b 0.076)
(/
(/ (+ (pow (- b) 3.0) (pow t_0 3.0)) (fma b b (+ (* t_0 t_0) (* b t_0))))
(* 2.0 a))
(fma
(*
(-
(* (/ (* a (fma -5.0 (* a c) (* -2.0 (* b b)))) (pow b 7.0)) c)
(pow b -3.0))
(* c c))
a
(/ (- c) b)))))
double code(double a, double b, double c) {
double t_0 = sqrt(fma((-4.0 * a), c, (b * b)));
double tmp;
if (b <= 0.076) {
tmp = ((pow(-b, 3.0) + pow(t_0, 3.0)) / fma(b, b, ((t_0 * t_0) + (b * t_0)))) / (2.0 * a);
} else {
tmp = fma((((((a * fma(-5.0, (a * c), (-2.0 * (b * b)))) / pow(b, 7.0)) * c) - pow(b, -3.0)) * (c * c)), a, (-c / b));
}
return tmp;
}
function code(a, b, c) t_0 = sqrt(fma(Float64(-4.0 * a), c, Float64(b * b))) tmp = 0.0 if (b <= 0.076) tmp = Float64(Float64(Float64((Float64(-b) ^ 3.0) + (t_0 ^ 3.0)) / fma(b, b, Float64(Float64(t_0 * t_0) + Float64(b * t_0)))) / Float64(2.0 * a)); else tmp = fma(Float64(Float64(Float64(Float64(Float64(a * fma(-5.0, Float64(a * c), Float64(-2.0 * Float64(b * b)))) / (b ^ 7.0)) * c) - (b ^ -3.0)) * Float64(c * c)), a, Float64(Float64(-c) / b)); end return tmp end
code[a_, b_, c_] := Block[{t$95$0 = N[Sqrt[N[(N[(-4.0 * a), $MachinePrecision] * c + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[b, 0.076], N[(N[(N[(N[Power[(-b), 3.0], $MachinePrecision] + N[Power[t$95$0, 3.0], $MachinePrecision]), $MachinePrecision] / N[(b * b + N[(N[(t$95$0 * t$95$0), $MachinePrecision] + N[(b * t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(N[(N[(a * N[(-5.0 * N[(a * c), $MachinePrecision] + N[(-2.0 * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[Power[b, 7.0], $MachinePrecision]), $MachinePrecision] * c), $MachinePrecision] - N[Power[b, -3.0], $MachinePrecision]), $MachinePrecision] * N[(c * c), $MachinePrecision]), $MachinePrecision] * a + N[((-c) / b), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{\mathsf{fma}\left(-4 \cdot a, c, b \cdot b\right)}\\
\mathbf{if}\;b \leq 0.076:\\
\;\;\;\;\frac{\frac{{\left(-b\right)}^{3} + {t\_0}^{3}}{\mathsf{fma}\left(b, b, t\_0 \cdot t\_0 + b \cdot t\_0\right)}}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(\frac{a \cdot \mathsf{fma}\left(-5, a \cdot c, -2 \cdot \left(b \cdot b\right)\right)}{{b}^{7}} \cdot c - {b}^{-3}\right) \cdot \left(c \cdot c\right), a, \frac{-c}{b}\right)\\
\end{array}
\end{array}
if b < 0.0759999999999999981Initial program 86.3%
lift-neg.f64N/A
lift-+.f64N/A
lift-sqrt.f64N/A
lift--.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
flip3-+N/A
lower-/.f64N/A
Applied rewrites86.6%
if 0.0759999999999999981 < b Initial program 51.3%
Taylor expanded in a around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites93.7%
Taylor expanded in c around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites93.7%
Taylor expanded in b around 0
lower-/.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
pow2N/A
lift-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
pow2N/A
lift-*.f64N/A
lift-*.f64N/A
lift-pow.f6493.7
Applied rewrites93.7%
Taylor expanded in a around 0
lower-*.f64N/A
lower-fma.f64N/A
lower-*.f64N/A
lower-*.f64N/A
pow2N/A
lift-*.f6493.7
Applied rewrites93.7%
Final simplification92.9%
(FPCore (a b c)
:precision binary64
(if (<= b 0.076)
(+ (/ (- b) (* 2.0 a)) (/ (sqrt (fma (* -4.0 a) c (* b b))) (* 2.0 a)))
(fma
(*
(-
(* (/ (* a (fma -5.0 (* a c) (* -2.0 (* b b)))) (pow b 7.0)) c)
(pow b -3.0))
(* c c))
a
(/ (- c) b))))
double code(double a, double b, double c) {
double tmp;
if (b <= 0.076) {
tmp = (-b / (2.0 * a)) + (sqrt(fma((-4.0 * a), c, (b * b))) / (2.0 * a));
} else {
tmp = fma((((((a * fma(-5.0, (a * c), (-2.0 * (b * b)))) / pow(b, 7.0)) * c) - pow(b, -3.0)) * (c * c)), a, (-c / b));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 0.076) tmp = Float64(Float64(Float64(-b) / Float64(2.0 * a)) + Float64(sqrt(fma(Float64(-4.0 * a), c, Float64(b * b))) / Float64(2.0 * a))); else tmp = fma(Float64(Float64(Float64(Float64(Float64(a * fma(-5.0, Float64(a * c), Float64(-2.0 * Float64(b * b)))) / (b ^ 7.0)) * c) - (b ^ -3.0)) * Float64(c * c)), a, Float64(Float64(-c) / b)); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 0.076], N[(N[((-b) / N[(2.0 * a), $MachinePrecision]), $MachinePrecision] + N[(N[Sqrt[N[(N[(-4.0 * a), $MachinePrecision] * c + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(N[(N[(a * N[(-5.0 * N[(a * c), $MachinePrecision] + N[(-2.0 * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[Power[b, 7.0], $MachinePrecision]), $MachinePrecision] * c), $MachinePrecision] - N[Power[b, -3.0], $MachinePrecision]), $MachinePrecision] * N[(c * c), $MachinePrecision]), $MachinePrecision] * a + N[((-c) / b), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 0.076:\\
\;\;\;\;\frac{-b}{2 \cdot a} + \frac{\sqrt{\mathsf{fma}\left(-4 \cdot a, c, b \cdot b\right)}}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(\frac{a \cdot \mathsf{fma}\left(-5, a \cdot c, -2 \cdot \left(b \cdot b\right)\right)}{{b}^{7}} \cdot c - {b}^{-3}\right) \cdot \left(c \cdot c\right), a, \frac{-c}{b}\right)\\
\end{array}
\end{array}
if b < 0.0759999999999999981Initial program 86.3%
lift-*.f64N/A
lift-/.f64N/A
lift-neg.f64N/A
lift-+.f64N/A
lift-sqrt.f64N/A
lift--.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
div-addN/A
lower-+.f64N/A
lower-/.f64N/A
lift-neg.f64N/A
lift-*.f64N/A
lower-/.f64N/A
Applied rewrites86.4%
if 0.0759999999999999981 < b Initial program 51.3%
Taylor expanded in a around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites93.7%
Taylor expanded in c around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites93.7%
Taylor expanded in b around 0
lower-/.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
pow2N/A
lift-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
pow2N/A
lift-*.f64N/A
lift-*.f64N/A
lift-pow.f6493.7
Applied rewrites93.7%
Taylor expanded in a around 0
lower-*.f64N/A
lower-fma.f64N/A
lower-*.f64N/A
lower-*.f64N/A
pow2N/A
lift-*.f6493.7
Applied rewrites93.7%
(FPCore (a b c)
:precision binary64
(if (<= b 0.36)
(+ (/ (- b) (* 2.0 a)) (/ (sqrt (fma (* -4.0 a) c (* b b))) (* 2.0 a)))
(fma
(* (/ (- (/ (* (* c a) -2.0) (* b b)) 1.0) (pow b 3.0)) (* c c))
a
(/ (- c) b))))
double code(double a, double b, double c) {
double tmp;
if (b <= 0.36) {
tmp = (-b / (2.0 * a)) + (sqrt(fma((-4.0 * a), c, (b * b))) / (2.0 * a));
} else {
tmp = fma(((((((c * a) * -2.0) / (b * b)) - 1.0) / pow(b, 3.0)) * (c * c)), a, (-c / b));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 0.36) tmp = Float64(Float64(Float64(-b) / Float64(2.0 * a)) + Float64(sqrt(fma(Float64(-4.0 * a), c, Float64(b * b))) / Float64(2.0 * a))); else tmp = fma(Float64(Float64(Float64(Float64(Float64(Float64(c * a) * -2.0) / Float64(b * b)) - 1.0) / (b ^ 3.0)) * Float64(c * c)), a, Float64(Float64(-c) / b)); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 0.36], N[(N[((-b) / N[(2.0 * a), $MachinePrecision]), $MachinePrecision] + N[(N[Sqrt[N[(N[(-4.0 * a), $MachinePrecision] * c + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(N[(N[(N[(c * a), $MachinePrecision] * -2.0), $MachinePrecision] / N[(b * b), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision] * N[(c * c), $MachinePrecision]), $MachinePrecision] * a + N[((-c) / b), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 0.36:\\
\;\;\;\;\frac{-b}{2 \cdot a} + \frac{\sqrt{\mathsf{fma}\left(-4 \cdot a, c, b \cdot b\right)}}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\frac{\frac{\left(c \cdot a\right) \cdot -2}{b \cdot b} - 1}{{b}^{3}} \cdot \left(c \cdot c\right), a, \frac{-c}{b}\right)\\
\end{array}
\end{array}
if b < 0.35999999999999999Initial program 84.5%
lift-*.f64N/A
lift-/.f64N/A
lift-neg.f64N/A
lift-+.f64N/A
lift-sqrt.f64N/A
lift--.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
div-addN/A
lower-+.f64N/A
lower-/.f64N/A
lift-neg.f64N/A
lift-*.f64N/A
lower-/.f64N/A
Applied rewrites85.0%
if 0.35999999999999999 < b Initial program 50.3%
Taylor expanded in a around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites93.9%
Taylor expanded in c around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites93.9%
Taylor expanded in b around inf
lower-/.f64N/A
lower--.f64N/A
associate-*r/N/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
pow2N/A
lift-*.f64N/A
lift-pow.f6491.7
Applied rewrites91.7%
(FPCore (a b c)
:precision binary64
(if (<= b 0.082)
(+ (/ (- b) (* 2.0 a)) (/ (sqrt (fma (* -4.0 a) c (* b b))) (* 2.0 a)))
(*
(-
(* (/ (fma (* -2.0 (* a a)) c (* (- a) (* b b))) (pow b 5.0)) c)
(/ 1.0 b))
c)))
double code(double a, double b, double c) {
double tmp;
if (b <= 0.082) {
tmp = (-b / (2.0 * a)) + (sqrt(fma((-4.0 * a), c, (b * b))) / (2.0 * a));
} else {
tmp = (((fma((-2.0 * (a * a)), c, (-a * (b * b))) / pow(b, 5.0)) * c) - (1.0 / b)) * c;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 0.082) tmp = Float64(Float64(Float64(-b) / Float64(2.0 * a)) + Float64(sqrt(fma(Float64(-4.0 * a), c, Float64(b * b))) / Float64(2.0 * a))); else tmp = Float64(Float64(Float64(Float64(fma(Float64(-2.0 * Float64(a * a)), c, Float64(Float64(-a) * Float64(b * b))) / (b ^ 5.0)) * c) - Float64(1.0 / b)) * c); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 0.082], N[(N[((-b) / N[(2.0 * a), $MachinePrecision]), $MachinePrecision] + N[(N[Sqrt[N[(N[(-4.0 * a), $MachinePrecision] * c + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(N[(N[(-2.0 * N[(a * a), $MachinePrecision]), $MachinePrecision] * c + N[((-a) * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision] * c), $MachinePrecision] - N[(1.0 / b), $MachinePrecision]), $MachinePrecision] * c), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 0.082:\\
\;\;\;\;\frac{-b}{2 \cdot a} + \frac{\sqrt{\mathsf{fma}\left(-4 \cdot a, c, b \cdot b\right)}}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\left(\frac{\mathsf{fma}\left(-2 \cdot \left(a \cdot a\right), c, \left(-a\right) \cdot \left(b \cdot b\right)\right)}{{b}^{5}} \cdot c - \frac{1}{b}\right) \cdot c\\
\end{array}
\end{array}
if b < 0.0820000000000000034Initial program 86.3%
lift-*.f64N/A
lift-/.f64N/A
lift-neg.f64N/A
lift-+.f64N/A
lift-sqrt.f64N/A
lift--.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
div-addN/A
lower-+.f64N/A
lower-/.f64N/A
lift-neg.f64N/A
lift-*.f64N/A
lower-/.f64N/A
Applied rewrites86.4%
if 0.0820000000000000034 < b Initial program 51.3%
Taylor expanded in c around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites91.1%
Taylor expanded in b around 0
lower-/.f64N/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f64N/A
pow2N/A
lift-*.f64N/A
associate-*r*N/A
mul-1-negN/A
lower-*.f64N/A
lower-neg.f64N/A
pow2N/A
lift-*.f64N/A
lift-pow.f6491.1
Applied rewrites91.1%
lift-pow.f64N/A
inv-powN/A
lower-/.f6491.1
Applied rewrites91.1%
(FPCore (a b c) :precision binary64 (if (<= b 0.42) (+ (/ (- b) (* 2.0 a)) (/ (sqrt (fma (* -4.0 a) c (* b b))) (* 2.0 a))) (fma (/ (* (* c c) a) (* (* b b) b)) -1.0 (/ (- c) b))))
double code(double a, double b, double c) {
double tmp;
if (b <= 0.42) {
tmp = (-b / (2.0 * a)) + (sqrt(fma((-4.0 * a), c, (b * b))) / (2.0 * a));
} else {
tmp = fma((((c * c) * a) / ((b * b) * b)), -1.0, (-c / b));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 0.42) tmp = Float64(Float64(Float64(-b) / Float64(2.0 * a)) + Float64(sqrt(fma(Float64(-4.0 * a), c, Float64(b * b))) / Float64(2.0 * a))); else tmp = fma(Float64(Float64(Float64(c * c) * a) / Float64(Float64(b * b) * b)), -1.0, Float64(Float64(-c) / b)); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 0.42], N[(N[((-b) / N[(2.0 * a), $MachinePrecision]), $MachinePrecision] + N[(N[Sqrt[N[(N[(-4.0 * a), $MachinePrecision] * c + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(c * c), $MachinePrecision] * a), $MachinePrecision] / N[(N[(b * b), $MachinePrecision] * b), $MachinePrecision]), $MachinePrecision] * -1.0 + N[((-c) / b), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 0.42:\\
\;\;\;\;\frac{-b}{2 \cdot a} + \frac{\sqrt{\mathsf{fma}\left(-4 \cdot a, c, b \cdot b\right)}}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\frac{\left(c \cdot c\right) \cdot a}{\left(b \cdot b\right) \cdot b}, -1, \frac{-c}{b}\right)\\
\end{array}
\end{array}
if b < 0.419999999999999984Initial program 84.4%
lift-*.f64N/A
lift-/.f64N/A
lift-neg.f64N/A
lift-+.f64N/A
lift-sqrt.f64N/A
lift--.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
div-addN/A
lower-+.f64N/A
lower-/.f64N/A
lift-neg.f64N/A
lift-*.f64N/A
lower-/.f64N/A
Applied rewrites84.8%
if 0.419999999999999984 < b Initial program 50.2%
Taylor expanded in a around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
lower-pow.f64N/A
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lower-neg.f6486.8
Applied rewrites86.8%
lift-pow.f64N/A
unpow3N/A
pow2N/A
lower-*.f64N/A
pow2N/A
lift-*.f6486.8
Applied rewrites86.8%
(FPCore (a b c) :precision binary64 (if (<= b 0.42) (/ (- (sqrt (fma (* -4.0 a) c (* b b))) b) (* 2.0 a)) (fma (/ (* (* c c) a) (* (* b b) b)) -1.0 (/ (- c) b))))
double code(double a, double b, double c) {
double tmp;
if (b <= 0.42) {
tmp = (sqrt(fma((-4.0 * a), c, (b * b))) - b) / (2.0 * a);
} else {
tmp = fma((((c * c) * a) / ((b * b) * b)), -1.0, (-c / b));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 0.42) tmp = Float64(Float64(sqrt(fma(Float64(-4.0 * a), c, Float64(b * b))) - b) / Float64(2.0 * a)); else tmp = fma(Float64(Float64(Float64(c * c) * a) / Float64(Float64(b * b) * b)), -1.0, Float64(Float64(-c) / b)); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 0.42], N[(N[(N[Sqrt[N[(N[(-4.0 * a), $MachinePrecision] * c + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(c * c), $MachinePrecision] * a), $MachinePrecision] / N[(N[(b * b), $MachinePrecision] * b), $MachinePrecision]), $MachinePrecision] * -1.0 + N[((-c) / b), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 0.42:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(-4 \cdot a, c, b \cdot b\right)} - b}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\frac{\left(c \cdot c\right) \cdot a}{\left(b \cdot b\right) \cdot b}, -1, \frac{-c}{b}\right)\\
\end{array}
\end{array}
if b < 0.419999999999999984Initial program 84.4%
lift-neg.f64N/A
lift-+.f64N/A
lift-sqrt.f64N/A
lift--.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
+-commutativeN/A
lower-+.f64N/A
Applied rewrites84.4%
if 0.419999999999999984 < b Initial program 50.2%
Taylor expanded in a around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
lower-pow.f64N/A
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lower-neg.f6486.8
Applied rewrites86.8%
lift-pow.f64N/A
unpow3N/A
pow2N/A
lower-*.f64N/A
pow2N/A
lift-*.f6486.8
Applied rewrites86.8%
Final simplification86.4%
(FPCore (a b c) :precision binary64 (if (<= b 0.42) (/ (+ (- b) (sqrt (fma b b (* -4.0 (* c a))))) (* 2.0 a)) (/ (fma a (/ (* c c) (* b b)) c) (- b))))
double code(double a, double b, double c) {
double tmp;
if (b <= 0.42) {
tmp = (-b + sqrt(fma(b, b, (-4.0 * (c * a))))) / (2.0 * a);
} else {
tmp = fma(a, ((c * c) / (b * b)), c) / -b;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 0.42) tmp = Float64(Float64(Float64(-b) + sqrt(fma(b, b, Float64(-4.0 * Float64(c * a))))) / Float64(2.0 * a)); else tmp = Float64(fma(a, Float64(Float64(c * c) / Float64(b * b)), c) / Float64(-b)); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 0.42], N[(N[((-b) + N[Sqrt[N[(b * b + N[(-4.0 * N[(c * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(a * N[(N[(c * c), $MachinePrecision] / N[(b * b), $MachinePrecision]), $MachinePrecision] + c), $MachinePrecision] / (-b)), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 0.42:\\
\;\;\;\;\frac{\left(-b\right) + \sqrt{\mathsf{fma}\left(b, b, -4 \cdot \left(c \cdot a\right)\right)}}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(a, \frac{c \cdot c}{b \cdot b}, c\right)}{-b}\\
\end{array}
\end{array}
if b < 0.419999999999999984Initial program 84.4%
lift--.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
pow2N/A
associate-*r*N/A
fp-cancel-sub-sign-invN/A
pow2N/A
metadata-evalN/A
lower-fma.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6484.4
Applied rewrites84.4%
if 0.419999999999999984 < b Initial program 50.2%
Taylor expanded in a around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites93.9%
Taylor expanded in b around inf
distribute-lft-outN/A
associate-*r/N/A
mul-1-negN/A
lower-neg.f64N/A
lower-/.f64N/A
+-commutativeN/A
associate-/l*N/A
lower-fma.f64N/A
lower-/.f64N/A
pow2N/A
lift-*.f64N/A
pow2N/A
lift-*.f6486.7
Applied rewrites86.7%
Final simplification86.4%
(FPCore (a b c) :precision binary64 (if (<= b 0.42) (/ (- (sqrt (fma (* -4.0 a) c (* b b))) b) (* 2.0 a)) (/ (fma a (/ (* c c) (* b b)) c) (- b))))
double code(double a, double b, double c) {
double tmp;
if (b <= 0.42) {
tmp = (sqrt(fma((-4.0 * a), c, (b * b))) - b) / (2.0 * a);
} else {
tmp = fma(a, ((c * c) / (b * b)), c) / -b;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 0.42) tmp = Float64(Float64(sqrt(fma(Float64(-4.0 * a), c, Float64(b * b))) - b) / Float64(2.0 * a)); else tmp = Float64(fma(a, Float64(Float64(c * c) / Float64(b * b)), c) / Float64(-b)); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 0.42], N[(N[(N[Sqrt[N[(N[(-4.0 * a), $MachinePrecision] * c + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(a * N[(N[(c * c), $MachinePrecision] / N[(b * b), $MachinePrecision]), $MachinePrecision] + c), $MachinePrecision] / (-b)), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 0.42:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(-4 \cdot a, c, b \cdot b\right)} - b}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(a, \frac{c \cdot c}{b \cdot b}, c\right)}{-b}\\
\end{array}
\end{array}
if b < 0.419999999999999984Initial program 84.4%
lift-neg.f64N/A
lift-+.f64N/A
lift-sqrt.f64N/A
lift--.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
+-commutativeN/A
lower-+.f64N/A
Applied rewrites84.4%
if 0.419999999999999984 < b Initial program 50.2%
Taylor expanded in a around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites93.9%
Taylor expanded in b around inf
distribute-lft-outN/A
associate-*r/N/A
mul-1-negN/A
lower-neg.f64N/A
lower-/.f64N/A
+-commutativeN/A
associate-/l*N/A
lower-fma.f64N/A
lower-/.f64N/A
pow2N/A
lift-*.f64N/A
pow2N/A
lift-*.f6486.7
Applied rewrites86.7%
Final simplification86.4%
(FPCore (a b c) :precision binary64 (if (<= b 0.42) (/ (+ (- b) (sqrt (fma (* c a) -4.0 (* b b)))) (+ a a)) (/ (fma a (/ (* c c) (* b b)) c) (- b))))
double code(double a, double b, double c) {
double tmp;
if (b <= 0.42) {
tmp = (-b + sqrt(fma((c * a), -4.0, (b * b)))) / (a + a);
} else {
tmp = fma(a, ((c * c) / (b * b)), c) / -b;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 0.42) tmp = Float64(Float64(Float64(-b) + sqrt(fma(Float64(c * a), -4.0, Float64(b * b)))) / Float64(a + a)); else tmp = Float64(fma(a, Float64(Float64(c * c) / Float64(b * b)), c) / Float64(-b)); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 0.42], 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[(a * N[(N[(c * c), $MachinePrecision] / N[(b * b), $MachinePrecision]), $MachinePrecision] + c), $MachinePrecision] / (-b)), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 0.42:\\
\;\;\;\;\frac{\left(-b\right) + \sqrt{\mathsf{fma}\left(c \cdot a, -4, b \cdot b\right)}}{a + a}\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(a, \frac{c \cdot c}{b \cdot b}, c\right)}{-b}\\
\end{array}
\end{array}
if b < 0.419999999999999984Initial program 84.4%
lift--.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
pow2N/A
associate-*r*N/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-*.f6484.4
Applied rewrites84.4%
lift-*.f64N/A
count-2-revN/A
lower-+.f6484.4
Applied rewrites84.4%
if 0.419999999999999984 < b Initial program 50.2%
Taylor expanded in a around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites93.9%
Taylor expanded in b around inf
distribute-lft-outN/A
associate-*r/N/A
mul-1-negN/A
lower-neg.f64N/A
lower-/.f64N/A
+-commutativeN/A
associate-/l*N/A
lower-fma.f64N/A
lower-/.f64N/A
pow2N/A
lift-*.f64N/A
pow2N/A
lift-*.f6486.7
Applied rewrites86.7%
Final simplification86.4%
(FPCore (a b c) :precision binary64 (/ (fma a (/ (* c c) (* b b)) c) (- b)))
double code(double a, double b, double c) {
return fma(a, ((c * c) / (b * b)), c) / -b;
}
function code(a, b, c) return Float64(fma(a, Float64(Float64(c * c) / Float64(b * b)), c) / Float64(-b)) end
code[a_, b_, c_] := N[(N[(a * N[(N[(c * c), $MachinePrecision] / N[(b * b), $MachinePrecision]), $MachinePrecision] + c), $MachinePrecision] / (-b)), $MachinePrecision]
\begin{array}{l}
\\
\frac{\mathsf{fma}\left(a, \frac{c \cdot c}{b \cdot b}, c\right)}{-b}
\end{array}
Initial program 55.4%
Taylor expanded in a around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites90.5%
Taylor expanded in b around inf
distribute-lft-outN/A
associate-*r/N/A
mul-1-negN/A
lower-neg.f64N/A
lower-/.f64N/A
+-commutativeN/A
associate-/l*N/A
lower-fma.f64N/A
lower-/.f64N/A
pow2N/A
lift-*.f64N/A
pow2N/A
lift-*.f6481.8
Applied rewrites81.8%
Final simplification81.8%
(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(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 55.4%
Taylor expanded in a around 0
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lower-neg.f6464.5
Applied rewrites64.5%
herbie shell --seed 2025037
(FPCore (a b c)
:name "Quadratic roots, narrow range"
:precision binary64
:pre (and (and (and (< 1.0536712127723509e-8 a) (< a 94906265.62425156)) (and (< 1.0536712127723509e-8 b) (< b 94906265.62425156))) (and (< 1.0536712127723509e-8 c) (< c 94906265.62425156)))
(/ (+ (- b) (sqrt (- (* b b) (* (* 4.0 a) c)))) (* 2.0 a)))