
(FPCore (p r q) :precision binary64 (* (/ 1.0 2.0) (+ (+ (fabs p) (fabs r)) (sqrt (+ (pow (- p r) 2.0) (* 4.0 (pow q 2.0)))))))
double code(double p, double r, double q) {
return (1.0 / 2.0) * ((fabs(p) + fabs(r)) + sqrt((pow((p - r), 2.0) + (4.0 * pow(q, 2.0)))));
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
real(8) function code(p, r, q)
use fmin_fmax_functions
real(8), intent (in) :: p
real(8), intent (in) :: r
real(8), intent (in) :: q
code = (1.0d0 / 2.0d0) * ((abs(p) + abs(r)) + sqrt((((p - r) ** 2.0d0) + (4.0d0 * (q ** 2.0d0)))))
end function
public static double code(double p, double r, double q) {
return (1.0 / 2.0) * ((Math.abs(p) + Math.abs(r)) + Math.sqrt((Math.pow((p - r), 2.0) + (4.0 * Math.pow(q, 2.0)))));
}
def code(p, r, q): return (1.0 / 2.0) * ((math.fabs(p) + math.fabs(r)) + math.sqrt((math.pow((p - r), 2.0) + (4.0 * math.pow(q, 2.0)))))
function code(p, r, q) return Float64(Float64(1.0 / 2.0) * Float64(Float64(abs(p) + abs(r)) + sqrt(Float64((Float64(p - r) ^ 2.0) + Float64(4.0 * (q ^ 2.0)))))) end
function tmp = code(p, r, q) tmp = (1.0 / 2.0) * ((abs(p) + abs(r)) + sqrt((((p - r) ^ 2.0) + (4.0 * (q ^ 2.0))))); end
code[p_, r_, q_] := N[(N[(1.0 / 2.0), $MachinePrecision] * N[(N[(N[Abs[p], $MachinePrecision] + N[Abs[r], $MachinePrecision]), $MachinePrecision] + N[Sqrt[N[(N[Power[N[(p - r), $MachinePrecision], 2.0], $MachinePrecision] + N[(4.0 * N[Power[q, 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{1}{2} \cdot \left(\left(\left|p\right| + \left|r\right|\right) + \sqrt{{\left(p - r\right)}^{2} + 4 \cdot {q}^{2}}\right)
\end{array}
Herbie found 9 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (p r q) :precision binary64 (* (/ 1.0 2.0) (+ (+ (fabs p) (fabs r)) (sqrt (+ (pow (- p r) 2.0) (* 4.0 (pow q 2.0)))))))
double code(double p, double r, double q) {
return (1.0 / 2.0) * ((fabs(p) + fabs(r)) + sqrt((pow((p - r), 2.0) + (4.0 * pow(q, 2.0)))));
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
real(8) function code(p, r, q)
use fmin_fmax_functions
real(8), intent (in) :: p
real(8), intent (in) :: r
real(8), intent (in) :: q
code = (1.0d0 / 2.0d0) * ((abs(p) + abs(r)) + sqrt((((p - r) ** 2.0d0) + (4.0d0 * (q ** 2.0d0)))))
end function
public static double code(double p, double r, double q) {
return (1.0 / 2.0) * ((Math.abs(p) + Math.abs(r)) + Math.sqrt((Math.pow((p - r), 2.0) + (4.0 * Math.pow(q, 2.0)))));
}
def code(p, r, q): return (1.0 / 2.0) * ((math.fabs(p) + math.fabs(r)) + math.sqrt((math.pow((p - r), 2.0) + (4.0 * math.pow(q, 2.0)))))
function code(p, r, q) return Float64(Float64(1.0 / 2.0) * Float64(Float64(abs(p) + abs(r)) + sqrt(Float64((Float64(p - r) ^ 2.0) + Float64(4.0 * (q ^ 2.0)))))) end
function tmp = code(p, r, q) tmp = (1.0 / 2.0) * ((abs(p) + abs(r)) + sqrt((((p - r) ^ 2.0) + (4.0 * (q ^ 2.0))))); end
code[p_, r_, q_] := N[(N[(1.0 / 2.0), $MachinePrecision] * N[(N[(N[Abs[p], $MachinePrecision] + N[Abs[r], $MachinePrecision]), $MachinePrecision] + N[Sqrt[N[(N[Power[N[(p - r), $MachinePrecision], 2.0], $MachinePrecision] + N[(4.0 * N[Power[q, 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{1}{2} \cdot \left(\left(\left|p\right| + \left|r\right|\right) + \sqrt{{\left(p - r\right)}^{2} + 4 \cdot {q}^{2}}\right)
\end{array}
q_m = (fabs.f64 q) NOTE: p, r, and q_m should be sorted in increasing order before calling this function. (FPCore (p r q_m) :precision binary64 (let* ((t_0 (+ (fabs r) (fabs p)))) (if (<= q_m 1.45e+109) (* (+ t_0 (- r p)) 0.5) (fma t_0 0.5 q_m))))
q_m = fabs(q);
assert(p < r && r < q_m);
double code(double p, double r, double q_m) {
double t_0 = fabs(r) + fabs(p);
double tmp;
if (q_m <= 1.45e+109) {
tmp = (t_0 + (r - p)) * 0.5;
} else {
tmp = fma(t_0, 0.5, q_m);
}
return tmp;
}
q_m = abs(q) p, r, q_m = sort([p, r, q_m]) function code(p, r, q_m) t_0 = Float64(abs(r) + abs(p)) tmp = 0.0 if (q_m <= 1.45e+109) tmp = Float64(Float64(t_0 + Float64(r - p)) * 0.5); else tmp = fma(t_0, 0.5, q_m); end return tmp end
q_m = N[Abs[q], $MachinePrecision]
NOTE: p, r, and q_m should be sorted in increasing order before calling this function.
code[p_, r_, q$95$m_] := Block[{t$95$0 = N[(N[Abs[r], $MachinePrecision] + N[Abs[p], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[q$95$m, 1.45e+109], N[(N[(t$95$0 + N[(r - p), $MachinePrecision]), $MachinePrecision] * 0.5), $MachinePrecision], N[(t$95$0 * 0.5 + q$95$m), $MachinePrecision]]]
\begin{array}{l}
q_m = \left|q\right|
\\
[p, r, q_m] = \mathsf{sort}([p, r, q_m])\\
\\
\begin{array}{l}
t_0 := \left|r\right| + \left|p\right|\\
\mathbf{if}\;q\_m \leq 1.45 \cdot 10^{+109}:\\
\;\;\;\;\left(t\_0 + \left(r - p\right)\right) \cdot 0.5\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(t\_0, 0.5, q\_m\right)\\
\end{array}
\end{array}
if q < 1.45e109Initial program 58.3%
Taylor expanded in r around inf
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lower-+.f64N/A
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lower-neg.f6472.9
Applied rewrites72.9%
Taylor expanded in p around 0
mul-1-negN/A
lift-neg.f64N/A
+-commutativeN/A
lower-+.f6485.1
Applied rewrites85.1%
lift-*.f64N/A
lift-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
lift-+.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
+-commutativeN/A
lift-fabs.f64N/A
lift-fabs.f64N/A
lift-+.f64N/A
metadata-eval85.1
Applied rewrites85.1%
Taylor expanded in r around 0
lower--.f6485.1
Applied rewrites85.1%
if 1.45e109 < q Initial program 20.3%
Taylor expanded in r around inf
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lower-+.f64N/A
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lower-neg.f6425.4
Applied rewrites25.4%
Taylor expanded in q around inf
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites76.3%
Taylor expanded in q around 0
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lift-fabs.f64N/A
lift-fabs.f64N/A
lift-+.f64N/A
metadata-eval76.3
Applied rewrites76.3%
q_m = (fabs.f64 q)
NOTE: p, r, and q_m should be sorted in increasing order before calling this function.
(FPCore (p r q_m)
:precision binary64
(let* ((t_0 (+ (fabs r) (fabs p))))
(if (<= r -2.05e-182)
(* (+ t_0 (- p)) 0.5)
(if (<= r 3.4e+50) (fma t_0 0.5 q_m) (* (+ t_0 r) 0.5)))))q_m = fabs(q);
assert(p < r && r < q_m);
double code(double p, double r, double q_m) {
double t_0 = fabs(r) + fabs(p);
double tmp;
if (r <= -2.05e-182) {
tmp = (t_0 + -p) * 0.5;
} else if (r <= 3.4e+50) {
tmp = fma(t_0, 0.5, q_m);
} else {
tmp = (t_0 + r) * 0.5;
}
return tmp;
}
q_m = abs(q) p, r, q_m = sort([p, r, q_m]) function code(p, r, q_m) t_0 = Float64(abs(r) + abs(p)) tmp = 0.0 if (r <= -2.05e-182) tmp = Float64(Float64(t_0 + Float64(-p)) * 0.5); elseif (r <= 3.4e+50) tmp = fma(t_0, 0.5, q_m); else tmp = Float64(Float64(t_0 + r) * 0.5); end return tmp end
q_m = N[Abs[q], $MachinePrecision]
NOTE: p, r, and q_m should be sorted in increasing order before calling this function.
code[p_, r_, q$95$m_] := Block[{t$95$0 = N[(N[Abs[r], $MachinePrecision] + N[Abs[p], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[r, -2.05e-182], N[(N[(t$95$0 + (-p)), $MachinePrecision] * 0.5), $MachinePrecision], If[LessEqual[r, 3.4e+50], N[(t$95$0 * 0.5 + q$95$m), $MachinePrecision], N[(N[(t$95$0 + r), $MachinePrecision] * 0.5), $MachinePrecision]]]]
\begin{array}{l}
q_m = \left|q\right|
\\
[p, r, q_m] = \mathsf{sort}([p, r, q_m])\\
\\
\begin{array}{l}
t_0 := \left|r\right| + \left|p\right|\\
\mathbf{if}\;r \leq -2.05 \cdot 10^{-182}:\\
\;\;\;\;\left(t\_0 + \left(-p\right)\right) \cdot 0.5\\
\mathbf{elif}\;r \leq 3.4 \cdot 10^{+50}:\\
\;\;\;\;\mathsf{fma}\left(t\_0, 0.5, q\_m\right)\\
\mathbf{else}:\\
\;\;\;\;\left(t\_0 + r\right) \cdot 0.5\\
\end{array}
\end{array}
if r < -2.0500000000000001e-182Initial program 41.2%
Taylor expanded in r around inf
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lower-+.f64N/A
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lower-neg.f6462.8
Applied rewrites62.8%
Taylor expanded in p around 0
mul-1-negN/A
lift-neg.f64N/A
+-commutativeN/A
lower-+.f6474.6
Applied rewrites74.6%
lift-*.f64N/A
lift-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
lift-+.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
+-commutativeN/A
lift-fabs.f64N/A
lift-fabs.f64N/A
lift-+.f64N/A
metadata-eval74.6
Applied rewrites74.6%
Taylor expanded in p around -inf
mul-1-negN/A
lift-neg.f6473.3
Applied rewrites73.3%
if -2.0500000000000001e-182 < r < 3.3999999999999998e50Initial program 59.8%
Taylor expanded in r around inf
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lower-+.f64N/A
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lower-neg.f6436.9
Applied rewrites36.9%
Taylor expanded in q around inf
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites55.4%
Taylor expanded in q around 0
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lift-fabs.f64N/A
lift-fabs.f64N/A
lift-+.f64N/A
metadata-eval56.7
Applied rewrites56.7%
if 3.3999999999999998e50 < r Initial program 29.7%
Taylor expanded in r around inf
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lower-+.f64N/A
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lower-neg.f6482.0
Applied rewrites82.0%
Taylor expanded in p around 0
mul-1-negN/A
lift-neg.f64N/A
+-commutativeN/A
lower-+.f6482.0
Applied rewrites82.0%
lift-*.f64N/A
lift-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
lift-+.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
+-commutativeN/A
lift-fabs.f64N/A
lift-fabs.f64N/A
lift-+.f64N/A
metadata-eval82.0
Applied rewrites82.0%
Taylor expanded in p around 0
Applied rewrites72.9%
q_m = (fabs.f64 q) NOTE: p, r, and q_m should be sorted in increasing order before calling this function. (FPCore (p r q_m) :precision binary64 (let* ((t_0 (+ (fabs r) (fabs p)))) (if (<= r 3.4e+50) (fma t_0 0.5 q_m) (* (+ t_0 r) 0.5))))
q_m = fabs(q);
assert(p < r && r < q_m);
double code(double p, double r, double q_m) {
double t_0 = fabs(r) + fabs(p);
double tmp;
if (r <= 3.4e+50) {
tmp = fma(t_0, 0.5, q_m);
} else {
tmp = (t_0 + r) * 0.5;
}
return tmp;
}
q_m = abs(q) p, r, q_m = sort([p, r, q_m]) function code(p, r, q_m) t_0 = Float64(abs(r) + abs(p)) tmp = 0.0 if (r <= 3.4e+50) tmp = fma(t_0, 0.5, q_m); else tmp = Float64(Float64(t_0 + r) * 0.5); end return tmp end
q_m = N[Abs[q], $MachinePrecision]
NOTE: p, r, and q_m should be sorted in increasing order before calling this function.
code[p_, r_, q$95$m_] := Block[{t$95$0 = N[(N[Abs[r], $MachinePrecision] + N[Abs[p], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[r, 3.4e+50], N[(t$95$0 * 0.5 + q$95$m), $MachinePrecision], N[(N[(t$95$0 + r), $MachinePrecision] * 0.5), $MachinePrecision]]]
\begin{array}{l}
q_m = \left|q\right|
\\
[p, r, q_m] = \mathsf{sort}([p, r, q_m])\\
\\
\begin{array}{l}
t_0 := \left|r\right| + \left|p\right|\\
\mathbf{if}\;r \leq 3.4 \cdot 10^{+50}:\\
\;\;\;\;\mathsf{fma}\left(t\_0, 0.5, q\_m\right)\\
\mathbf{else}:\\
\;\;\;\;\left(t\_0 + r\right) \cdot 0.5\\
\end{array}
\end{array}
if r < 3.3999999999999998e50Initial program 55.2%
Taylor expanded in r around inf
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lower-+.f64N/A
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lower-neg.f6443.3
Applied rewrites43.3%
Taylor expanded in q around inf
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites50.8%
Taylor expanded in q around 0
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lift-fabs.f64N/A
lift-fabs.f64N/A
lift-+.f64N/A
metadata-eval52.5
Applied rewrites52.5%
if 3.3999999999999998e50 < r Initial program 29.7%
Taylor expanded in r around inf
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lower-+.f64N/A
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lower-neg.f6482.0
Applied rewrites82.0%
Taylor expanded in p around 0
mul-1-negN/A
lift-neg.f64N/A
+-commutativeN/A
lower-+.f6482.0
Applied rewrites82.0%
lift-*.f64N/A
lift-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
lift-+.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
+-commutativeN/A
lift-fabs.f64N/A
lift-fabs.f64N/A
lift-+.f64N/A
metadata-eval82.0
Applied rewrites82.0%
Taylor expanded in p around 0
Applied rewrites72.9%
q_m = (fabs.f64 q) NOTE: p, r, and q_m should be sorted in increasing order before calling this function. (FPCore (p r q_m) :precision binary64 (fma (+ (fabs r) (fabs p)) 0.5 q_m))
q_m = fabs(q);
assert(p < r && r < q_m);
double code(double p, double r, double q_m) {
return fma((fabs(r) + fabs(p)), 0.5, q_m);
}
q_m = abs(q) p, r, q_m = sort([p, r, q_m]) function code(p, r, q_m) return fma(Float64(abs(r) + abs(p)), 0.5, q_m) end
q_m = N[Abs[q], $MachinePrecision] NOTE: p, r, and q_m should be sorted in increasing order before calling this function. code[p_, r_, q$95$m_] := N[(N[(N[Abs[r], $MachinePrecision] + N[Abs[p], $MachinePrecision]), $MachinePrecision] * 0.5 + q$95$m), $MachinePrecision]
\begin{array}{l}
q_m = \left|q\right|
\\
[p, r, q_m] = \mathsf{sort}([p, r, q_m])\\
\\
\mathsf{fma}\left(\left|r\right| + \left|p\right|, 0.5, q\_m\right)
\end{array}
Initial program 45.9%
Taylor expanded in r around inf
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lower-+.f64N/A
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lower-neg.f6457.4
Applied rewrites57.4%
Taylor expanded in q around inf
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites43.2%
Taylor expanded in q around 0
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lift-fabs.f64N/A
lift-fabs.f64N/A
lift-+.f64N/A
metadata-eval45.6
Applied rewrites45.6%
q_m = (fabs.f64 q) NOTE: p, r, and q_m should be sorted in increasing order before calling this function. (FPCore (p r q_m) :precision binary64 (if (<= q_m 5.2e-110) (* (+ (fabs r) (fabs p)) 0.5) (* (fma q_m 2.0 r) 0.5)))
q_m = fabs(q);
assert(p < r && r < q_m);
double code(double p, double r, double q_m) {
double tmp;
if (q_m <= 5.2e-110) {
tmp = (fabs(r) + fabs(p)) * 0.5;
} else {
tmp = fma(q_m, 2.0, r) * 0.5;
}
return tmp;
}
q_m = abs(q) p, r, q_m = sort([p, r, q_m]) function code(p, r, q_m) tmp = 0.0 if (q_m <= 5.2e-110) tmp = Float64(Float64(abs(r) + abs(p)) * 0.5); else tmp = Float64(fma(q_m, 2.0, r) * 0.5); end return tmp end
q_m = N[Abs[q], $MachinePrecision] NOTE: p, r, and q_m should be sorted in increasing order before calling this function. code[p_, r_, q$95$m_] := If[LessEqual[q$95$m, 5.2e-110], N[(N[(N[Abs[r], $MachinePrecision] + N[Abs[p], $MachinePrecision]), $MachinePrecision] * 0.5), $MachinePrecision], N[(N[(q$95$m * 2.0 + r), $MachinePrecision] * 0.5), $MachinePrecision]]
\begin{array}{l}
q_m = \left|q\right|
\\
[p, r, q_m] = \mathsf{sort}([p, r, q_m])\\
\\
\begin{array}{l}
\mathbf{if}\;q\_m \leq 5.2 \cdot 10^{-110}:\\
\;\;\;\;\left(\left|r\right| + \left|p\right|\right) \cdot 0.5\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(q\_m, 2, r\right) \cdot 0.5\\
\end{array}
\end{array}
if q < 5.19999999999999979e-110Initial program 56.8%
Taylor expanded in r around inf
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lower-+.f64N/A
associate-*r/N/A
mul-1-negN/A
lower-/.f64N/A
lower-neg.f6483.7
Applied rewrites83.7%
Taylor expanded in q around inf
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites15.0%
Taylor expanded in q around 0
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lift-fabs.f64N/A
lift-fabs.f64N/A
lift-+.f64N/A
metadata-eval18.4
Applied rewrites18.4%
if 5.19999999999999979e-110 < q Initial program 40.8%
Taylor expanded in r around 0
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites26.8%
Taylor expanded in p around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f6452.9
Applied rewrites52.9%
q_m = (fabs.f64 q) NOTE: p, r, and q_m should be sorted in increasing order before calling this function. (FPCore (p r q_m) :precision binary64 (* (fma q_m 2.0 r) 0.5))
q_m = fabs(q);
assert(p < r && r < q_m);
double code(double p, double r, double q_m) {
return fma(q_m, 2.0, r) * 0.5;
}
q_m = abs(q) p, r, q_m = sort([p, r, q_m]) function code(p, r, q_m) return Float64(fma(q_m, 2.0, r) * 0.5) end
q_m = N[Abs[q], $MachinePrecision] NOTE: p, r, and q_m should be sorted in increasing order before calling this function. code[p_, r_, q$95$m_] := N[(N[(q$95$m * 2.0 + r), $MachinePrecision] * 0.5), $MachinePrecision]
\begin{array}{l}
q_m = \left|q\right|
\\
[p, r, q_m] = \mathsf{sort}([p, r, q_m])\\
\\
\mathsf{fma}\left(q\_m, 2, r\right) \cdot 0.5
\end{array}
Initial program 45.9%
Taylor expanded in r around 0
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites22.6%
Taylor expanded in p around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f6440.6
Applied rewrites40.6%
q_m = (fabs.f64 q) NOTE: p, r, and q_m should be sorted in increasing order before calling this function. (FPCore (p r q_m) :precision binary64 (if (<= (* 4.0 (pow q_m 2.0)) 5e-188) (* 0.5 r) q_m))
q_m = fabs(q);
assert(p < r && r < q_m);
double code(double p, double r, double q_m) {
double tmp;
if ((4.0 * pow(q_m, 2.0)) <= 5e-188) {
tmp = 0.5 * r;
} else {
tmp = q_m;
}
return tmp;
}
q_m = private
NOTE: p, r, and q_m should be sorted in increasing order before calling this function.
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(p, r, q_m)
use fmin_fmax_functions
real(8), intent (in) :: p
real(8), intent (in) :: r
real(8), intent (in) :: q_m
real(8) :: tmp
if ((4.0d0 * (q_m ** 2.0d0)) <= 5d-188) then
tmp = 0.5d0 * r
else
tmp = q_m
end if
code = tmp
end function
q_m = Math.abs(q);
assert p < r && r < q_m;
public static double code(double p, double r, double q_m) {
double tmp;
if ((4.0 * Math.pow(q_m, 2.0)) <= 5e-188) {
tmp = 0.5 * r;
} else {
tmp = q_m;
}
return tmp;
}
q_m = math.fabs(q) [p, r, q_m] = sort([p, r, q_m]) def code(p, r, q_m): tmp = 0 if (4.0 * math.pow(q_m, 2.0)) <= 5e-188: tmp = 0.5 * r else: tmp = q_m return tmp
q_m = abs(q) p, r, q_m = sort([p, r, q_m]) function code(p, r, q_m) tmp = 0.0 if (Float64(4.0 * (q_m ^ 2.0)) <= 5e-188) tmp = Float64(0.5 * r); else tmp = q_m; end return tmp end
q_m = abs(q);
p, r, q_m = num2cell(sort([p, r, q_m])){:}
function tmp_2 = code(p, r, q_m)
tmp = 0.0;
if ((4.0 * (q_m ^ 2.0)) <= 5e-188)
tmp = 0.5 * r;
else
tmp = q_m;
end
tmp_2 = tmp;
end
q_m = N[Abs[q], $MachinePrecision] NOTE: p, r, and q_m should be sorted in increasing order before calling this function. code[p_, r_, q$95$m_] := If[LessEqual[N[(4.0 * N[Power[q$95$m, 2.0], $MachinePrecision]), $MachinePrecision], 5e-188], N[(0.5 * r), $MachinePrecision], q$95$m]
\begin{array}{l}
q_m = \left|q\right|
\\
[p, r, q_m] = \mathsf{sort}([p, r, q_m])\\
\\
\begin{array}{l}
\mathbf{if}\;4 \cdot {q\_m}^{2} \leq 5 \cdot 10^{-188}:\\
\;\;\;\;0.5 \cdot r\\
\mathbf{else}:\\
\;\;\;\;q\_m\\
\end{array}
\end{array}
if (*.f64 #s(literal 4 binary64) (pow.f64 q #s(literal 2 binary64))) < 5.0000000000000001e-188Initial program 57.0%
Taylor expanded in r around inf
metadata-evalN/A
lower-*.f64N/A
metadata-eval10.8
Applied rewrites10.8%
if 5.0000000000000001e-188 < (*.f64 #s(literal 4 binary64) (pow.f64 q #s(literal 2 binary64))) Initial program 40.1%
Taylor expanded in q around inf
Applied rewrites50.6%
q_m = (fabs.f64 q) NOTE: p, r, and q_m should be sorted in increasing order before calling this function. (FPCore (p r q_m) :precision binary64 (if (<= (* 4.0 (pow q_m 2.0)) 5e-200) (* -0.5 p) q_m))
q_m = fabs(q);
assert(p < r && r < q_m);
double code(double p, double r, double q_m) {
double tmp;
if ((4.0 * pow(q_m, 2.0)) <= 5e-200) {
tmp = -0.5 * p;
} else {
tmp = q_m;
}
return tmp;
}
q_m = private
NOTE: p, r, and q_m should be sorted in increasing order before calling this function.
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(p, r, q_m)
use fmin_fmax_functions
real(8), intent (in) :: p
real(8), intent (in) :: r
real(8), intent (in) :: q_m
real(8) :: tmp
if ((4.0d0 * (q_m ** 2.0d0)) <= 5d-200) then
tmp = (-0.5d0) * p
else
tmp = q_m
end if
code = tmp
end function
q_m = Math.abs(q);
assert p < r && r < q_m;
public static double code(double p, double r, double q_m) {
double tmp;
if ((4.0 * Math.pow(q_m, 2.0)) <= 5e-200) {
tmp = -0.5 * p;
} else {
tmp = q_m;
}
return tmp;
}
q_m = math.fabs(q) [p, r, q_m] = sort([p, r, q_m]) def code(p, r, q_m): tmp = 0 if (4.0 * math.pow(q_m, 2.0)) <= 5e-200: tmp = -0.5 * p else: tmp = q_m return tmp
q_m = abs(q) p, r, q_m = sort([p, r, q_m]) function code(p, r, q_m) tmp = 0.0 if (Float64(4.0 * (q_m ^ 2.0)) <= 5e-200) tmp = Float64(-0.5 * p); else tmp = q_m; end return tmp end
q_m = abs(q);
p, r, q_m = num2cell(sort([p, r, q_m])){:}
function tmp_2 = code(p, r, q_m)
tmp = 0.0;
if ((4.0 * (q_m ^ 2.0)) <= 5e-200)
tmp = -0.5 * p;
else
tmp = q_m;
end
tmp_2 = tmp;
end
q_m = N[Abs[q], $MachinePrecision] NOTE: p, r, and q_m should be sorted in increasing order before calling this function. code[p_, r_, q$95$m_] := If[LessEqual[N[(4.0 * N[Power[q$95$m, 2.0], $MachinePrecision]), $MachinePrecision], 5e-200], N[(-0.5 * p), $MachinePrecision], q$95$m]
\begin{array}{l}
q_m = \left|q\right|
\\
[p, r, q_m] = \mathsf{sort}([p, r, q_m])\\
\\
\begin{array}{l}
\mathbf{if}\;4 \cdot {q\_m}^{2} \leq 5 \cdot 10^{-200}:\\
\;\;\;\;-0.5 \cdot p\\
\mathbf{else}:\\
\;\;\;\;q\_m\\
\end{array}
\end{array}
if (*.f64 #s(literal 4 binary64) (pow.f64 q #s(literal 2 binary64))) < 4.99999999999999991e-200Initial program 56.9%
Taylor expanded in p around -inf
lower-*.f6410.8
Applied rewrites10.8%
if 4.99999999999999991e-200 < (*.f64 #s(literal 4 binary64) (pow.f64 q #s(literal 2 binary64))) Initial program 40.4%
Taylor expanded in q around inf
Applied rewrites50.0%
q_m = (fabs.f64 q) NOTE: p, r, and q_m should be sorted in increasing order before calling this function. (FPCore (p r q_m) :precision binary64 q_m)
q_m = fabs(q);
assert(p < r && r < q_m);
double code(double p, double r, double q_m) {
return q_m;
}
q_m = private
NOTE: p, r, and q_m should be sorted in increasing order before calling this function.
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(p, r, q_m)
use fmin_fmax_functions
real(8), intent (in) :: p
real(8), intent (in) :: r
real(8), intent (in) :: q_m
code = q_m
end function
q_m = Math.abs(q);
assert p < r && r < q_m;
public static double code(double p, double r, double q_m) {
return q_m;
}
q_m = math.fabs(q) [p, r, q_m] = sort([p, r, q_m]) def code(p, r, q_m): return q_m
q_m = abs(q) p, r, q_m = sort([p, r, q_m]) function code(p, r, q_m) return q_m end
q_m = abs(q);
p, r, q_m = num2cell(sort([p, r, q_m])){:}
function tmp = code(p, r, q_m)
tmp = q_m;
end
q_m = N[Abs[q], $MachinePrecision] NOTE: p, r, and q_m should be sorted in increasing order before calling this function. code[p_, r_, q$95$m_] := q$95$m
\begin{array}{l}
q_m = \left|q\right|
\\
[p, r, q_m] = \mathsf{sort}([p, r, q_m])\\
\\
q\_m
\end{array}
Initial program 45.9%
Taylor expanded in q around inf
Applied rewrites35.7%
herbie shell --seed 2025111
(FPCore (p r q)
:name "1/2(abs(p)+abs(r) + sqrt((p-r)^2 + 4q^2))"
:precision binary64
(* (/ 1.0 2.0) (+ (+ (fabs p) (fabs r)) (sqrt (+ (pow (- p r) 2.0) (* 4.0 (pow q 2.0)))))))