
(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 7 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 (<= (* 4.0 (pow q_m 2.0)) 5e+235)
(* (+ t_0 (+ (- p) r)) 0.5)
(* (+ (* q_m 2.0) t_0) 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 ((4.0 * pow(q_m, 2.0)) <= 5e+235) {
tmp = (t_0 + (-p + r)) * 0.5;
} else {
tmp = ((q_m * 2.0) + t_0) * 0.5;
}
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) :: t_0
real(8) :: tmp
t_0 = abs(r) + abs(p)
if ((4.0d0 * (q_m ** 2.0d0)) <= 5d+235) then
tmp = (t_0 + (-p + r)) * 0.5d0
else
tmp = ((q_m * 2.0d0) + t_0) * 0.5d0
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 t_0 = Math.abs(r) + Math.abs(p);
double tmp;
if ((4.0 * Math.pow(q_m, 2.0)) <= 5e+235) {
tmp = (t_0 + (-p + r)) * 0.5;
} else {
tmp = ((q_m * 2.0) + t_0) * 0.5;
}
return tmp;
}
q_m = math.fabs(q) [p, r, q_m] = sort([p, r, q_m]) def code(p, r, q_m): t_0 = math.fabs(r) + math.fabs(p) tmp = 0 if (4.0 * math.pow(q_m, 2.0)) <= 5e+235: tmp = (t_0 + (-p + r)) * 0.5 else: tmp = ((q_m * 2.0) + t_0) * 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 (Float64(4.0 * (q_m ^ 2.0)) <= 5e+235) tmp = Float64(Float64(t_0 + Float64(Float64(-p) + r)) * 0.5); else tmp = Float64(Float64(Float64(q_m * 2.0) + t_0) * 0.5); 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)
t_0 = abs(r) + abs(p);
tmp = 0.0;
if ((4.0 * (q_m ^ 2.0)) <= 5e+235)
tmp = (t_0 + (-p + r)) * 0.5;
else
tmp = ((q_m * 2.0) + t_0) * 0.5;
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_] := Block[{t$95$0 = N[(N[Abs[r], $MachinePrecision] + N[Abs[p], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(4.0 * N[Power[q$95$m, 2.0], $MachinePrecision]), $MachinePrecision], 5e+235], N[(N[(t$95$0 + N[((-p) + r), $MachinePrecision]), $MachinePrecision] * 0.5), $MachinePrecision], N[(N[(N[(q$95$m * 2.0), $MachinePrecision] + t$95$0), $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}\;4 \cdot {q\_m}^{2} \leq 5 \cdot 10^{+235}:\\
\;\;\;\;\left(t\_0 + \left(\left(-p\right) + r\right)\right) \cdot 0.5\\
\mathbf{else}:\\
\;\;\;\;\left(q\_m \cdot 2 + t\_0\right) \cdot 0.5\\
\end{array}
\end{array}
if (*.f64 #s(literal 4 binary64) (pow.f64 q #s(literal 2 binary64))) < 5.00000000000000027e235Initial program 56.9%
Taylor expanded in r around inf
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f6474.6
Applied rewrites74.6%
Taylor expanded in p around 0
mul-1-negN/A
lift-neg.f64N/A
+-commutativeN/A
lift-neg.f64N/A
mul-1-negN/A
lower-fma.f6485.4
Applied rewrites85.4%
lift-*.f64N/A
lift-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
lift-+.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
+-commutativeN/A
lower-+.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
metadata-eval85.4
Applied rewrites85.4%
lift-fma.f64N/A
mul-1-negN/A
lift-neg.f64N/A
lower-+.f6485.4
Applied rewrites85.4%
if 5.00000000000000027e235 < (*.f64 #s(literal 4 binary64) (pow.f64 q #s(literal 2 binary64))) Initial program 16.9%
Taylor expanded in q around inf
*-commutativeN/A
lower-*.f6476.0
Applied rewrites76.0%
lift-*.f64N/A
lift-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites76.0%
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 (if (<= (* 4.0 (pow q_m 2.0)) 5e+99) (* (+ r (+ (fabs r) (fabs p))) 0.5) (fma r 0.5 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+99) {
tmp = (r + (fabs(r) + fabs(p))) * 0.5;
} else {
tmp = fma(r, 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) tmp = 0.0 if (Float64(4.0 * (q_m ^ 2.0)) <= 5e+99) tmp = Float64(Float64(r + Float64(abs(r) + abs(p))) * 0.5); else tmp = fma(r, 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_] := If[LessEqual[N[(4.0 * N[Power[q$95$m, 2.0], $MachinePrecision]), $MachinePrecision], 5e+99], N[(N[(r + N[(N[Abs[r], $MachinePrecision] + N[Abs[p], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * 0.5), $MachinePrecision], N[(r * 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}
\mathbf{if}\;4 \cdot {q\_m}^{2} \leq 5 \cdot 10^{+99}:\\
\;\;\;\;\left(r + \left(\left|r\right| + \left|p\right|\right)\right) \cdot 0.5\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(r, 0.5, q\_m\right)\\
\end{array}
\end{array}
if (*.f64 #s(literal 4 binary64) (pow.f64 q #s(literal 2 binary64))) < 5.00000000000000008e99Initial program 56.6%
Taylor expanded in r around inf
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f6478.5
Applied rewrites78.5%
Taylor expanded in p around 0
Applied rewrites52.9%
lift-*.f64N/A
lift-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites52.9%
if 5.00000000000000008e99 < (*.f64 #s(literal 4 binary64) (pow.f64 q #s(literal 2 binary64))) Initial program 27.3%
Taylor expanded in q around inf
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites66.1%
Taylor expanded in q around 0
metadata-evalN/A
+-commutativeN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lift-+.f64N/A
metadata-eval66.1
Applied rewrites66.1%
Taylor expanded in p around 0
Applied rewrites67.2%
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 1.8e-255)
(* (+ (- p) t_0) 0.5)
(if (<= r 1.16e+70) (* (+ (* q_m 2.0) t_0) 0.5) r))))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 <= 1.8e-255) {
tmp = (-p + t_0) * 0.5;
} else if (r <= 1.16e+70) {
tmp = ((q_m * 2.0) + t_0) * 0.5;
} else {
tmp = r;
}
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) :: t_0
real(8) :: tmp
t_0 = abs(r) + abs(p)
if (r <= 1.8d-255) then
tmp = (-p + t_0) * 0.5d0
else if (r <= 1.16d+70) then
tmp = ((q_m * 2.0d0) + t_0) * 0.5d0
else
tmp = r
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 t_0 = Math.abs(r) + Math.abs(p);
double tmp;
if (r <= 1.8e-255) {
tmp = (-p + t_0) * 0.5;
} else if (r <= 1.16e+70) {
tmp = ((q_m * 2.0) + t_0) * 0.5;
} else {
tmp = r;
}
return tmp;
}
q_m = math.fabs(q) [p, r, q_m] = sort([p, r, q_m]) def code(p, r, q_m): t_0 = math.fabs(r) + math.fabs(p) tmp = 0 if r <= 1.8e-255: tmp = (-p + t_0) * 0.5 elif r <= 1.16e+70: tmp = ((q_m * 2.0) + t_0) * 0.5 else: tmp = r 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 <= 1.8e-255) tmp = Float64(Float64(Float64(-p) + t_0) * 0.5); elseif (r <= 1.16e+70) tmp = Float64(Float64(Float64(q_m * 2.0) + t_0) * 0.5); else tmp = r; 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)
t_0 = abs(r) + abs(p);
tmp = 0.0;
if (r <= 1.8e-255)
tmp = (-p + t_0) * 0.5;
elseif (r <= 1.16e+70)
tmp = ((q_m * 2.0) + t_0) * 0.5;
else
tmp = r;
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_] := Block[{t$95$0 = N[(N[Abs[r], $MachinePrecision] + N[Abs[p], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[r, 1.8e-255], N[(N[((-p) + t$95$0), $MachinePrecision] * 0.5), $MachinePrecision], If[LessEqual[r, 1.16e+70], N[(N[(N[(q$95$m * 2.0), $MachinePrecision] + t$95$0), $MachinePrecision] * 0.5), $MachinePrecision], r]]]
\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 1.8 \cdot 10^{-255}:\\
\;\;\;\;\left(\left(-p\right) + t\_0\right) \cdot 0.5\\
\mathbf{elif}\;r \leq 1.16 \cdot 10^{+70}:\\
\;\;\;\;\left(q\_m \cdot 2 + t\_0\right) \cdot 0.5\\
\mathbf{else}:\\
\;\;\;\;r\\
\end{array}
\end{array}
if r < 1.8000000000000001e-255Initial program 46.0%
Taylor expanded in p around -inf
mul-1-negN/A
lower-neg.f6464.2
Applied rewrites64.2%
lift-*.f64N/A
lift-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites64.2%
if 1.8000000000000001e-255 < r < 1.1599999999999999e70Initial program 61.0%
Taylor expanded in q around inf
*-commutativeN/A
lower-*.f6456.1
Applied rewrites56.1%
lift-*.f64N/A
lift-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites56.1%
if 1.1599999999999999e70 < r Initial program 26.8%
Taylor expanded in p around 0
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites25.0%
Taylor expanded in r around inf
Applied rewrites74.5%
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 (<= r 1.88e-255) (* (+ (- p) (+ (fabs r) (fabs p))) 0.5) (if (<= r 1.16e+70) (fma r 0.5 q_m) r)))
q_m = fabs(q);
assert(p < r && r < q_m);
double code(double p, double r, double q_m) {
double tmp;
if (r <= 1.88e-255) {
tmp = (-p + (fabs(r) + fabs(p))) * 0.5;
} else if (r <= 1.16e+70) {
tmp = fma(r, 0.5, q_m);
} else {
tmp = r;
}
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 (r <= 1.88e-255) tmp = Float64(Float64(Float64(-p) + Float64(abs(r) + abs(p))) * 0.5); elseif (r <= 1.16e+70) tmp = fma(r, 0.5, q_m); else tmp = r; 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[r, 1.88e-255], N[(N[((-p) + N[(N[Abs[r], $MachinePrecision] + N[Abs[p], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * 0.5), $MachinePrecision], If[LessEqual[r, 1.16e+70], N[(r * 0.5 + q$95$m), $MachinePrecision], r]]
\begin{array}{l}
q_m = \left|q\right|
\\
[p, r, q_m] = \mathsf{sort}([p, r, q_m])\\
\\
\begin{array}{l}
\mathbf{if}\;r \leq 1.88 \cdot 10^{-255}:\\
\;\;\;\;\left(\left(-p\right) + \left(\left|r\right| + \left|p\right|\right)\right) \cdot 0.5\\
\mathbf{elif}\;r \leq 1.16 \cdot 10^{+70}:\\
\;\;\;\;\mathsf{fma}\left(r, 0.5, q\_m\right)\\
\mathbf{else}:\\
\;\;\;\;r\\
\end{array}
\end{array}
if r < 1.87999999999999993e-255Initial program 46.0%
Taylor expanded in p around -inf
mul-1-negN/A
lower-neg.f6464.2
Applied rewrites64.2%
lift-*.f64N/A
lift-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites64.2%
if 1.87999999999999993e-255 < r < 1.1599999999999999e70Initial program 61.0%
Taylor expanded in q around inf
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites50.1%
Taylor expanded in q around 0
metadata-evalN/A
+-commutativeN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lift-+.f64N/A
metadata-eval50.3
Applied rewrites50.3%
Taylor expanded in p around 0
Applied rewrites51.7%
if 1.1599999999999999e70 < r Initial program 26.8%
Taylor expanded in p around 0
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites25.0%
Taylor expanded in r around inf
Applied rewrites74.5%
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 1.35e+41) r (fma r 0.5 q_m)))
q_m = fabs(q);
assert(p < r && r < q_m);
double code(double p, double r, double q_m) {
double tmp;
if (q_m <= 1.35e+41) {
tmp = r;
} else {
tmp = fma(r, 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) tmp = 0.0 if (q_m <= 1.35e+41) tmp = r; else tmp = fma(r, 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_] := If[LessEqual[q$95$m, 1.35e+41], r, N[(r * 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}
\mathbf{if}\;q\_m \leq 1.35 \cdot 10^{+41}:\\
\;\;\;\;r\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(r, 0.5, q\_m\right)\\
\end{array}
\end{array}
if q < 1.35e41Initial program 56.7%
Taylor expanded in p around 0
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites33.2%
Taylor expanded in r around inf
Applied rewrites46.4%
if 1.35e41 < q Initial program 28.0%
Taylor expanded in q around inf
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites65.3%
Taylor expanded in q around 0
metadata-evalN/A
+-commutativeN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lift-+.f64N/A
metadata-eval65.3
Applied rewrites65.3%
Taylor expanded in p around 0
Applied rewrites66.5%
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 1.35e+41) 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 (q_m <= 1.35e+41) {
tmp = 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 (q_m <= 1.35d+41) then
tmp = 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 (q_m <= 1.35e+41) {
tmp = 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 q_m <= 1.35e+41: tmp = 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 (q_m <= 1.35e+41) tmp = 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 (q_m <= 1.35e+41)
tmp = 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[q$95$m, 1.35e+41], r, 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}\;q\_m \leq 1.35 \cdot 10^{+41}:\\
\;\;\;\;r\\
\mathbf{else}:\\
\;\;\;\;q\_m\\
\end{array}
\end{array}
if q < 1.35e41Initial program 56.7%
Taylor expanded in p around 0
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites33.2%
Taylor expanded in r around inf
Applied rewrites46.4%
if 1.35e41 < q Initial program 28.0%
Taylor expanded in q around inf
Applied rewrites63.7%
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 44.3%
Taylor expanded in q around inf
Applied rewrites35.1%
herbie shell --seed 2025087
(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)))))))