
(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 8 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 1.6e+108) (* (+ t_0 (- r p)) 0.5) (* (+ (+ q_m q_m) 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 (q_m <= 1.6e+108) {
tmp = (t_0 + (r - p)) * 0.5;
} else {
tmp = ((q_m + q_m) + 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 (q_m <= 1.6d+108) then
tmp = (t_0 + (r - p)) * 0.5d0
else
tmp = ((q_m + q_m) + 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 (q_m <= 1.6e+108) {
tmp = (t_0 + (r - p)) * 0.5;
} else {
tmp = ((q_m + q_m) + 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 q_m <= 1.6e+108: tmp = (t_0 + (r - p)) * 0.5 else: tmp = ((q_m + q_m) + 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 (q_m <= 1.6e+108) tmp = Float64(Float64(t_0 + Float64(r - p)) * 0.5); else tmp = Float64(Float64(Float64(q_m + q_m) + 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 (q_m <= 1.6e+108)
tmp = (t_0 + (r - p)) * 0.5;
else
tmp = ((q_m + q_m) + 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[q$95$m, 1.6e+108], N[(N[(t$95$0 + N[(r - p), $MachinePrecision]), $MachinePrecision] * 0.5), $MachinePrecision], N[(N[(N[(q$95$m + q$95$m), $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}\;q\_m \leq 1.6 \cdot 10^{+108}:\\
\;\;\;\;\left(t\_0 + \left(r - p\right)\right) \cdot 0.5\\
\mathbf{else}:\\
\;\;\;\;\left(\left(q\_m + q\_m\right) + t\_0\right) \cdot 0.5\\
\end{array}
\end{array}
if q < 1.6e108Initial program 57.0%
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.f6474.2
Applied rewrites74.2%
Taylor expanded in p around 0
fp-cancel-sign-sub-invN/A
metadata-evalN/A
metadata-evalN/A
unpow1N/A
metadata-evalN/A
sqrt-pow1N/A
unpow2N/A
rem-sqrt-square-revN/A
fabs-mulN/A
mul-1-negN/A
neg-fabsN/A
rem-sqrt-square-revN/A
unpow2N/A
sqrt-pow1N/A
metadata-evalN/A
unpow1N/A
lower--.f6485.5
Applied rewrites85.5%
lift-*.f64N/A
lift-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
lift-+.f64N/A
+-commutativeN/A
lower-+.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
metadata-eval85.5
Applied rewrites85.5%
if 1.6e108 < q Initial program 19.1%
Taylor expanded in q around inf
count-2-revN/A
lower-+.f6476.2
Applied rewrites76.2%
lift-*.f64N/A
lift-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites76.2%
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 (if (<= (* 4.0 (pow q_m 2.0)) 1e+233) (* (+ (+ (fabs r) (fabs p)) (- r p)) 0.5) (* (fma (/ r q_m) 0.5 1.0) 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)) <= 1e+233) {
tmp = ((fabs(r) + fabs(p)) + (r - p)) * 0.5;
} else {
tmp = fma((r / q_m), 0.5, 1.0) * 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)) <= 1e+233) tmp = Float64(Float64(Float64(abs(r) + abs(p)) + Float64(r - p)) * 0.5); else tmp = Float64(fma(Float64(r / q_m), 0.5, 1.0) * 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], 1e+233], N[(N[(N[(N[Abs[r], $MachinePrecision] + N[Abs[p], $MachinePrecision]), $MachinePrecision] + N[(r - p), $MachinePrecision]), $MachinePrecision] * 0.5), $MachinePrecision], N[(N[(N[(r / q$95$m), $MachinePrecision] * 0.5 + 1.0), $MachinePrecision] * 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 10^{+233}:\\
\;\;\;\;\left(\left(\left|r\right| + \left|p\right|\right) + \left(r - p\right)\right) \cdot 0.5\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\frac{r}{q\_m}, 0.5, 1\right) \cdot q\_m\\
\end{array}
\end{array}
if (*.f64 #s(literal 4 binary64) (pow.f64 q #s(literal 2 binary64))) < 9.99999999999999974e232Initial program 57.1%
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.f6473.7
Applied rewrites73.7%
Taylor expanded in p around 0
fp-cancel-sign-sub-invN/A
metadata-evalN/A
metadata-evalN/A
unpow1N/A
metadata-evalN/A
sqrt-pow1N/A
unpow2N/A
rem-sqrt-square-revN/A
fabs-mulN/A
mul-1-negN/A
neg-fabsN/A
rem-sqrt-square-revN/A
unpow2N/A
sqrt-pow1N/A
metadata-evalN/A
unpow1N/A
lower--.f6484.9
Applied rewrites84.9%
lift-*.f64N/A
lift-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
lift-+.f64N/A
+-commutativeN/A
lower-+.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
metadata-eval84.9
Applied rewrites84.9%
if 9.99999999999999974e232 < (*.f64 #s(literal 4 binary64) (pow.f64 q #s(literal 2 binary64))) Initial program 17.5%
Taylor expanded in q around inf
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites74.4%
Taylor expanded in p around 0
Applied rewrites75.4%
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 (<= p -1.75e+74) (* (+ (+ (fabs r) (fabs p)) (- p)) 0.5) (if (<= p 3.1e-269) (fma (+ r p) 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 (p <= -1.75e+74) {
tmp = ((fabs(r) + fabs(p)) + -p) * 0.5;
} else if (p <= 3.1e-269) {
tmp = fma((r + p), 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 (p <= -1.75e+74) tmp = Float64(Float64(Float64(abs(r) + abs(p)) + Float64(-p)) * 0.5); elseif (p <= 3.1e-269) tmp = fma(Float64(r + p), 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[p, -1.75e+74], N[(N[(N[(N[Abs[r], $MachinePrecision] + N[Abs[p], $MachinePrecision]), $MachinePrecision] + (-p)), $MachinePrecision] * 0.5), $MachinePrecision], If[LessEqual[p, 3.1e-269], N[(N[(r + p), $MachinePrecision] * 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}\;p \leq -1.75 \cdot 10^{+74}:\\
\;\;\;\;\left(\left(\left|r\right| + \left|p\right|\right) + \left(-p\right)\right) \cdot 0.5\\
\mathbf{elif}\;p \leq 3.1 \cdot 10^{-269}:\\
\;\;\;\;\mathsf{fma}\left(r + p, 0.5, q\_m\right)\\
\mathbf{else}:\\
\;\;\;\;r\\
\end{array}
\end{array}
if p < -1.75000000000000007e74Initial program 26.7%
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.f6457.5
Applied rewrites57.5%
Taylor expanded in p around 0
fp-cancel-sign-sub-invN/A
metadata-evalN/A
metadata-evalN/A
unpow1N/A
metadata-evalN/A
sqrt-pow1N/A
unpow2N/A
rem-sqrt-square-revN/A
fabs-mulN/A
mul-1-negN/A
neg-fabsN/A
rem-sqrt-square-revN/A
unpow2N/A
sqrt-pow1N/A
metadata-evalN/A
unpow1N/A
lower--.f6483.8
Applied rewrites83.8%
lift-*.f64N/A
lift-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
lift-+.f64N/A
+-commutativeN/A
lower-+.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
metadata-eval83.8
Applied rewrites83.8%
Taylor expanded in p around -inf
mul-1-negN/A
lower-neg.f6475.5
Applied rewrites75.5%
if -1.75000000000000007e74 < p < 3.09999999999999967e-269Initial program 59.3%
Taylor expanded in q around inf
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites52.0%
Taylor expanded in q around 0
metadata-evalN/A
+-commutativeN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lift-+.f64N/A
metadata-eval53.3
Applied rewrites53.3%
if 3.09999999999999967e-269 < p Initial program 45.4%
Taylor expanded in p around inf
Applied rewrites14.7%
lift-*.f64N/A
lift-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites14.7%
Taylor expanded in p around -inf
Applied rewrites70.1%
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+69) (* (+ (+ (fabs r) (fabs p)) r) 0.5) (* (fma (/ r q_m) 0.5 1.0) 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+69) {
tmp = ((fabs(r) + fabs(p)) + r) * 0.5;
} else {
tmp = fma((r / q_m), 0.5, 1.0) * 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+69) tmp = Float64(Float64(Float64(abs(r) + abs(p)) + r) * 0.5); else tmp = Float64(fma(Float64(r / q_m), 0.5, 1.0) * 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+69], N[(N[(N[(N[Abs[r], $MachinePrecision] + N[Abs[p], $MachinePrecision]), $MachinePrecision] + r), $MachinePrecision] * 0.5), $MachinePrecision], N[(N[(N[(r / q$95$m), $MachinePrecision] * 0.5 + 1.0), $MachinePrecision] * 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^{+69}:\\
\;\;\;\;\left(\left(\left|r\right| + \left|p\right|\right) + r\right) \cdot 0.5\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\frac{r}{q\_m}, 0.5, 1\right) \cdot q\_m\\
\end{array}
\end{array}
if q < 1.3499999999999999e69Initial program 57.0%
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.f6476.7
Applied rewrites76.7%
Taylor expanded in p around 0
fp-cancel-sign-sub-invN/A
metadata-evalN/A
metadata-evalN/A
unpow1N/A
metadata-evalN/A
sqrt-pow1N/A
unpow2N/A
rem-sqrt-square-revN/A
fabs-mulN/A
mul-1-negN/A
neg-fabsN/A
rem-sqrt-square-revN/A
unpow2N/A
sqrt-pow1N/A
metadata-evalN/A
unpow1N/A
lower--.f6487.8
Applied rewrites87.8%
lift-*.f64N/A
lift-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
lift-+.f64N/A
+-commutativeN/A
lower-+.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
metadata-eval87.8
Applied rewrites87.8%
Taylor expanded in p around 0
Applied rewrites51.3%
if 1.3499999999999999e69 < q Initial program 25.6%
Taylor expanded in q around inf
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites68.2%
Taylor expanded in p around 0
Applied rewrites69.3%
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 (if (<= q_m 1.35e+69) (* (+ (+ (fabs r) (fabs p)) r) 0.5) (fma (+ r p) 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+69) {
tmp = ((fabs(r) + fabs(p)) + r) * 0.5;
} else {
tmp = fma((r + p), 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+69) tmp = Float64(Float64(Float64(abs(r) + abs(p)) + r) * 0.5); else tmp = fma(Float64(r + p), 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+69], N[(N[(N[(N[Abs[r], $MachinePrecision] + N[Abs[p], $MachinePrecision]), $MachinePrecision] + r), $MachinePrecision] * 0.5), $MachinePrecision], N[(N[(r + p), $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])\\
\\
\begin{array}{l}
\mathbf{if}\;q\_m \leq 1.35 \cdot 10^{+69}:\\
\;\;\;\;\left(\left(\left|r\right| + \left|p\right|\right) + r\right) \cdot 0.5\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(r + p, 0.5, q\_m\right)\\
\end{array}
\end{array}
if q < 1.3499999999999999e69Initial program 57.0%
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.f6476.7
Applied rewrites76.7%
Taylor expanded in p around 0
fp-cancel-sign-sub-invN/A
metadata-evalN/A
metadata-evalN/A
unpow1N/A
metadata-evalN/A
sqrt-pow1N/A
unpow2N/A
rem-sqrt-square-revN/A
fabs-mulN/A
mul-1-negN/A
neg-fabsN/A
rem-sqrt-square-revN/A
unpow2N/A
sqrt-pow1N/A
metadata-evalN/A
unpow1N/A
lower--.f6487.8
Applied rewrites87.8%
lift-*.f64N/A
lift-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
lift-+.f64N/A
+-commutativeN/A
lower-+.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
metadata-eval87.8
Applied rewrites87.8%
Taylor expanded in p around 0
Applied rewrites51.3%
if 1.3499999999999999e69 < q Initial program 25.6%
Taylor expanded in q around inf
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites68.2%
Taylor expanded in q around 0
metadata-evalN/A
+-commutativeN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lift-+.f64N/A
metadata-eval68.2
Applied rewrites68.2%
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 (if (<= r 1.9e+74) 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 <= 1.9e+74) {
tmp = q_m;
} 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) :: tmp
if (r <= 1.9d+74) then
tmp = q_m
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 tmp;
if (r <= 1.9e+74) {
tmp = q_m;
} 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): tmp = 0 if r <= 1.9e+74: tmp = 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 <= 1.9e+74) tmp = q_m; 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)
tmp = 0.0;
if (r <= 1.9e+74)
tmp = q_m;
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_] := If[LessEqual[r, 1.9e+74], q$95$m, 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 1.9 \cdot 10^{+74}:\\
\;\;\;\;q\_m\\
\mathbf{else}:\\
\;\;\;\;r\\
\end{array}
\end{array}
if r < 1.8999999999999999e74Initial program 54.6%
Taylor expanded in q around inf
Applied rewrites43.7%
if 1.8999999999999999e74 < r Initial program 26.8%
Taylor expanded in p around inf
Applied rewrites15.4%
lift-*.f64N/A
lift-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites15.1%
Taylor expanded in p around -inf
Applied rewrites75.1%
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 r)
q_m = fabs(q);
assert(p < r && r < q_m);
double code(double p, double r, double q_m) {
return r;
}
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 = r
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 r;
}
q_m = math.fabs(q) [p, r, q_m] = sort([p, r, q_m]) def code(p, r, q_m): return r
q_m = abs(q) p, r, q_m = sort([p, r, q_m]) function code(p, r, q_m) return r end
q_m = abs(q);
p, r, q_m = num2cell(sort([p, r, q_m])){:}
function tmp = code(p, r, q_m)
tmp = r;
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_] := r
\begin{array}{l}
q_m = \left|q\right|
\\
[p, r, q_m] = \mathsf{sort}([p, r, q_m])\\
\\
r
\end{array}
Initial program 44.9%
Taylor expanded in p around inf
Applied rewrites8.5%
lift-*.f64N/A
lift-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites7.7%
Taylor expanded in p around -inf
Applied rewrites35.3%
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 p)
q_m = fabs(q);
assert(p < r && r < q_m);
double code(double p, double r, double q_m) {
return p;
}
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 = p
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 p;
}
q_m = math.fabs(q) [p, r, q_m] = sort([p, r, q_m]) def code(p, r, q_m): return p
q_m = abs(q) p, r, q_m = sort([p, r, q_m]) function code(p, r, q_m) return p end
q_m = abs(q);
p, r, q_m = num2cell(sort([p, r, q_m])){:}
function tmp = code(p, r, q_m)
tmp = p;
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_] := p
\begin{array}{l}
q_m = \left|q\right|
\\
[p, r, q_m] = \mathsf{sort}([p, r, q_m])\\
\\
p
\end{array}
Initial program 44.9%
Taylor expanded in p around inf
Applied rewrites8.5%
lift-*.f64N/A
lift-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites7.7%
Taylor expanded in p around inf
Applied rewrites1.9%
herbie shell --seed 2025119
(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)))))))