
(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}
Sampling outcomes in binary64 precision:
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 (+ (+ p (fabs p)) (- (fabs r) r))))
(if (<= q_m 1.32e-22)
(* t_0 0.5)
(if (<= q_m 9.5e+48)
(* 0.5 (fma (- (* (/ p (* r r)) -2.0) (/ 2.0 r)) (* q_m q_m) t_0))
(* (fma (fma (/ r q_m) -0.25 1.0) r (* -2.0 q_m)) 0.5)))))q_m = fabs(q);
assert(p < r && r < q_m);
double code(double p, double r, double q_m) {
double t_0 = (p + fabs(p)) + (fabs(r) - r);
double tmp;
if (q_m <= 1.32e-22) {
tmp = t_0 * 0.5;
} else if (q_m <= 9.5e+48) {
tmp = 0.5 * fma((((p / (r * r)) * -2.0) - (2.0 / r)), (q_m * q_m), t_0);
} else {
tmp = fma(fma((r / q_m), -0.25, 1.0), r, (-2.0 * q_m)) * 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(Float64(p + abs(p)) + Float64(abs(r) - r)) tmp = 0.0 if (q_m <= 1.32e-22) tmp = Float64(t_0 * 0.5); elseif (q_m <= 9.5e+48) tmp = Float64(0.5 * fma(Float64(Float64(Float64(p / Float64(r * r)) * -2.0) - Float64(2.0 / r)), Float64(q_m * q_m), t_0)); else tmp = Float64(fma(fma(Float64(r / q_m), -0.25, 1.0), r, Float64(-2.0 * q_m)) * 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[(p + N[Abs[p], $MachinePrecision]), $MachinePrecision] + N[(N[Abs[r], $MachinePrecision] - r), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[q$95$m, 1.32e-22], N[(t$95$0 * 0.5), $MachinePrecision], If[LessEqual[q$95$m, 9.5e+48], N[(0.5 * N[(N[(N[(N[(p / N[(r * r), $MachinePrecision]), $MachinePrecision] * -2.0), $MachinePrecision] - N[(2.0 / r), $MachinePrecision]), $MachinePrecision] * N[(q$95$m * q$95$m), $MachinePrecision] + t$95$0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(r / q$95$m), $MachinePrecision] * -0.25 + 1.0), $MachinePrecision] * r + N[(-2.0 * q$95$m), $MachinePrecision]), $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(p + \left|p\right|\right) + \left(\left|r\right| - r\right)\\
\mathbf{if}\;q\_m \leq 1.32 \cdot 10^{-22}:\\
\;\;\;\;t\_0 \cdot 0.5\\
\mathbf{elif}\;q\_m \leq 9.5 \cdot 10^{+48}:\\
\;\;\;\;0.5 \cdot \mathsf{fma}\left(\frac{p}{r \cdot r} \cdot -2 - \frac{2}{r}, q\_m \cdot q\_m, t\_0\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\frac{r}{q\_m}, -0.25, 1\right), r, -2 \cdot q\_m\right) \cdot 0.5\\
\end{array}
\end{array}
if q < 1.32000000000000008e-22Initial program 28.1%
Taylor expanded in p around 0
distribute-lft-outN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites11.5%
Taylor expanded in q around 0
Applied rewrites34.8%
if 1.32000000000000008e-22 < q < 9.4999999999999997e48Initial program 18.7%
Taylor expanded in p around 0
distribute-lft-outN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites18.7%
Taylor expanded in q around 0
Applied rewrites26.9%
if 9.4999999999999997e48 < q Initial program 25.3%
Taylor expanded in p around 0
*-commutativeN/A
lower-*.f64N/A
lower--.f64N/A
+-commutativeN/A
lower-+.f64N/A
lower-fabs.f64N/A
lower-fabs.f64N/A
lower-sqrt.f64N/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6425.4
Applied rewrites25.4%
Applied rewrites25.5%
Taylor expanded in p around 0
Applied rewrites25.5%
Taylor expanded in r around 0
Applied rewrites68.7%
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
(if (<= q_m 5.3e-24)
(* (+ (+ p (fabs p)) (- (fabs r) r)) 0.5)
(if (<= q_m 9.5e+48)
(* 0.5 (fma (/ (* q_m q_m) r) -2.0 (+ (fabs p) p)))
(* (fma (fma (/ r q_m) -0.25 1.0) r (* -2.0 q_m)) 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 <= 5.3e-24) {
tmp = ((p + fabs(p)) + (fabs(r) - r)) * 0.5;
} else if (q_m <= 9.5e+48) {
tmp = 0.5 * fma(((q_m * q_m) / r), -2.0, (fabs(p) + p));
} else {
tmp = fma(fma((r / q_m), -0.25, 1.0), r, (-2.0 * q_m)) * 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 <= 5.3e-24) tmp = Float64(Float64(Float64(p + abs(p)) + Float64(abs(r) - r)) * 0.5); elseif (q_m <= 9.5e+48) tmp = Float64(0.5 * fma(Float64(Float64(q_m * q_m) / r), -2.0, Float64(abs(p) + p))); else tmp = Float64(fma(fma(Float64(r / q_m), -0.25, 1.0), r, Float64(-2.0 * q_m)) * 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, 5.3e-24], N[(N[(N[(p + N[Abs[p], $MachinePrecision]), $MachinePrecision] + N[(N[Abs[r], $MachinePrecision] - r), $MachinePrecision]), $MachinePrecision] * 0.5), $MachinePrecision], If[LessEqual[q$95$m, 9.5e+48], N[(0.5 * N[(N[(N[(q$95$m * q$95$m), $MachinePrecision] / r), $MachinePrecision] * -2.0 + N[(N[Abs[p], $MachinePrecision] + p), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(r / q$95$m), $MachinePrecision] * -0.25 + 1.0), $MachinePrecision] * r + N[(-2.0 * q$95$m), $MachinePrecision]), $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 5.3 \cdot 10^{-24}:\\
\;\;\;\;\left(\left(p + \left|p\right|\right) + \left(\left|r\right| - r\right)\right) \cdot 0.5\\
\mathbf{elif}\;q\_m \leq 9.5 \cdot 10^{+48}:\\
\;\;\;\;0.5 \cdot \mathsf{fma}\left(\frac{q\_m \cdot q\_m}{r}, -2, \left|p\right| + p\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\frac{r}{q\_m}, -0.25, 1\right), r, -2 \cdot q\_m\right) \cdot 0.5\\
\end{array}
\end{array}
if q < 5.29999999999999969e-24Initial program 28.2%
Taylor expanded in p around 0
distribute-lft-outN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites11.6%
Taylor expanded in q around 0
Applied rewrites34.9%
if 5.29999999999999969e-24 < q < 9.4999999999999997e48Initial program 17.4%
Taylor expanded in p around 0
distribute-lft-outN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites17.3%
Taylor expanded in q around 0
Applied rewrites25.0%
Applied rewrites25.0%
Taylor expanded in r around inf
Applied rewrites24.8%
if 9.4999999999999997e48 < q Initial program 25.3%
Taylor expanded in p around 0
*-commutativeN/A
lower-*.f64N/A
lower--.f64N/A
+-commutativeN/A
lower-+.f64N/A
lower-fabs.f64N/A
lower-fabs.f64N/A
lower-sqrt.f64N/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6425.4
Applied rewrites25.4%
Applied rewrites25.5%
Taylor expanded in p around 0
Applied rewrites25.5%
Taylor expanded in r around 0
Applied rewrites68.7%
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
(if (<= q_m 5.3e-24)
(* (+ (+ p (fabs p)) (- (fabs r) r)) 0.5)
(if (<= q_m 9.5e+48)
(* 0.5 (fma (/ (* q_m q_m) r) -2.0 (+ (fabs p) 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 (q_m <= 5.3e-24) {
tmp = ((p + fabs(p)) + (fabs(r) - r)) * 0.5;
} else if (q_m <= 9.5e+48) {
tmp = 0.5 * fma(((q_m * q_m) / r), -2.0, (fabs(p) + 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 (q_m <= 5.3e-24) tmp = Float64(Float64(Float64(p + abs(p)) + Float64(abs(r) - r)) * 0.5); elseif (q_m <= 9.5e+48) tmp = Float64(0.5 * fma(Float64(Float64(q_m * q_m) / r), -2.0, Float64(abs(p) + p))); else tmp = Float64(-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, 5.3e-24], N[(N[(N[(p + N[Abs[p], $MachinePrecision]), $MachinePrecision] + N[(N[Abs[r], $MachinePrecision] - r), $MachinePrecision]), $MachinePrecision] * 0.5), $MachinePrecision], If[LessEqual[q$95$m, 9.5e+48], N[(0.5 * N[(N[(N[(q$95$m * q$95$m), $MachinePrecision] / r), $MachinePrecision] * -2.0 + N[(N[Abs[p], $MachinePrecision] + p), $MachinePrecision]), $MachinePrecision]), $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}\;q\_m \leq 5.3 \cdot 10^{-24}:\\
\;\;\;\;\left(\left(p + \left|p\right|\right) + \left(\left|r\right| - r\right)\right) \cdot 0.5\\
\mathbf{elif}\;q\_m \leq 9.5 \cdot 10^{+48}:\\
\;\;\;\;0.5 \cdot \mathsf{fma}\left(\frac{q\_m \cdot q\_m}{r}, -2, \left|p\right| + p\right)\\
\mathbf{else}:\\
\;\;\;\;-q\_m\\
\end{array}
\end{array}
if q < 5.29999999999999969e-24Initial program 28.2%
Taylor expanded in p around 0
distribute-lft-outN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites11.6%
Taylor expanded in q around 0
Applied rewrites34.9%
if 5.29999999999999969e-24 < q < 9.4999999999999997e48Initial program 17.4%
Taylor expanded in p around 0
distribute-lft-outN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites17.3%
Taylor expanded in q around 0
Applied rewrites25.0%
Applied rewrites25.0%
Taylor expanded in r around inf
Applied rewrites24.8%
if 9.4999999999999997e48 < q Initial program 25.3%
Taylor expanded in q around inf
mul-1-negN/A
lower-neg.f6469.0
Applied rewrites69.0%
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 (<= q_m 5e-23) (* (+ (+ p (fabs p)) (- (fabs r) r)) 0.5) (if (<= q_m 3.2e+48) (* (* (/ (* q_m q_m) r) -2.0) 0.5) (- q_m))))
q_m = fabs(q);
assert(p < r && r < q_m);
double code(double p, double r, double q_m) {
double tmp;
if (q_m <= 5e-23) {
tmp = ((p + fabs(p)) + (fabs(r) - r)) * 0.5;
} else if (q_m <= 3.2e+48) {
tmp = (((q_m * q_m) / r) * -2.0) * 0.5;
} 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 <= 5d-23) then
tmp = ((p + abs(p)) + (abs(r) - r)) * 0.5d0
else if (q_m <= 3.2d+48) then
tmp = (((q_m * q_m) / r) * (-2.0d0)) * 0.5d0
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 <= 5e-23) {
tmp = ((p + Math.abs(p)) + (Math.abs(r) - r)) * 0.5;
} else if (q_m <= 3.2e+48) {
tmp = (((q_m * q_m) / r) * -2.0) * 0.5;
} 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 <= 5e-23: tmp = ((p + math.fabs(p)) + (math.fabs(r) - r)) * 0.5 elif q_m <= 3.2e+48: tmp = (((q_m * q_m) / r) * -2.0) * 0.5 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 <= 5e-23) tmp = Float64(Float64(Float64(p + abs(p)) + Float64(abs(r) - r)) * 0.5); elseif (q_m <= 3.2e+48) tmp = Float64(Float64(Float64(Float64(q_m * q_m) / r) * -2.0) * 0.5); else tmp = Float64(-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 <= 5e-23)
tmp = ((p + abs(p)) + (abs(r) - r)) * 0.5;
elseif (q_m <= 3.2e+48)
tmp = (((q_m * q_m) / r) * -2.0) * 0.5;
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, 5e-23], N[(N[(N[(p + N[Abs[p], $MachinePrecision]), $MachinePrecision] + N[(N[Abs[r], $MachinePrecision] - r), $MachinePrecision]), $MachinePrecision] * 0.5), $MachinePrecision], If[LessEqual[q$95$m, 3.2e+48], N[(N[(N[(N[(q$95$m * q$95$m), $MachinePrecision] / r), $MachinePrecision] * -2.0), $MachinePrecision] * 0.5), $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}\;q\_m \leq 5 \cdot 10^{-23}:\\
\;\;\;\;\left(\left(p + \left|p\right|\right) + \left(\left|r\right| - r\right)\right) \cdot 0.5\\
\mathbf{elif}\;q\_m \leq 3.2 \cdot 10^{+48}:\\
\;\;\;\;\left(\frac{q\_m \cdot q\_m}{r} \cdot -2\right) \cdot 0.5\\
\mathbf{else}:\\
\;\;\;\;-q\_m\\
\end{array}
\end{array}
if q < 5.0000000000000002e-23Initial program 28.2%
Taylor expanded in p around 0
distribute-lft-outN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites11.6%
Taylor expanded in q around 0
Applied rewrites34.9%
if 5.0000000000000002e-23 < q < 3.2000000000000001e48Initial program 17.4%
Taylor expanded in p around 0
*-commutativeN/A
lower-*.f64N/A
lower--.f64N/A
+-commutativeN/A
lower-+.f64N/A
lower-fabs.f64N/A
lower-fabs.f64N/A
lower-sqrt.f64N/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6417.7
Applied rewrites17.7%
Applied rewrites17.1%
Taylor expanded in p around 0
Applied rewrites17.7%
Taylor expanded in r around inf
Applied rewrites17.7%
if 3.2000000000000001e48 < q Initial program 25.3%
Taylor expanded in q around inf
mul-1-negN/A
lower-neg.f6469.0
Applied rewrites69.0%
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 (<= q_m 48000000.0) (* (+ (+ p (fabs p)) (- (fabs r) 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 <= 48000000.0) {
tmp = ((p + fabs(p)) + (fabs(r) - r)) * 0.5;
} 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 <= 48000000.0d0) then
tmp = ((p + abs(p)) + (abs(r) - r)) * 0.5d0
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 <= 48000000.0) {
tmp = ((p + Math.abs(p)) + (Math.abs(r) - r)) * 0.5;
} 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 <= 48000000.0: tmp = ((p + math.fabs(p)) + (math.fabs(r) - r)) * 0.5 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 <= 48000000.0) tmp = Float64(Float64(Float64(p + abs(p)) + Float64(abs(r) - r)) * 0.5); else tmp = Float64(-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 <= 48000000.0)
tmp = ((p + abs(p)) + (abs(r) - r)) * 0.5;
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, 48000000.0], N[(N[(N[(p + N[Abs[p], $MachinePrecision]), $MachinePrecision] + N[(N[Abs[r], $MachinePrecision] - r), $MachinePrecision]), $MachinePrecision] * 0.5), $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}\;q\_m \leq 48000000:\\
\;\;\;\;\left(\left(p + \left|p\right|\right) + \left(\left|r\right| - r\right)\right) \cdot 0.5\\
\mathbf{else}:\\
\;\;\;\;-q\_m\\
\end{array}
\end{array}
if q < 4.8e7Initial program 28.0%
Taylor expanded in p around 0
distribute-lft-outN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites11.8%
Taylor expanded in q around 0
Applied rewrites34.1%
if 4.8e7 < q Initial program 23.8%
Taylor expanded in q around inf
mul-1-negN/A
lower-neg.f6462.0
Applied rewrites62.0%
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 (<= q_m 1300.0) (* (+ (fabs p) 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 <= 1300.0) {
tmp = (fabs(p) + p) * 0.5;
} 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 <= 1300.0d0) then
tmp = (abs(p) + p) * 0.5d0
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 <= 1300.0) {
tmp = (Math.abs(p) + p) * 0.5;
} 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 <= 1300.0: tmp = (math.fabs(p) + p) * 0.5 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 <= 1300.0) tmp = Float64(Float64(abs(p) + p) * 0.5); else tmp = Float64(-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 <= 1300.0)
tmp = (abs(p) + p) * 0.5;
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, 1300.0], N[(N[(N[Abs[p], $MachinePrecision] + p), $MachinePrecision] * 0.5), $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}\;q\_m \leq 1300:\\
\;\;\;\;\left(\left|p\right| + p\right) \cdot 0.5\\
\mathbf{else}:\\
\;\;\;\;-q\_m\\
\end{array}
\end{array}
if q < 1300Initial program 27.8%
Taylor expanded in p around 0
distribute-lft-outN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites11.4%
Taylor expanded in q around 0
Applied rewrites34.5%
Applied rewrites13.8%
Applied rewrites29.8%
if 1300 < q Initial program 24.7%
Taylor expanded in q around inf
mul-1-negN/A
lower-neg.f6461.6
Applied rewrites61.6%
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 (- 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 Float64(-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 27.1%
Taylor expanded in q around inf
mul-1-negN/A
lower-neg.f6418.7
Applied rewrites18.7%
herbie shell --seed 2024346
(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)))))))