
(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 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 (if (<= q_m 6.8e+49) (* -0.5 (- p (+ (+ r (fabs r)) (fabs p)))) (fma (+ (- p) 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 <= 6.8e+49) {
tmp = -0.5 * (p - ((r + fabs(r)) + fabs(p)));
} else {
tmp = fma((-p + 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 <= 6.8e+49) tmp = Float64(-0.5 * Float64(p - Float64(Float64(r + abs(r)) + abs(p)))); else tmp = fma(Float64(Float64(-p) + 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, 6.8e+49], N[(-0.5 * N[(p - N[(N[(r + N[Abs[r], $MachinePrecision]), $MachinePrecision] + N[Abs[p], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[((-p) + r), $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 6.8 \cdot 10^{+49}:\\
\;\;\;\;-0.5 \cdot \left(p - \left(\left(r + \left|r\right|\right) + \left|p\right|\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(-p\right) + r, 0.5, q\_m\right)\\
\end{array}
\end{array}
if q < 6.8000000000000001e49Initial program 52.1%
Taylor expanded in p around -inf
associate-*r*N/A
mul-1-negN/A
lower-*.f64N/A
lower-neg.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
+-commutativeN/A
associate-+r+N/A
lower-+.f64N/A
lower-+.f64N/A
lower-fabs.f64N/A
lower-fabs.f6434.0
Applied rewrites34.0%
Taylor expanded in p around 0
Applied rewrites37.9%
if 6.8000000000000001e49 < q Initial program 35.5%
Taylor expanded in q around inf
+-commutativeN/A
distribute-lft-inN/A
associate-*r*N/A
*-rgt-identityN/A
lower-fma.f64N/A
lower-*.f64N/A
lower-/.f64N/A
+-commutativeN/A
lower-+.f64N/A
lower-fabs.f64N/A
lower-fabs.f6476.0
Applied rewrites76.0%
Taylor expanded in p around 0
Applied rewrites76.0%
Applied rewrites75.1%
Applied rewrites74.5%
Final simplification46.8%
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 -2.6e+40) (* -0.5 (- p (fabs p))) (if (<= p 3.4e-147) (fma (fabs 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 (p <= -2.6e+40) {
tmp = -0.5 * (p - fabs(p));
} else if (p <= 3.4e-147) {
tmp = fma(fabs(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 (p <= -2.6e+40) tmp = Float64(-0.5 * Float64(p - abs(p))); elseif (p <= 3.4e-147) tmp = fma(abs(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[p, -2.6e+40], N[(-0.5 * N[(p - N[Abs[p], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[p, 3.4e-147], N[(N[Abs[r], $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 -2.6 \cdot 10^{+40}:\\
\;\;\;\;-0.5 \cdot \left(p - \left|p\right|\right)\\
\mathbf{elif}\;p \leq 3.4 \cdot 10^{-147}:\\
\;\;\;\;\mathsf{fma}\left(\left|r\right|, 0.5, q\_m\right)\\
\mathbf{else}:\\
\;\;\;\;r\\
\end{array}
\end{array}
if p < -2.6000000000000001e40Initial program 36.2%
Taylor expanded in p around -inf
associate-*r*N/A
mul-1-negN/A
lower-*.f64N/A
lower-neg.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
+-commutativeN/A
associate-+r+N/A
lower-+.f64N/A
lower-+.f64N/A
lower-fabs.f64N/A
lower-fabs.f6475.4
Applied rewrites75.4%
Taylor expanded in p around 0
Applied rewrites75.5%
Applied rewrites47.5%
Taylor expanded in r around 0
Applied rewrites60.8%
if -2.6000000000000001e40 < p < 3.39999999999999996e-147Initial program 61.0%
Taylor expanded in q around inf
+-commutativeN/A
distribute-lft-inN/A
associate-*r*N/A
*-rgt-identityN/A
lower-fma.f64N/A
lower-*.f64N/A
lower-/.f64N/A
+-commutativeN/A
lower-+.f64N/A
lower-fabs.f64N/A
lower-fabs.f6433.4
Applied rewrites33.4%
Taylor expanded in p around 0
Applied rewrites34.3%
Applied rewrites33.8%
Taylor expanded in p around 0
Applied rewrites33.6%
if 3.39999999999999996e-147 < p Initial program 37.7%
Taylor expanded in p around -inf
associate-*r*N/A
mul-1-negN/A
lower-*.f64N/A
lower-neg.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
+-commutativeN/A
associate-+r+N/A
lower-+.f64N/A
lower-+.f64N/A
lower-fabs.f64N/A
lower-fabs.f6423.4
Applied rewrites23.4%
Taylor expanded in p around 0
Applied rewrites26.3%
Applied rewrites25.4%
Taylor expanded in r around -inf
Applied rewrites26.4%
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 (<= q_m 6.8e+49) (fma (- p (fabs p)) -0.5 r) (fma (+ (- p) 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 <= 6.8e+49) {
tmp = fma((p - fabs(p)), -0.5, r);
} else {
tmp = fma((-p + 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 <= 6.8e+49) tmp = fma(Float64(p - abs(p)), -0.5, r); else tmp = fma(Float64(Float64(-p) + 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, 6.8e+49], N[(N[(p - N[Abs[p], $MachinePrecision]), $MachinePrecision] * -0.5 + r), $MachinePrecision], N[(N[((-p) + r), $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 6.8 \cdot 10^{+49}:\\
\;\;\;\;\mathsf{fma}\left(p - \left|p\right|, -0.5, r\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(-p\right) + r, 0.5, q\_m\right)\\
\end{array}
\end{array}
if q < 6.8000000000000001e49Initial program 52.1%
Taylor expanded in p around -inf
associate-*r*N/A
mul-1-negN/A
lower-*.f64N/A
lower-neg.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
+-commutativeN/A
associate-+r+N/A
lower-+.f64N/A
lower-+.f64N/A
lower-fabs.f64N/A
lower-fabs.f6434.0
Applied rewrites34.0%
Taylor expanded in p around 0
Applied rewrites37.9%
Applied rewrites30.8%
Taylor expanded in r around 0
Applied rewrites37.5%
if 6.8000000000000001e49 < q Initial program 35.5%
Taylor expanded in q around inf
+-commutativeN/A
distribute-lft-inN/A
associate-*r*N/A
*-rgt-identityN/A
lower-fma.f64N/A
lower-*.f64N/A
lower-/.f64N/A
+-commutativeN/A
lower-+.f64N/A
lower-fabs.f64N/A
lower-fabs.f6476.0
Applied rewrites76.0%
Taylor expanded in p around 0
Applied rewrites76.0%
Applied rewrites75.1%
Applied rewrites74.5%
Final simplification46.4%
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 (<= q_m 6.8e+49) (fma (- p (fabs p)) -0.5 r) (fma (fabs 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 <= 6.8e+49) {
tmp = fma((p - fabs(p)), -0.5, r);
} else {
tmp = fma(fabs(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 <= 6.8e+49) tmp = fma(Float64(p - abs(p)), -0.5, r); else tmp = fma(abs(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, 6.8e+49], N[(N[(p - N[Abs[p], $MachinePrecision]), $MachinePrecision] * -0.5 + r), $MachinePrecision], N[(N[Abs[r], $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 6.8 \cdot 10^{+49}:\\
\;\;\;\;\mathsf{fma}\left(p - \left|p\right|, -0.5, r\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left|r\right|, 0.5, q\_m\right)\\
\end{array}
\end{array}
if q < 6.8000000000000001e49Initial program 52.1%
Taylor expanded in p around -inf
associate-*r*N/A
mul-1-negN/A
lower-*.f64N/A
lower-neg.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
+-commutativeN/A
associate-+r+N/A
lower-+.f64N/A
lower-+.f64N/A
lower-fabs.f64N/A
lower-fabs.f6434.0
Applied rewrites34.0%
Taylor expanded in p around 0
Applied rewrites37.9%
Applied rewrites30.8%
Taylor expanded in r around 0
Applied rewrites37.5%
if 6.8000000000000001e49 < q Initial program 35.5%
Taylor expanded in q around inf
+-commutativeN/A
distribute-lft-inN/A
associate-*r*N/A
*-rgt-identityN/A
lower-fma.f64N/A
lower-*.f64N/A
lower-/.f64N/A
+-commutativeN/A
lower-+.f64N/A
lower-fabs.f64N/A
lower-fabs.f6476.0
Applied rewrites76.0%
Taylor expanded in p around 0
Applied rewrites76.0%
Applied rewrites75.1%
Taylor expanded in p around 0
Applied rewrites75.2%
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 (<= q_m 2.05e+30) (fma 0.5 (fabs p) r) (fma (fabs 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 <= 2.05e+30) {
tmp = fma(0.5, fabs(p), r);
} else {
tmp = fma(fabs(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 <= 2.05e+30) tmp = fma(0.5, abs(p), r); else tmp = fma(abs(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, 2.05e+30], N[(0.5 * N[Abs[p], $MachinePrecision] + r), $MachinePrecision], N[(N[Abs[r], $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 2.05 \cdot 10^{+30}:\\
\;\;\;\;\mathsf{fma}\left(0.5, \left|p\right|, r\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left|r\right|, 0.5, q\_m\right)\\
\end{array}
\end{array}
if q < 2.05000000000000003e30Initial program 52.4%
Taylor expanded in p around -inf
associate-*r*N/A
mul-1-negN/A
lower-*.f64N/A
lower-neg.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
+-commutativeN/A
associate-+r+N/A
lower-+.f64N/A
lower-+.f64N/A
lower-fabs.f64N/A
lower-fabs.f6434.0
Applied rewrites34.0%
Taylor expanded in p around 0
Applied rewrites37.5%
Applied rewrites30.2%
Taylor expanded in p around 0
Applied rewrites27.5%
if 2.05000000000000003e30 < q Initial program 35.6%
Taylor expanded in q around inf
+-commutativeN/A
distribute-lft-inN/A
associate-*r*N/A
*-rgt-identityN/A
lower-fma.f64N/A
lower-*.f64N/A
lower-/.f64N/A
+-commutativeN/A
lower-+.f64N/A
lower-fabs.f64N/A
lower-fabs.f6474.6
Applied rewrites74.6%
Taylor expanded in p around 0
Applied rewrites74.6%
Applied rewrites73.7%
Taylor expanded in p around 0
Applied rewrites73.8%
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 8.3e-215) (* -0.5 p) r))
q_m = fabs(q);
assert(p < r && r < q_m);
double code(double p, double r, double q_m) {
double tmp;
if (r <= 8.3e-215) {
tmp = -0.5 * p;
} 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 <= 8.3d-215) then
tmp = (-0.5d0) * p
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 <= 8.3e-215) {
tmp = -0.5 * p;
} 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 <= 8.3e-215: tmp = -0.5 * p 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 <= 8.3e-215) tmp = Float64(-0.5 * p); 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 <= 8.3e-215)
tmp = -0.5 * p;
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, 8.3e-215], N[(-0.5 * p), $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 8.3 \cdot 10^{-215}:\\
\;\;\;\;-0.5 \cdot p\\
\mathbf{else}:\\
\;\;\;\;r\\
\end{array}
\end{array}
if r < 8.3000000000000004e-215Initial program 52.2%
Taylor expanded in p around -inf
lower-*.f644.5
Applied rewrites4.5%
if 8.3000000000000004e-215 < r Initial program 43.0%
Taylor expanded in p around -inf
associate-*r*N/A
mul-1-negN/A
lower-*.f64N/A
lower-neg.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
+-commutativeN/A
associate-+r+N/A
lower-+.f64N/A
lower-+.f64N/A
lower-fabs.f64N/A
lower-fabs.f6450.4
Applied rewrites50.4%
Taylor expanded in p around 0
Applied rewrites58.5%
Applied rewrites58.4%
Taylor expanded in r around -inf
Applied rewrites46.8%
q_m = (fabs.f64 q) NOTE: p, r, and q_m should be sorted in increasing order before calling this function. (FPCore (p r q_m) :precision binary64 (fma 0.5 (fabs p) r))
q_m = fabs(q);
assert(p < r && r < q_m);
double code(double p, double r, double q_m) {
return fma(0.5, fabs(p), r);
}
q_m = abs(q) p, r, q_m = sort([p, r, q_m]) function code(p, r, q_m) return fma(0.5, abs(p), 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_] := N[(0.5 * N[Abs[p], $MachinePrecision] + r), $MachinePrecision]
\begin{array}{l}
q_m = \left|q\right|
\\
[p, r, q_m] = \mathsf{sort}([p, r, q_m])\\
\\
\mathsf{fma}\left(0.5, \left|p\right|, r\right)
\end{array}
Initial program 48.1%
Taylor expanded in p around -inf
associate-*r*N/A
mul-1-negN/A
lower-*.f64N/A
lower-neg.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
+-commutativeN/A
associate-+r+N/A
lower-+.f64N/A
lower-+.f64N/A
lower-fabs.f64N/A
lower-fabs.f6430.5
Applied rewrites30.5%
Taylor expanded in p around 0
Applied rewrites34.1%
Applied rewrites28.0%
Taylor expanded in p around 0
Applied rewrites26.2%
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 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 48.1%
Taylor expanded in p around -inf
associate-*r*N/A
mul-1-negN/A
lower-*.f64N/A
lower-neg.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
+-commutativeN/A
associate-+r+N/A
lower-+.f64N/A
lower-+.f64N/A
lower-fabs.f64N/A
lower-fabs.f6430.5
Applied rewrites30.5%
Taylor expanded in p around 0
Applied rewrites34.1%
Applied rewrites28.0%
Taylor expanded in r around -inf
Applied rewrites21.9%
herbie shell --seed 2024364
(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)))))))