
(FPCore (v w r) :precision binary64 (- (- (+ 3.0 (/ 2.0 (* r r))) (/ (* (* 0.125 (- 3.0 (* 2.0 v))) (* (* (* w w) r) r)) (- 1.0 v))) 4.5))
double code(double v, double w, double r) {
return ((3.0 + (2.0 / (r * r))) - (((0.125 * (3.0 - (2.0 * v))) * (((w * w) * r) * r)) / (1.0 - v))) - 4.5;
}
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(v, w, r)
use fmin_fmax_functions
real(8), intent (in) :: v
real(8), intent (in) :: w
real(8), intent (in) :: r
code = ((3.0d0 + (2.0d0 / (r * r))) - (((0.125d0 * (3.0d0 - (2.0d0 * v))) * (((w * w) * r) * r)) / (1.0d0 - v))) - 4.5d0
end function
public static double code(double v, double w, double r) {
return ((3.0 + (2.0 / (r * r))) - (((0.125 * (3.0 - (2.0 * v))) * (((w * w) * r) * r)) / (1.0 - v))) - 4.5;
}
def code(v, w, r): return ((3.0 + (2.0 / (r * r))) - (((0.125 * (3.0 - (2.0 * v))) * (((w * w) * r) * r)) / (1.0 - v))) - 4.5
function code(v, w, r) return Float64(Float64(Float64(3.0 + Float64(2.0 / Float64(r * r))) - Float64(Float64(Float64(0.125 * Float64(3.0 - Float64(2.0 * v))) * Float64(Float64(Float64(w * w) * r) * r)) / Float64(1.0 - v))) - 4.5) end
function tmp = code(v, w, r) tmp = ((3.0 + (2.0 / (r * r))) - (((0.125 * (3.0 - (2.0 * v))) * (((w * w) * r) * r)) / (1.0 - v))) - 4.5; end
code[v_, w_, r_] := N[(N[(N[(3.0 + N[(2.0 / N[(r * r), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(N[(N[(0.125 * N[(3.0 - N[(2.0 * v), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(N[(N[(w * w), $MachinePrecision] * r), $MachinePrecision] * r), $MachinePrecision]), $MachinePrecision] / N[(1.0 - v), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 4.5), $MachinePrecision]
\begin{array}{l}
\\
\left(\left(3 + \frac{2}{r \cdot r}\right) - \frac{\left(0.125 \cdot \left(3 - 2 \cdot v\right)\right) \cdot \left(\left(\left(w \cdot w\right) \cdot r\right) \cdot r\right)}{1 - v}\right) - 4.5
\end{array}
Herbie found 7 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (v w r) :precision binary64 (- (- (+ 3.0 (/ 2.0 (* r r))) (/ (* (* 0.125 (- 3.0 (* 2.0 v))) (* (* (* w w) r) r)) (- 1.0 v))) 4.5))
double code(double v, double w, double r) {
return ((3.0 + (2.0 / (r * r))) - (((0.125 * (3.0 - (2.0 * v))) * (((w * w) * r) * r)) / (1.0 - v))) - 4.5;
}
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(v, w, r)
use fmin_fmax_functions
real(8), intent (in) :: v
real(8), intent (in) :: w
real(8), intent (in) :: r
code = ((3.0d0 + (2.0d0 / (r * r))) - (((0.125d0 * (3.0d0 - (2.0d0 * v))) * (((w * w) * r) * r)) / (1.0d0 - v))) - 4.5d0
end function
public static double code(double v, double w, double r) {
return ((3.0 + (2.0 / (r * r))) - (((0.125 * (3.0 - (2.0 * v))) * (((w * w) * r) * r)) / (1.0 - v))) - 4.5;
}
def code(v, w, r): return ((3.0 + (2.0 / (r * r))) - (((0.125 * (3.0 - (2.0 * v))) * (((w * w) * r) * r)) / (1.0 - v))) - 4.5
function code(v, w, r) return Float64(Float64(Float64(3.0 + Float64(2.0 / Float64(r * r))) - Float64(Float64(Float64(0.125 * Float64(3.0 - Float64(2.0 * v))) * Float64(Float64(Float64(w * w) * r) * r)) / Float64(1.0 - v))) - 4.5) end
function tmp = code(v, w, r) tmp = ((3.0 + (2.0 / (r * r))) - (((0.125 * (3.0 - (2.0 * v))) * (((w * w) * r) * r)) / (1.0 - v))) - 4.5; end
code[v_, w_, r_] := N[(N[(N[(3.0 + N[(2.0 / N[(r * r), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(N[(N[(0.125 * N[(3.0 - N[(2.0 * v), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(N[(N[(w * w), $MachinePrecision] * r), $MachinePrecision] * r), $MachinePrecision]), $MachinePrecision] / N[(1.0 - v), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 4.5), $MachinePrecision]
\begin{array}{l}
\\
\left(\left(3 + \frac{2}{r \cdot r}\right) - \frac{\left(0.125 \cdot \left(3 - 2 \cdot v\right)\right) \cdot \left(\left(\left(w \cdot w\right) \cdot r\right) \cdot r\right)}{1 - v}\right) - 4.5
\end{array}
r_m = (fabs.f64 r)
(FPCore (v w r_m)
:precision binary64
(let* ((t_0 (/ 2.0 (* r_m r_m))))
(if (<= r_m 5e-32)
(- (- (+ 3.0 t_0) (/ (* 0.375 (* (* w r_m) (* w r_m))) (- 1.0 v))) 4.5)
(fma
(* w r_m)
(* (* (* w (fma -2.0 v 3.0)) 0.125) (/ r_m (- v 1.0)))
(- t_0 1.5)))))r_m = fabs(r);
double code(double v, double w, double r_m) {
double t_0 = 2.0 / (r_m * r_m);
double tmp;
if (r_m <= 5e-32) {
tmp = ((3.0 + t_0) - ((0.375 * ((w * r_m) * (w * r_m))) / (1.0 - v))) - 4.5;
} else {
tmp = fma((w * r_m), (((w * fma(-2.0, v, 3.0)) * 0.125) * (r_m / (v - 1.0))), (t_0 - 1.5));
}
return tmp;
}
r_m = abs(r) function code(v, w, r_m) t_0 = Float64(2.0 / Float64(r_m * r_m)) tmp = 0.0 if (r_m <= 5e-32) tmp = Float64(Float64(Float64(3.0 + t_0) - Float64(Float64(0.375 * Float64(Float64(w * r_m) * Float64(w * r_m))) / Float64(1.0 - v))) - 4.5); else tmp = fma(Float64(w * r_m), Float64(Float64(Float64(w * fma(-2.0, v, 3.0)) * 0.125) * Float64(r_m / Float64(v - 1.0))), Float64(t_0 - 1.5)); end return tmp end
r_m = N[Abs[r], $MachinePrecision]
code[v_, w_, r$95$m_] := Block[{t$95$0 = N[(2.0 / N[(r$95$m * r$95$m), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[r$95$m, 5e-32], N[(N[(N[(3.0 + t$95$0), $MachinePrecision] - N[(N[(0.375 * N[(N[(w * r$95$m), $MachinePrecision] * N[(w * r$95$m), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(1.0 - v), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 4.5), $MachinePrecision], N[(N[(w * r$95$m), $MachinePrecision] * N[(N[(N[(w * N[(-2.0 * v + 3.0), $MachinePrecision]), $MachinePrecision] * 0.125), $MachinePrecision] * N[(r$95$m / N[(v - 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(t$95$0 - 1.5), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
r_m = \left|r\right|
\\
\begin{array}{l}
t_0 := \frac{2}{r\_m \cdot r\_m}\\
\mathbf{if}\;r\_m \leq 5 \cdot 10^{-32}:\\
\;\;\;\;\left(\left(3 + t\_0\right) - \frac{0.375 \cdot \left(\left(w \cdot r\_m\right) \cdot \left(w \cdot r\_m\right)\right)}{1 - v}\right) - 4.5\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(w \cdot r\_m, \left(\left(w \cdot \mathsf{fma}\left(-2, v, 3\right)\right) \cdot 0.125\right) \cdot \frac{r\_m}{v - 1}, t\_0 - 1.5\right)\\
\end{array}
\end{array}
if r < 5e-32Initial program 84.7%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
unswap-sqrN/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f6495.0
Applied rewrites95.0%
Taylor expanded in v around 0
Applied rewrites85.0%
if 5e-32 < r Initial program 84.7%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
unswap-sqrN/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f6495.0
Applied rewrites95.0%
Applied rewrites94.4%
r_m = (fabs.f64 r)
(FPCore (v w r_m)
:precision binary64
(let* ((t_0 (- (/ 2.0 (* r_m r_m)) 1.5))
(t_1 (fma (* w r_m) (* -0.25 (* r_m w)) t_0)))
(if (<= v -6000000000.0)
t_1
(if (<= v 9e-13) (fma (* w r_m) (* -0.375 (* r_m w)) t_0) t_1))))r_m = fabs(r);
double code(double v, double w, double r_m) {
double t_0 = (2.0 / (r_m * r_m)) - 1.5;
double t_1 = fma((w * r_m), (-0.25 * (r_m * w)), t_0);
double tmp;
if (v <= -6000000000.0) {
tmp = t_1;
} else if (v <= 9e-13) {
tmp = fma((w * r_m), (-0.375 * (r_m * w)), t_0);
} else {
tmp = t_1;
}
return tmp;
}
r_m = abs(r) function code(v, w, r_m) t_0 = Float64(Float64(2.0 / Float64(r_m * r_m)) - 1.5) t_1 = fma(Float64(w * r_m), Float64(-0.25 * Float64(r_m * w)), t_0) tmp = 0.0 if (v <= -6000000000.0) tmp = t_1; elseif (v <= 9e-13) tmp = fma(Float64(w * r_m), Float64(-0.375 * Float64(r_m * w)), t_0); else tmp = t_1; end return tmp end
r_m = N[Abs[r], $MachinePrecision]
code[v_, w_, r$95$m_] := Block[{t$95$0 = N[(N[(2.0 / N[(r$95$m * r$95$m), $MachinePrecision]), $MachinePrecision] - 1.5), $MachinePrecision]}, Block[{t$95$1 = N[(N[(w * r$95$m), $MachinePrecision] * N[(-0.25 * N[(r$95$m * w), $MachinePrecision]), $MachinePrecision] + t$95$0), $MachinePrecision]}, If[LessEqual[v, -6000000000.0], t$95$1, If[LessEqual[v, 9e-13], N[(N[(w * r$95$m), $MachinePrecision] * N[(-0.375 * N[(r$95$m * w), $MachinePrecision]), $MachinePrecision] + t$95$0), $MachinePrecision], t$95$1]]]]
\begin{array}{l}
r_m = \left|r\right|
\\
\begin{array}{l}
t_0 := \frac{2}{r\_m \cdot r\_m} - 1.5\\
t_1 := \mathsf{fma}\left(w \cdot r\_m, -0.25 \cdot \left(r\_m \cdot w\right), t\_0\right)\\
\mathbf{if}\;v \leq -6000000000:\\
\;\;\;\;t\_1\\
\mathbf{elif}\;v \leq 9 \cdot 10^{-13}:\\
\;\;\;\;\mathsf{fma}\left(w \cdot r\_m, -0.375 \cdot \left(r\_m \cdot w\right), t\_0\right)\\
\mathbf{else}:\\
\;\;\;\;t\_1\\
\end{array}
\end{array}
if v < -6e9 or 9e-13 < v Initial program 84.7%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
unswap-sqrN/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f6495.0
Applied rewrites95.0%
Applied rewrites94.4%
Taylor expanded in v around inf
lower-*.f64N/A
lower-*.f6493.3
Applied rewrites93.3%
if -6e9 < v < 9e-13Initial program 84.7%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
unswap-sqrN/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f6495.0
Applied rewrites95.0%
Applied rewrites94.4%
Taylor expanded in v around 0
lower-*.f64N/A
lower-*.f6493.3
Applied rewrites93.3%
r_m = (fabs.f64 r)
(FPCore (v w r_m)
:precision binary64
(if (<= r_m 800000.0)
(fma (* w r_m) (* -0.375 (* r_m w)) (- (/ 2.0 (* r_m r_m)) 1.5))
(fma
(* w r_m)
(* (* (* w (fma -2.0 v 3.0)) 0.125) (/ r_m (- v 1.0)))
-1.5)))r_m = fabs(r);
double code(double v, double w, double r_m) {
double tmp;
if (r_m <= 800000.0) {
tmp = fma((w * r_m), (-0.375 * (r_m * w)), ((2.0 / (r_m * r_m)) - 1.5));
} else {
tmp = fma((w * r_m), (((w * fma(-2.0, v, 3.0)) * 0.125) * (r_m / (v - 1.0))), -1.5);
}
return tmp;
}
r_m = abs(r) function code(v, w, r_m) tmp = 0.0 if (r_m <= 800000.0) tmp = fma(Float64(w * r_m), Float64(-0.375 * Float64(r_m * w)), Float64(Float64(2.0 / Float64(r_m * r_m)) - 1.5)); else tmp = fma(Float64(w * r_m), Float64(Float64(Float64(w * fma(-2.0, v, 3.0)) * 0.125) * Float64(r_m / Float64(v - 1.0))), -1.5); end return tmp end
r_m = N[Abs[r], $MachinePrecision] code[v_, w_, r$95$m_] := If[LessEqual[r$95$m, 800000.0], N[(N[(w * r$95$m), $MachinePrecision] * N[(-0.375 * N[(r$95$m * w), $MachinePrecision]), $MachinePrecision] + N[(N[(2.0 / N[(r$95$m * r$95$m), $MachinePrecision]), $MachinePrecision] - 1.5), $MachinePrecision]), $MachinePrecision], N[(N[(w * r$95$m), $MachinePrecision] * N[(N[(N[(w * N[(-2.0 * v + 3.0), $MachinePrecision]), $MachinePrecision] * 0.125), $MachinePrecision] * N[(r$95$m / N[(v - 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + -1.5), $MachinePrecision]]
\begin{array}{l}
r_m = \left|r\right|
\\
\begin{array}{l}
\mathbf{if}\;r\_m \leq 800000:\\
\;\;\;\;\mathsf{fma}\left(w \cdot r\_m, -0.375 \cdot \left(r\_m \cdot w\right), \frac{2}{r\_m \cdot r\_m} - 1.5\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(w \cdot r\_m, \left(\left(w \cdot \mathsf{fma}\left(-2, v, 3\right)\right) \cdot 0.125\right) \cdot \frac{r\_m}{v - 1}, -1.5\right)\\
\end{array}
\end{array}
if r < 8e5Initial program 84.7%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
unswap-sqrN/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f6495.0
Applied rewrites95.0%
Applied rewrites94.4%
Taylor expanded in v around 0
lower-*.f64N/A
lower-*.f6493.3
Applied rewrites93.3%
if 8e5 < r Initial program 84.7%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
unswap-sqrN/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f6495.0
Applied rewrites95.0%
Applied rewrites94.4%
Taylor expanded in r around inf
Applied rewrites55.4%
r_m = (fabs.f64 r) (FPCore (v w r_m) :precision binary64 (if (<= r_m 6.2e+71) (fma (* w r_m) (* -0.375 (* r_m w)) (- (/ 2.0 (* r_m r_m)) 1.5)) (fma (* w r_m) (* -0.25 (* r_m w)) -1.5)))
r_m = fabs(r);
double code(double v, double w, double r_m) {
double tmp;
if (r_m <= 6.2e+71) {
tmp = fma((w * r_m), (-0.375 * (r_m * w)), ((2.0 / (r_m * r_m)) - 1.5));
} else {
tmp = fma((w * r_m), (-0.25 * (r_m * w)), -1.5);
}
return tmp;
}
r_m = abs(r) function code(v, w, r_m) tmp = 0.0 if (r_m <= 6.2e+71) tmp = fma(Float64(w * r_m), Float64(-0.375 * Float64(r_m * w)), Float64(Float64(2.0 / Float64(r_m * r_m)) - 1.5)); else tmp = fma(Float64(w * r_m), Float64(-0.25 * Float64(r_m * w)), -1.5); end return tmp end
r_m = N[Abs[r], $MachinePrecision] code[v_, w_, r$95$m_] := If[LessEqual[r$95$m, 6.2e+71], N[(N[(w * r$95$m), $MachinePrecision] * N[(-0.375 * N[(r$95$m * w), $MachinePrecision]), $MachinePrecision] + N[(N[(2.0 / N[(r$95$m * r$95$m), $MachinePrecision]), $MachinePrecision] - 1.5), $MachinePrecision]), $MachinePrecision], N[(N[(w * r$95$m), $MachinePrecision] * N[(-0.25 * N[(r$95$m * w), $MachinePrecision]), $MachinePrecision] + -1.5), $MachinePrecision]]
\begin{array}{l}
r_m = \left|r\right|
\\
\begin{array}{l}
\mathbf{if}\;r\_m \leq 6.2 \cdot 10^{+71}:\\
\;\;\;\;\mathsf{fma}\left(w \cdot r\_m, -0.375 \cdot \left(r\_m \cdot w\right), \frac{2}{r\_m \cdot r\_m} - 1.5\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(w \cdot r\_m, -0.25 \cdot \left(r\_m \cdot w\right), -1.5\right)\\
\end{array}
\end{array}
if r < 6.20000000000000036e71Initial program 84.7%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
unswap-sqrN/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f6495.0
Applied rewrites95.0%
Applied rewrites94.4%
Taylor expanded in v around 0
lower-*.f64N/A
lower-*.f6493.3
Applied rewrites93.3%
if 6.20000000000000036e71 < r Initial program 84.7%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
unswap-sqrN/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f6495.0
Applied rewrites95.0%
Applied rewrites94.4%
Taylor expanded in v around inf
lower-*.f64N/A
lower-*.f6493.3
Applied rewrites93.3%
Taylor expanded in r around inf
Applied rewrites50.0%
r_m = (fabs.f64 r)
(FPCore (v w r_m)
:precision binary64
(let* ((t_0 (/ 2.0 (* r_m r_m))))
(if (<= r_m 3.2e-106)
t_0
(if (<= r_m 6.2e+71)
(fma r_m (* (* (* w w) r_m) -0.375) (- t_0 1.5))
(fma (* w r_m) (* -0.25 (* r_m w)) -1.5)))))r_m = fabs(r);
double code(double v, double w, double r_m) {
double t_0 = 2.0 / (r_m * r_m);
double tmp;
if (r_m <= 3.2e-106) {
tmp = t_0;
} else if (r_m <= 6.2e+71) {
tmp = fma(r_m, (((w * w) * r_m) * -0.375), (t_0 - 1.5));
} else {
tmp = fma((w * r_m), (-0.25 * (r_m * w)), -1.5);
}
return tmp;
}
r_m = abs(r) function code(v, w, r_m) t_0 = Float64(2.0 / Float64(r_m * r_m)) tmp = 0.0 if (r_m <= 3.2e-106) tmp = t_0; elseif (r_m <= 6.2e+71) tmp = fma(r_m, Float64(Float64(Float64(w * w) * r_m) * -0.375), Float64(t_0 - 1.5)); else tmp = fma(Float64(w * r_m), Float64(-0.25 * Float64(r_m * w)), -1.5); end return tmp end
r_m = N[Abs[r], $MachinePrecision]
code[v_, w_, r$95$m_] := Block[{t$95$0 = N[(2.0 / N[(r$95$m * r$95$m), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[r$95$m, 3.2e-106], t$95$0, If[LessEqual[r$95$m, 6.2e+71], N[(r$95$m * N[(N[(N[(w * w), $MachinePrecision] * r$95$m), $MachinePrecision] * -0.375), $MachinePrecision] + N[(t$95$0 - 1.5), $MachinePrecision]), $MachinePrecision], N[(N[(w * r$95$m), $MachinePrecision] * N[(-0.25 * N[(r$95$m * w), $MachinePrecision]), $MachinePrecision] + -1.5), $MachinePrecision]]]]
\begin{array}{l}
r_m = \left|r\right|
\\
\begin{array}{l}
t_0 := \frac{2}{r\_m \cdot r\_m}\\
\mathbf{if}\;r\_m \leq 3.2 \cdot 10^{-106}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;r\_m \leq 6.2 \cdot 10^{+71}:\\
\;\;\;\;\mathsf{fma}\left(r\_m, \left(\left(w \cdot w\right) \cdot r\_m\right) \cdot -0.375, t\_0 - 1.5\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(w \cdot r\_m, -0.25 \cdot \left(r\_m \cdot w\right), -1.5\right)\\
\end{array}
\end{array}
if r < 3.2e-106Initial program 84.7%
Taylor expanded in r around 0
lower-/.f64N/A
lower-pow.f6444.0
Applied rewrites44.0%
lift-pow.f64N/A
pow2N/A
lift-*.f6444.0
Applied rewrites44.0%
if 3.2e-106 < r < 6.20000000000000036e71Initial program 84.7%
Taylor expanded in v around inf
lower-*.f6473.4
Applied rewrites73.4%
lift--.f64N/A
sub-flipN/A
+-commutativeN/A
lift-/.f64N/A
mult-flipN/A
distribute-rgt-neg-inN/A
mul-1-negN/A
mult-flipN/A
lift-/.f64N/A
lower-fma.f6473.4
Applied rewrites73.4%
lift--.f64N/A
lift-fma.f64N/A
associate--l+N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
*-commutativeN/A
associate-*l*N/A
lift--.f64N/A
associate--l-N/A
Applied rewrites75.2%
Taylor expanded in v around 0
Applied rewrites83.0%
if 6.20000000000000036e71 < r Initial program 84.7%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
unswap-sqrN/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f6495.0
Applied rewrites95.0%
Applied rewrites94.4%
Taylor expanded in v around inf
lower-*.f64N/A
lower-*.f6493.3
Applied rewrites93.3%
Taylor expanded in r around inf
Applied rewrites50.0%
r_m = (fabs.f64 r)
(FPCore (v w r_m)
:precision binary64
(let* ((t_0 (/ 2.0 (* r_m r_m))))
(if (<=
(-
(-
(+ 3.0 t_0)
(/
(* (* 0.125 (- 3.0 (* 2.0 v))) (* (* (* w w) r_m) r_m))
(- 1.0 v)))
4.5)
-1.0)
(fma (* w r_m) (* -0.25 (* r_m w)) -1.5)
t_0)))r_m = fabs(r);
double code(double v, double w, double r_m) {
double t_0 = 2.0 / (r_m * r_m);
double tmp;
if ((((3.0 + t_0) - (((0.125 * (3.0 - (2.0 * v))) * (((w * w) * r_m) * r_m)) / (1.0 - v))) - 4.5) <= -1.0) {
tmp = fma((w * r_m), (-0.25 * (r_m * w)), -1.5);
} else {
tmp = t_0;
}
return tmp;
}
r_m = abs(r) function code(v, w, r_m) t_0 = Float64(2.0 / Float64(r_m * r_m)) tmp = 0.0 if (Float64(Float64(Float64(3.0 + t_0) - Float64(Float64(Float64(0.125 * Float64(3.0 - Float64(2.0 * v))) * Float64(Float64(Float64(w * w) * r_m) * r_m)) / Float64(1.0 - v))) - 4.5) <= -1.0) tmp = fma(Float64(w * r_m), Float64(-0.25 * Float64(r_m * w)), -1.5); else tmp = t_0; end return tmp end
r_m = N[Abs[r], $MachinePrecision]
code[v_, w_, r$95$m_] := Block[{t$95$0 = N[(2.0 / N[(r$95$m * r$95$m), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(N[(N[(3.0 + t$95$0), $MachinePrecision] - N[(N[(N[(0.125 * N[(3.0 - N[(2.0 * v), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(N[(N[(w * w), $MachinePrecision] * r$95$m), $MachinePrecision] * r$95$m), $MachinePrecision]), $MachinePrecision] / N[(1.0 - v), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 4.5), $MachinePrecision], -1.0], N[(N[(w * r$95$m), $MachinePrecision] * N[(-0.25 * N[(r$95$m * w), $MachinePrecision]), $MachinePrecision] + -1.5), $MachinePrecision], t$95$0]]
\begin{array}{l}
r_m = \left|r\right|
\\
\begin{array}{l}
t_0 := \frac{2}{r\_m \cdot r\_m}\\
\mathbf{if}\;\left(\left(3 + t\_0\right) - \frac{\left(0.125 \cdot \left(3 - 2 \cdot v\right)\right) \cdot \left(\left(\left(w \cdot w\right) \cdot r\_m\right) \cdot r\_m\right)}{1 - v}\right) - 4.5 \leq -1:\\
\;\;\;\;\mathsf{fma}\left(w \cdot r\_m, -0.25 \cdot \left(r\_m \cdot w\right), -1.5\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if (-.f64 (-.f64 (+.f64 #s(literal 3 binary64) (/.f64 #s(literal 2 binary64) (*.f64 r r))) (/.f64 (*.f64 (*.f64 #s(literal 1/8 binary64) (-.f64 #s(literal 3 binary64) (*.f64 #s(literal 2 binary64) v))) (*.f64 (*.f64 (*.f64 w w) r) r)) (-.f64 #s(literal 1 binary64) v))) #s(literal 9/2 binary64)) < -1Initial program 84.7%
lift-*.f64N/A
lift-*.f64N/A
associate-*l*N/A
lift-*.f64N/A
unswap-sqrN/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f6495.0
Applied rewrites95.0%
Applied rewrites94.4%
Taylor expanded in v around inf
lower-*.f64N/A
lower-*.f6493.3
Applied rewrites93.3%
Taylor expanded in r around inf
Applied rewrites50.0%
if -1 < (-.f64 (-.f64 (+.f64 #s(literal 3 binary64) (/.f64 #s(literal 2 binary64) (*.f64 r r))) (/.f64 (*.f64 (*.f64 #s(literal 1/8 binary64) (-.f64 #s(literal 3 binary64) (*.f64 #s(literal 2 binary64) v))) (*.f64 (*.f64 (*.f64 w w) r) r)) (-.f64 #s(literal 1 binary64) v))) #s(literal 9/2 binary64)) Initial program 84.7%
Taylor expanded in r around 0
lower-/.f64N/A
lower-pow.f6444.0
Applied rewrites44.0%
lift-pow.f64N/A
pow2N/A
lift-*.f6444.0
Applied rewrites44.0%
r_m = (fabs.f64 r) (FPCore (v w r_m) :precision binary64 (/ 2.0 (* r_m r_m)))
r_m = fabs(r);
double code(double v, double w, double r_m) {
return 2.0 / (r_m * r_m);
}
r_m = private
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(v, w, r_m)
use fmin_fmax_functions
real(8), intent (in) :: v
real(8), intent (in) :: w
real(8), intent (in) :: r_m
code = 2.0d0 / (r_m * r_m)
end function
r_m = Math.abs(r);
public static double code(double v, double w, double r_m) {
return 2.0 / (r_m * r_m);
}
r_m = math.fabs(r) def code(v, w, r_m): return 2.0 / (r_m * r_m)
r_m = abs(r) function code(v, w, r_m) return Float64(2.0 / Float64(r_m * r_m)) end
r_m = abs(r); function tmp = code(v, w, r_m) tmp = 2.0 / (r_m * r_m); end
r_m = N[Abs[r], $MachinePrecision] code[v_, w_, r$95$m_] := N[(2.0 / N[(r$95$m * r$95$m), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
r_m = \left|r\right|
\\
\frac{2}{r\_m \cdot r\_m}
\end{array}
Initial program 84.7%
Taylor expanded in r around 0
lower-/.f64N/A
lower-pow.f6444.0
Applied rewrites44.0%
lift-pow.f64N/A
pow2N/A
lift-*.f6444.0
Applied rewrites44.0%
herbie shell --seed 2025155
(FPCore (v w r)
:name "Rosa's TurbineBenchmark"
:precision binary64
(- (- (+ 3.0 (/ 2.0 (* r r))) (/ (* (* 0.125 (- 3.0 (* 2.0 v))) (* (* (* w w) r) r)) (- 1.0 v))) 4.5))