
(FPCore (alpha beta i)
:precision binary64
(let* ((t_0 (* i (+ (+ alpha beta) i)))
(t_1 (+ (+ alpha beta) (* 2.0 i)))
(t_2 (* t_1 t_1)))
(/ (/ (* t_0 (+ (* beta alpha) t_0)) t_2) (- t_2 1.0))))
double code(double alpha, double beta, double i) {
double t_0 = i * ((alpha + beta) + i);
double t_1 = (alpha + beta) + (2.0 * i);
double t_2 = t_1 * t_1;
return ((t_0 * ((beta * alpha) + t_0)) / t_2) / (t_2 - 1.0);
}
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(alpha, beta, i)
use fmin_fmax_functions
real(8), intent (in) :: alpha
real(8), intent (in) :: beta
real(8), intent (in) :: i
real(8) :: t_0
real(8) :: t_1
real(8) :: t_2
t_0 = i * ((alpha + beta) + i)
t_1 = (alpha + beta) + (2.0d0 * i)
t_2 = t_1 * t_1
code = ((t_0 * ((beta * alpha) + t_0)) / t_2) / (t_2 - 1.0d0)
end function
public static double code(double alpha, double beta, double i) {
double t_0 = i * ((alpha + beta) + i);
double t_1 = (alpha + beta) + (2.0 * i);
double t_2 = t_1 * t_1;
return ((t_0 * ((beta * alpha) + t_0)) / t_2) / (t_2 - 1.0);
}
def code(alpha, beta, i): t_0 = i * ((alpha + beta) + i) t_1 = (alpha + beta) + (2.0 * i) t_2 = t_1 * t_1 return ((t_0 * ((beta * alpha) + t_0)) / t_2) / (t_2 - 1.0)
function code(alpha, beta, i) t_0 = Float64(i * Float64(Float64(alpha + beta) + i)) t_1 = Float64(Float64(alpha + beta) + Float64(2.0 * i)) t_2 = Float64(t_1 * t_1) return Float64(Float64(Float64(t_0 * Float64(Float64(beta * alpha) + t_0)) / t_2) / Float64(t_2 - 1.0)) end
function tmp = code(alpha, beta, i) t_0 = i * ((alpha + beta) + i); t_1 = (alpha + beta) + (2.0 * i); t_2 = t_1 * t_1; tmp = ((t_0 * ((beta * alpha) + t_0)) / t_2) / (t_2 - 1.0); end
code[alpha_, beta_, i_] := Block[{t$95$0 = N[(i * N[(N[(alpha + beta), $MachinePrecision] + i), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(N[(alpha + beta), $MachinePrecision] + N[(2.0 * i), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(t$95$1 * t$95$1), $MachinePrecision]}, N[(N[(N[(t$95$0 * N[(N[(beta * alpha), $MachinePrecision] + t$95$0), $MachinePrecision]), $MachinePrecision] / t$95$2), $MachinePrecision] / N[(t$95$2 - 1.0), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := i \cdot \left(\left(\alpha + \beta\right) + i\right)\\
t_1 := \left(\alpha + \beta\right) + 2 \cdot i\\
t_2 := t\_1 \cdot t\_1\\
\frac{\frac{t\_0 \cdot \left(\beta \cdot \alpha + t\_0\right)}{t\_2}}{t\_2 - 1}
\end{array}
\end{array}
Herbie found 10 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (alpha beta i)
:precision binary64
(let* ((t_0 (* i (+ (+ alpha beta) i)))
(t_1 (+ (+ alpha beta) (* 2.0 i)))
(t_2 (* t_1 t_1)))
(/ (/ (* t_0 (+ (* beta alpha) t_0)) t_2) (- t_2 1.0))))
double code(double alpha, double beta, double i) {
double t_0 = i * ((alpha + beta) + i);
double t_1 = (alpha + beta) + (2.0 * i);
double t_2 = t_1 * t_1;
return ((t_0 * ((beta * alpha) + t_0)) / t_2) / (t_2 - 1.0);
}
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(alpha, beta, i)
use fmin_fmax_functions
real(8), intent (in) :: alpha
real(8), intent (in) :: beta
real(8), intent (in) :: i
real(8) :: t_0
real(8) :: t_1
real(8) :: t_2
t_0 = i * ((alpha + beta) + i)
t_1 = (alpha + beta) + (2.0d0 * i)
t_2 = t_1 * t_1
code = ((t_0 * ((beta * alpha) + t_0)) / t_2) / (t_2 - 1.0d0)
end function
public static double code(double alpha, double beta, double i) {
double t_0 = i * ((alpha + beta) + i);
double t_1 = (alpha + beta) + (2.0 * i);
double t_2 = t_1 * t_1;
return ((t_0 * ((beta * alpha) + t_0)) / t_2) / (t_2 - 1.0);
}
def code(alpha, beta, i): t_0 = i * ((alpha + beta) + i) t_1 = (alpha + beta) + (2.0 * i) t_2 = t_1 * t_1 return ((t_0 * ((beta * alpha) + t_0)) / t_2) / (t_2 - 1.0)
function code(alpha, beta, i) t_0 = Float64(i * Float64(Float64(alpha + beta) + i)) t_1 = Float64(Float64(alpha + beta) + Float64(2.0 * i)) t_2 = Float64(t_1 * t_1) return Float64(Float64(Float64(t_0 * Float64(Float64(beta * alpha) + t_0)) / t_2) / Float64(t_2 - 1.0)) end
function tmp = code(alpha, beta, i) t_0 = i * ((alpha + beta) + i); t_1 = (alpha + beta) + (2.0 * i); t_2 = t_1 * t_1; tmp = ((t_0 * ((beta * alpha) + t_0)) / t_2) / (t_2 - 1.0); end
code[alpha_, beta_, i_] := Block[{t$95$0 = N[(i * N[(N[(alpha + beta), $MachinePrecision] + i), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(N[(alpha + beta), $MachinePrecision] + N[(2.0 * i), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(t$95$1 * t$95$1), $MachinePrecision]}, N[(N[(N[(t$95$0 * N[(N[(beta * alpha), $MachinePrecision] + t$95$0), $MachinePrecision]), $MachinePrecision] / t$95$2), $MachinePrecision] / N[(t$95$2 - 1.0), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := i \cdot \left(\left(\alpha + \beta\right) + i\right)\\
t_1 := \left(\alpha + \beta\right) + 2 \cdot i\\
t_2 := t\_1 \cdot t\_1\\
\frac{\frac{t\_0 \cdot \left(\beta \cdot \alpha + t\_0\right)}{t\_2}}{t\_2 - 1}
\end{array}
\end{array}
NOTE: alpha, beta, and i should be sorted in increasing order before calling this function.
(FPCore (alpha beta i)
:precision binary64
(let* ((t_0 (fma 2.0 i (+ beta alpha))) (t_1 (+ (+ beta alpha) i)))
(if (<= i 8.2e+135)
(/
(/
(*
(/ t_1 (+ 2.0 (/ (+ beta alpha) i)))
(/ (fma t_1 i (* beta alpha)) t_0))
(- t_0 -1.0))
(- t_0 1.0))
(/ (- (* (- (* (/ beta i) 0.125) -0.0625) i) (* 0.125 beta)) i))))assert(alpha < beta && beta < i);
double code(double alpha, double beta, double i) {
double t_0 = fma(2.0, i, (beta + alpha));
double t_1 = (beta + alpha) + i;
double tmp;
if (i <= 8.2e+135) {
tmp = (((t_1 / (2.0 + ((beta + alpha) / i))) * (fma(t_1, i, (beta * alpha)) / t_0)) / (t_0 - -1.0)) / (t_0 - 1.0);
} else {
tmp = (((((beta / i) * 0.125) - -0.0625) * i) - (0.125 * beta)) / i;
}
return tmp;
}
alpha, beta, i = sort([alpha, beta, i]) function code(alpha, beta, i) t_0 = fma(2.0, i, Float64(beta + alpha)) t_1 = Float64(Float64(beta + alpha) + i) tmp = 0.0 if (i <= 8.2e+135) tmp = Float64(Float64(Float64(Float64(t_1 / Float64(2.0 + Float64(Float64(beta + alpha) / i))) * Float64(fma(t_1, i, Float64(beta * alpha)) / t_0)) / Float64(t_0 - -1.0)) / Float64(t_0 - 1.0)); else tmp = Float64(Float64(Float64(Float64(Float64(Float64(beta / i) * 0.125) - -0.0625) * i) - Float64(0.125 * beta)) / i); end return tmp end
NOTE: alpha, beta, and i should be sorted in increasing order before calling this function.
code[alpha_, beta_, i_] := Block[{t$95$0 = N[(2.0 * i + N[(beta + alpha), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(N[(beta + alpha), $MachinePrecision] + i), $MachinePrecision]}, If[LessEqual[i, 8.2e+135], N[(N[(N[(N[(t$95$1 / N[(2.0 + N[(N[(beta + alpha), $MachinePrecision] / i), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(N[(t$95$1 * i + N[(beta * alpha), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision]), $MachinePrecision] / N[(t$95$0 - -1.0), $MachinePrecision]), $MachinePrecision] / N[(t$95$0 - 1.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(N[(N[(beta / i), $MachinePrecision] * 0.125), $MachinePrecision] - -0.0625), $MachinePrecision] * i), $MachinePrecision] - N[(0.125 * beta), $MachinePrecision]), $MachinePrecision] / i), $MachinePrecision]]]]
\begin{array}{l}
[alpha, beta, i] = \mathsf{sort}([alpha, beta, i])\\
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(2, i, \beta + \alpha\right)\\
t_1 := \left(\beta + \alpha\right) + i\\
\mathbf{if}\;i \leq 8.2 \cdot 10^{+135}:\\
\;\;\;\;\frac{\frac{\frac{t\_1}{2 + \frac{\beta + \alpha}{i}} \cdot \frac{\mathsf{fma}\left(t\_1, i, \beta \cdot \alpha\right)}{t\_0}}{t\_0 - -1}}{t\_0 - 1}\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(\frac{\beta}{i} \cdot 0.125 - -0.0625\right) \cdot i - 0.125 \cdot \beta}{i}\\
\end{array}
\end{array}
if i < 8.2e135Initial program 16.6%
lift-/.f64N/A
lift-/.f64N/A
lift-*.f64N/A
associate-/r*N/A
associate-/l/N/A
Applied rewrites22.5%
Applied rewrites43.3%
if 8.2e135 < i Initial program 16.6%
Taylor expanded in i around inf
lower--.f64N/A
lower-+.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lower-fma.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lower-+.f6477.0
Applied rewrites77.0%
Taylor expanded in alpha around 0
lower-*.f64N/A
lower-/.f6477.0
Applied rewrites77.0%
Taylor expanded in alpha around 0
Applied rewrites77.0%
lift--.f64N/A
lift-*.f64N/A
lift-/.f64N/A
associate-*r/N/A
sub-to-fractionN/A
lower-/.f64N/A
Applied rewrites76.1%
NOTE: alpha, beta, and i should be sorted in increasing order before calling this function.
(FPCore (alpha beta i)
:precision binary64
(let* ((t_0 (+ (+ alpha beta) (* 2.0 i)))
(t_1 (* t_0 t_0))
(t_2 (* (/ beta i) 0.125))
(t_3 (- t_1 1.0))
(t_4 (* i (+ (+ alpha beta) i)))
(t_5 (+ (+ beta alpha) i))
(t_6 (fma 2.0 i (+ beta alpha))))
(if (<= (/ (/ (* t_4 (+ (* beta alpha) t_4)) t_1) t_3) INFINITY)
(/ (* t_5 (* i (/ (fma t_5 i (* beta alpha)) (* t_6 t_6)))) t_3)
(- (- t_2 -0.0625) t_2))))assert(alpha < beta && beta < i);
double code(double alpha, double beta, double i) {
double t_0 = (alpha + beta) + (2.0 * i);
double t_1 = t_0 * t_0;
double t_2 = (beta / i) * 0.125;
double t_3 = t_1 - 1.0;
double t_4 = i * ((alpha + beta) + i);
double t_5 = (beta + alpha) + i;
double t_6 = fma(2.0, i, (beta + alpha));
double tmp;
if ((((t_4 * ((beta * alpha) + t_4)) / t_1) / t_3) <= ((double) INFINITY)) {
tmp = (t_5 * (i * (fma(t_5, i, (beta * alpha)) / (t_6 * t_6)))) / t_3;
} else {
tmp = (t_2 - -0.0625) - t_2;
}
return tmp;
}
alpha, beta, i = sort([alpha, beta, i]) function code(alpha, beta, i) t_0 = Float64(Float64(alpha + beta) + Float64(2.0 * i)) t_1 = Float64(t_0 * t_0) t_2 = Float64(Float64(beta / i) * 0.125) t_3 = Float64(t_1 - 1.0) t_4 = Float64(i * Float64(Float64(alpha + beta) + i)) t_5 = Float64(Float64(beta + alpha) + i) t_6 = fma(2.0, i, Float64(beta + alpha)) tmp = 0.0 if (Float64(Float64(Float64(t_4 * Float64(Float64(beta * alpha) + t_4)) / t_1) / t_3) <= Inf) tmp = Float64(Float64(t_5 * Float64(i * Float64(fma(t_5, i, Float64(beta * alpha)) / Float64(t_6 * t_6)))) / t_3); else tmp = Float64(Float64(t_2 - -0.0625) - t_2); end return tmp end
NOTE: alpha, beta, and i should be sorted in increasing order before calling this function.
code[alpha_, beta_, i_] := Block[{t$95$0 = N[(N[(alpha + beta), $MachinePrecision] + N[(2.0 * i), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(t$95$0 * t$95$0), $MachinePrecision]}, Block[{t$95$2 = N[(N[(beta / i), $MachinePrecision] * 0.125), $MachinePrecision]}, Block[{t$95$3 = N[(t$95$1 - 1.0), $MachinePrecision]}, Block[{t$95$4 = N[(i * N[(N[(alpha + beta), $MachinePrecision] + i), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$5 = N[(N[(beta + alpha), $MachinePrecision] + i), $MachinePrecision]}, Block[{t$95$6 = N[(2.0 * i + N[(beta + alpha), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(N[(N[(t$95$4 * N[(N[(beta * alpha), $MachinePrecision] + t$95$4), $MachinePrecision]), $MachinePrecision] / t$95$1), $MachinePrecision] / t$95$3), $MachinePrecision], Infinity], N[(N[(t$95$5 * N[(i * N[(N[(t$95$5 * i + N[(beta * alpha), $MachinePrecision]), $MachinePrecision] / N[(t$95$6 * t$95$6), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / t$95$3), $MachinePrecision], N[(N[(t$95$2 - -0.0625), $MachinePrecision] - t$95$2), $MachinePrecision]]]]]]]]]
\begin{array}{l}
[alpha, beta, i] = \mathsf{sort}([alpha, beta, i])\\
\\
\begin{array}{l}
t_0 := \left(\alpha + \beta\right) + 2 \cdot i\\
t_1 := t\_0 \cdot t\_0\\
t_2 := \frac{\beta}{i} \cdot 0.125\\
t_3 := t\_1 - 1\\
t_4 := i \cdot \left(\left(\alpha + \beta\right) + i\right)\\
t_5 := \left(\beta + \alpha\right) + i\\
t_6 := \mathsf{fma}\left(2, i, \beta + \alpha\right)\\
\mathbf{if}\;\frac{\frac{t\_4 \cdot \left(\beta \cdot \alpha + t\_4\right)}{t\_1}}{t\_3} \leq \infty:\\
\;\;\;\;\frac{t\_5 \cdot \left(i \cdot \frac{\mathsf{fma}\left(t\_5, i, \beta \cdot \alpha\right)}{t\_6 \cdot t\_6}\right)}{t\_3}\\
\mathbf{else}:\\
\;\;\;\;\left(t\_2 - -0.0625\right) - t\_2\\
\end{array}
\end{array}
if (/.f64 (/.f64 (*.f64 (*.f64 i (+.f64 (+.f64 alpha beta) i)) (+.f64 (*.f64 beta alpha) (*.f64 i (+.f64 (+.f64 alpha beta) i)))) (*.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)))) (-.f64 (*.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) #s(literal 1 binary64))) < +inf.0Initial program 16.6%
lift-/.f64N/A
lift-*.f64N/A
associate-/l*N/A
lift-*.f64N/A
*-commutativeN/A
associate-*l*N/A
lower-*.f64N/A
lift-+.f64N/A
+-commutativeN/A
lower-+.f64N/A
lower-*.f64N/A
Applied rewrites38.3%
if +inf.0 < (/.f64 (/.f64 (*.f64 (*.f64 i (+.f64 (+.f64 alpha beta) i)) (+.f64 (*.f64 beta alpha) (*.f64 i (+.f64 (+.f64 alpha beta) i)))) (*.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)))) (-.f64 (*.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) #s(literal 1 binary64))) Initial program 16.6%
Taylor expanded in i around inf
lower--.f64N/A
lower-+.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lower-fma.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lower-+.f6477.0
Applied rewrites77.0%
Taylor expanded in alpha around 0
lower-*.f64N/A
lower-/.f6477.0
Applied rewrites77.0%
Taylor expanded in alpha around 0
Applied rewrites77.0%
lift-+.f64N/A
+-commutativeN/A
add-flipN/A
lower--.f64N/A
lift-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f64N/A
Applied rewrites77.0%
NOTE: alpha, beta, and i should be sorted in increasing order before calling this function.
(FPCore (alpha beta i)
:precision binary64
(let* ((t_0 (+ (+ alpha beta) (* 2.0 i)))
(t_1 (* t_0 t_0))
(t_2 (* (/ beta i) 0.125))
(t_3 (* i (+ (+ alpha beta) i)))
(t_4 (+ (+ beta alpha) i))
(t_5 (fma 2.0 i (+ beta alpha))))
(if (<= (/ (/ (* t_3 (+ (* beta alpha) t_3)) t_1) (- t_1 1.0)) INFINITY)
(*
(/ (fma t_4 i (* beta alpha)) (* t_5 t_5))
(/ (* t_4 i) (fma t_5 t_5 -1.0)))
(- (- t_2 -0.0625) t_2))))assert(alpha < beta && beta < i);
double code(double alpha, double beta, double i) {
double t_0 = (alpha + beta) + (2.0 * i);
double t_1 = t_0 * t_0;
double t_2 = (beta / i) * 0.125;
double t_3 = i * ((alpha + beta) + i);
double t_4 = (beta + alpha) + i;
double t_5 = fma(2.0, i, (beta + alpha));
double tmp;
if ((((t_3 * ((beta * alpha) + t_3)) / t_1) / (t_1 - 1.0)) <= ((double) INFINITY)) {
tmp = (fma(t_4, i, (beta * alpha)) / (t_5 * t_5)) * ((t_4 * i) / fma(t_5, t_5, -1.0));
} else {
tmp = (t_2 - -0.0625) - t_2;
}
return tmp;
}
alpha, beta, i = sort([alpha, beta, i]) function code(alpha, beta, i) t_0 = Float64(Float64(alpha + beta) + Float64(2.0 * i)) t_1 = Float64(t_0 * t_0) t_2 = Float64(Float64(beta / i) * 0.125) t_3 = Float64(i * Float64(Float64(alpha + beta) + i)) t_4 = Float64(Float64(beta + alpha) + i) t_5 = fma(2.0, i, Float64(beta + alpha)) tmp = 0.0 if (Float64(Float64(Float64(t_3 * Float64(Float64(beta * alpha) + t_3)) / t_1) / Float64(t_1 - 1.0)) <= Inf) tmp = Float64(Float64(fma(t_4, i, Float64(beta * alpha)) / Float64(t_5 * t_5)) * Float64(Float64(t_4 * i) / fma(t_5, t_5, -1.0))); else tmp = Float64(Float64(t_2 - -0.0625) - t_2); end return tmp end
NOTE: alpha, beta, and i should be sorted in increasing order before calling this function.
code[alpha_, beta_, i_] := Block[{t$95$0 = N[(N[(alpha + beta), $MachinePrecision] + N[(2.0 * i), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(t$95$0 * t$95$0), $MachinePrecision]}, Block[{t$95$2 = N[(N[(beta / i), $MachinePrecision] * 0.125), $MachinePrecision]}, Block[{t$95$3 = N[(i * N[(N[(alpha + beta), $MachinePrecision] + i), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$4 = N[(N[(beta + alpha), $MachinePrecision] + i), $MachinePrecision]}, Block[{t$95$5 = N[(2.0 * i + N[(beta + alpha), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(N[(N[(t$95$3 * N[(N[(beta * alpha), $MachinePrecision] + t$95$3), $MachinePrecision]), $MachinePrecision] / t$95$1), $MachinePrecision] / N[(t$95$1 - 1.0), $MachinePrecision]), $MachinePrecision], Infinity], N[(N[(N[(t$95$4 * i + N[(beta * alpha), $MachinePrecision]), $MachinePrecision] / N[(t$95$5 * t$95$5), $MachinePrecision]), $MachinePrecision] * N[(N[(t$95$4 * i), $MachinePrecision] / N[(t$95$5 * t$95$5 + -1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(t$95$2 - -0.0625), $MachinePrecision] - t$95$2), $MachinePrecision]]]]]]]]
\begin{array}{l}
[alpha, beta, i] = \mathsf{sort}([alpha, beta, i])\\
\\
\begin{array}{l}
t_0 := \left(\alpha + \beta\right) + 2 \cdot i\\
t_1 := t\_0 \cdot t\_0\\
t_2 := \frac{\beta}{i} \cdot 0.125\\
t_3 := i \cdot \left(\left(\alpha + \beta\right) + i\right)\\
t_4 := \left(\beta + \alpha\right) + i\\
t_5 := \mathsf{fma}\left(2, i, \beta + \alpha\right)\\
\mathbf{if}\;\frac{\frac{t\_3 \cdot \left(\beta \cdot \alpha + t\_3\right)}{t\_1}}{t\_1 - 1} \leq \infty:\\
\;\;\;\;\frac{\mathsf{fma}\left(t\_4, i, \beta \cdot \alpha\right)}{t\_5 \cdot t\_5} \cdot \frac{t\_4 \cdot i}{\mathsf{fma}\left(t\_5, t\_5, -1\right)}\\
\mathbf{else}:\\
\;\;\;\;\left(t\_2 - -0.0625\right) - t\_2\\
\end{array}
\end{array}
if (/.f64 (/.f64 (*.f64 (*.f64 i (+.f64 (+.f64 alpha beta) i)) (+.f64 (*.f64 beta alpha) (*.f64 i (+.f64 (+.f64 alpha beta) i)))) (*.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)))) (-.f64 (*.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) #s(literal 1 binary64))) < +inf.0Initial program 16.6%
lift-/.f64N/A
lift-/.f64N/A
associate-/l/N/A
lift-*.f64N/A
*-commutativeN/A
Applied rewrites38.3%
if +inf.0 < (/.f64 (/.f64 (*.f64 (*.f64 i (+.f64 (+.f64 alpha beta) i)) (+.f64 (*.f64 beta alpha) (*.f64 i (+.f64 (+.f64 alpha beta) i)))) (*.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)))) (-.f64 (*.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) #s(literal 1 binary64))) Initial program 16.6%
Taylor expanded in i around inf
lower--.f64N/A
lower-+.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lower-fma.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lower-+.f6477.0
Applied rewrites77.0%
Taylor expanded in alpha around 0
lower-*.f64N/A
lower-/.f6477.0
Applied rewrites77.0%
Taylor expanded in alpha around 0
Applied rewrites77.0%
lift-+.f64N/A
+-commutativeN/A
add-flipN/A
lower--.f64N/A
lift-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f64N/A
Applied rewrites77.0%
NOTE: alpha, beta, and i should be sorted in increasing order before calling this function.
(FPCore (alpha beta i)
:precision binary64
(let* ((t_0 (* (/ beta i) 0.125))
(t_1 (* i (+ (+ alpha beta) i)))
(t_2 (+ (+ beta alpha) i))
(t_3 (+ (+ alpha beta) (* 2.0 i)))
(t_4 (* t_3 t_3))
(t_5 (fma 2.0 i (+ beta alpha))))
(if (<= (/ (/ (* t_1 (+ (* beta alpha) t_1)) t_4) (- t_4 1.0)) INFINITY)
(/
(*
(fma t_2 i (* beta alpha))
(/ (/ t_2 (+ 2.0 (/ (+ beta alpha) i))) (fma t_5 t_5 -1.0)))
t_5)
(- (- t_0 -0.0625) t_0))))assert(alpha < beta && beta < i);
double code(double alpha, double beta, double i) {
double t_0 = (beta / i) * 0.125;
double t_1 = i * ((alpha + beta) + i);
double t_2 = (beta + alpha) + i;
double t_3 = (alpha + beta) + (2.0 * i);
double t_4 = t_3 * t_3;
double t_5 = fma(2.0, i, (beta + alpha));
double tmp;
if ((((t_1 * ((beta * alpha) + t_1)) / t_4) / (t_4 - 1.0)) <= ((double) INFINITY)) {
tmp = (fma(t_2, i, (beta * alpha)) * ((t_2 / (2.0 + ((beta + alpha) / i))) / fma(t_5, t_5, -1.0))) / t_5;
} else {
tmp = (t_0 - -0.0625) - t_0;
}
return tmp;
}
alpha, beta, i = sort([alpha, beta, i]) function code(alpha, beta, i) t_0 = Float64(Float64(beta / i) * 0.125) t_1 = Float64(i * Float64(Float64(alpha + beta) + i)) t_2 = Float64(Float64(beta + alpha) + i) t_3 = Float64(Float64(alpha + beta) + Float64(2.0 * i)) t_4 = Float64(t_3 * t_3) t_5 = fma(2.0, i, Float64(beta + alpha)) tmp = 0.0 if (Float64(Float64(Float64(t_1 * Float64(Float64(beta * alpha) + t_1)) / t_4) / Float64(t_4 - 1.0)) <= Inf) tmp = Float64(Float64(fma(t_2, i, Float64(beta * alpha)) * Float64(Float64(t_2 / Float64(2.0 + Float64(Float64(beta + alpha) / i))) / fma(t_5, t_5, -1.0))) / t_5); else tmp = Float64(Float64(t_0 - -0.0625) - t_0); end return tmp end
NOTE: alpha, beta, and i should be sorted in increasing order before calling this function.
code[alpha_, beta_, i_] := Block[{t$95$0 = N[(N[(beta / i), $MachinePrecision] * 0.125), $MachinePrecision]}, Block[{t$95$1 = N[(i * N[(N[(alpha + beta), $MachinePrecision] + i), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(N[(beta + alpha), $MachinePrecision] + i), $MachinePrecision]}, Block[{t$95$3 = N[(N[(alpha + beta), $MachinePrecision] + N[(2.0 * i), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$4 = N[(t$95$3 * t$95$3), $MachinePrecision]}, Block[{t$95$5 = N[(2.0 * i + N[(beta + alpha), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(N[(N[(t$95$1 * N[(N[(beta * alpha), $MachinePrecision] + t$95$1), $MachinePrecision]), $MachinePrecision] / t$95$4), $MachinePrecision] / N[(t$95$4 - 1.0), $MachinePrecision]), $MachinePrecision], Infinity], N[(N[(N[(t$95$2 * i + N[(beta * alpha), $MachinePrecision]), $MachinePrecision] * N[(N[(t$95$2 / N[(2.0 + N[(N[(beta + alpha), $MachinePrecision] / i), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(t$95$5 * t$95$5 + -1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / t$95$5), $MachinePrecision], N[(N[(t$95$0 - -0.0625), $MachinePrecision] - t$95$0), $MachinePrecision]]]]]]]]
\begin{array}{l}
[alpha, beta, i] = \mathsf{sort}([alpha, beta, i])\\
\\
\begin{array}{l}
t_0 := \frac{\beta}{i} \cdot 0.125\\
t_1 := i \cdot \left(\left(\alpha + \beta\right) + i\right)\\
t_2 := \left(\beta + \alpha\right) + i\\
t_3 := \left(\alpha + \beta\right) + 2 \cdot i\\
t_4 := t\_3 \cdot t\_3\\
t_5 := \mathsf{fma}\left(2, i, \beta + \alpha\right)\\
\mathbf{if}\;\frac{\frac{t\_1 \cdot \left(\beta \cdot \alpha + t\_1\right)}{t\_4}}{t\_4 - 1} \leq \infty:\\
\;\;\;\;\frac{\mathsf{fma}\left(t\_2, i, \beta \cdot \alpha\right) \cdot \frac{\frac{t\_2}{2 + \frac{\beta + \alpha}{i}}}{\mathsf{fma}\left(t\_5, t\_5, -1\right)}}{t\_5}\\
\mathbf{else}:\\
\;\;\;\;\left(t\_0 - -0.0625\right) - t\_0\\
\end{array}
\end{array}
if (/.f64 (/.f64 (*.f64 (*.f64 i (+.f64 (+.f64 alpha beta) i)) (+.f64 (*.f64 beta alpha) (*.f64 i (+.f64 (+.f64 alpha beta) i)))) (*.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)))) (-.f64 (*.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) #s(literal 1 binary64))) < +inf.0Initial program 16.6%
lift-/.f64N/A
lift-/.f64N/A
lift-*.f64N/A
associate-/r*N/A
associate-/l/N/A
Applied rewrites22.5%
Applied rewrites38.3%
if +inf.0 < (/.f64 (/.f64 (*.f64 (*.f64 i (+.f64 (+.f64 alpha beta) i)) (+.f64 (*.f64 beta alpha) (*.f64 i (+.f64 (+.f64 alpha beta) i)))) (*.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)))) (-.f64 (*.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) #s(literal 1 binary64))) Initial program 16.6%
Taylor expanded in i around inf
lower--.f64N/A
lower-+.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lower-fma.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lower-+.f6477.0
Applied rewrites77.0%
Taylor expanded in alpha around 0
lower-*.f64N/A
lower-/.f6477.0
Applied rewrites77.0%
Taylor expanded in alpha around 0
Applied rewrites77.0%
lift-+.f64N/A
+-commutativeN/A
add-flipN/A
lower--.f64N/A
lift-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f64N/A
Applied rewrites77.0%
NOTE: alpha, beta, and i should be sorted in increasing order before calling this function.
(FPCore (alpha beta i)
:precision binary64
(let* ((t_0 (+ (+ alpha beta) (* 2.0 i)))
(t_1 (* t_0 t_0))
(t_2 (* (/ beta i) 0.125))
(t_3 (* i (+ (+ alpha beta) i)))
(t_4 (* i (+ beta i)))
(t_5 (+ beta (* 2.0 i)))
(t_6 (* t_5 t_5)))
(if (<= (/ (/ (* t_3 (+ (* beta alpha) t_3)) t_1) (- t_1 1.0)) 0.1)
(/ (/ (* t_4 (+ (* beta alpha) t_4)) t_6) (- t_6 1.0))
(- (- t_2 -0.0625) t_2))))assert(alpha < beta && beta < i);
double code(double alpha, double beta, double i) {
double t_0 = (alpha + beta) + (2.0 * i);
double t_1 = t_0 * t_0;
double t_2 = (beta / i) * 0.125;
double t_3 = i * ((alpha + beta) + i);
double t_4 = i * (beta + i);
double t_5 = beta + (2.0 * i);
double t_6 = t_5 * t_5;
double tmp;
if ((((t_3 * ((beta * alpha) + t_3)) / t_1) / (t_1 - 1.0)) <= 0.1) {
tmp = ((t_4 * ((beta * alpha) + t_4)) / t_6) / (t_6 - 1.0);
} else {
tmp = (t_2 - -0.0625) - t_2;
}
return tmp;
}
NOTE: alpha, beta, and i 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(alpha, beta, i)
use fmin_fmax_functions
real(8), intent (in) :: alpha
real(8), intent (in) :: beta
real(8), intent (in) :: i
real(8) :: t_0
real(8) :: t_1
real(8) :: t_2
real(8) :: t_3
real(8) :: t_4
real(8) :: t_5
real(8) :: t_6
real(8) :: tmp
t_0 = (alpha + beta) + (2.0d0 * i)
t_1 = t_0 * t_0
t_2 = (beta / i) * 0.125d0
t_3 = i * ((alpha + beta) + i)
t_4 = i * (beta + i)
t_5 = beta + (2.0d0 * i)
t_6 = t_5 * t_5
if ((((t_3 * ((beta * alpha) + t_3)) / t_1) / (t_1 - 1.0d0)) <= 0.1d0) then
tmp = ((t_4 * ((beta * alpha) + t_4)) / t_6) / (t_6 - 1.0d0)
else
tmp = (t_2 - (-0.0625d0)) - t_2
end if
code = tmp
end function
assert alpha < beta && beta < i;
public static double code(double alpha, double beta, double i) {
double t_0 = (alpha + beta) + (2.0 * i);
double t_1 = t_0 * t_0;
double t_2 = (beta / i) * 0.125;
double t_3 = i * ((alpha + beta) + i);
double t_4 = i * (beta + i);
double t_5 = beta + (2.0 * i);
double t_6 = t_5 * t_5;
double tmp;
if ((((t_3 * ((beta * alpha) + t_3)) / t_1) / (t_1 - 1.0)) <= 0.1) {
tmp = ((t_4 * ((beta * alpha) + t_4)) / t_6) / (t_6 - 1.0);
} else {
tmp = (t_2 - -0.0625) - t_2;
}
return tmp;
}
[alpha, beta, i] = sort([alpha, beta, i]) def code(alpha, beta, i): t_0 = (alpha + beta) + (2.0 * i) t_1 = t_0 * t_0 t_2 = (beta / i) * 0.125 t_3 = i * ((alpha + beta) + i) t_4 = i * (beta + i) t_5 = beta + (2.0 * i) t_6 = t_5 * t_5 tmp = 0 if (((t_3 * ((beta * alpha) + t_3)) / t_1) / (t_1 - 1.0)) <= 0.1: tmp = ((t_4 * ((beta * alpha) + t_4)) / t_6) / (t_6 - 1.0) else: tmp = (t_2 - -0.0625) - t_2 return tmp
alpha, beta, i = sort([alpha, beta, i]) function code(alpha, beta, i) t_0 = Float64(Float64(alpha + beta) + Float64(2.0 * i)) t_1 = Float64(t_0 * t_0) t_2 = Float64(Float64(beta / i) * 0.125) t_3 = Float64(i * Float64(Float64(alpha + beta) + i)) t_4 = Float64(i * Float64(beta + i)) t_5 = Float64(beta + Float64(2.0 * i)) t_6 = Float64(t_5 * t_5) tmp = 0.0 if (Float64(Float64(Float64(t_3 * Float64(Float64(beta * alpha) + t_3)) / t_1) / Float64(t_1 - 1.0)) <= 0.1) tmp = Float64(Float64(Float64(t_4 * Float64(Float64(beta * alpha) + t_4)) / t_6) / Float64(t_6 - 1.0)); else tmp = Float64(Float64(t_2 - -0.0625) - t_2); end return tmp end
alpha, beta, i = num2cell(sort([alpha, beta, i])){:}
function tmp_2 = code(alpha, beta, i)
t_0 = (alpha + beta) + (2.0 * i);
t_1 = t_0 * t_0;
t_2 = (beta / i) * 0.125;
t_3 = i * ((alpha + beta) + i);
t_4 = i * (beta + i);
t_5 = beta + (2.0 * i);
t_6 = t_5 * t_5;
tmp = 0.0;
if ((((t_3 * ((beta * alpha) + t_3)) / t_1) / (t_1 - 1.0)) <= 0.1)
tmp = ((t_4 * ((beta * alpha) + t_4)) / t_6) / (t_6 - 1.0);
else
tmp = (t_2 - -0.0625) - t_2;
end
tmp_2 = tmp;
end
NOTE: alpha, beta, and i should be sorted in increasing order before calling this function.
code[alpha_, beta_, i_] := Block[{t$95$0 = N[(N[(alpha + beta), $MachinePrecision] + N[(2.0 * i), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(t$95$0 * t$95$0), $MachinePrecision]}, Block[{t$95$2 = N[(N[(beta / i), $MachinePrecision] * 0.125), $MachinePrecision]}, Block[{t$95$3 = N[(i * N[(N[(alpha + beta), $MachinePrecision] + i), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$4 = N[(i * N[(beta + i), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$5 = N[(beta + N[(2.0 * i), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$6 = N[(t$95$5 * t$95$5), $MachinePrecision]}, If[LessEqual[N[(N[(N[(t$95$3 * N[(N[(beta * alpha), $MachinePrecision] + t$95$3), $MachinePrecision]), $MachinePrecision] / t$95$1), $MachinePrecision] / N[(t$95$1 - 1.0), $MachinePrecision]), $MachinePrecision], 0.1], N[(N[(N[(t$95$4 * N[(N[(beta * alpha), $MachinePrecision] + t$95$4), $MachinePrecision]), $MachinePrecision] / t$95$6), $MachinePrecision] / N[(t$95$6 - 1.0), $MachinePrecision]), $MachinePrecision], N[(N[(t$95$2 - -0.0625), $MachinePrecision] - t$95$2), $MachinePrecision]]]]]]]]]
\begin{array}{l}
[alpha, beta, i] = \mathsf{sort}([alpha, beta, i])\\
\\
\begin{array}{l}
t_0 := \left(\alpha + \beta\right) + 2 \cdot i\\
t_1 := t\_0 \cdot t\_0\\
t_2 := \frac{\beta}{i} \cdot 0.125\\
t_3 := i \cdot \left(\left(\alpha + \beta\right) + i\right)\\
t_4 := i \cdot \left(\beta + i\right)\\
t_5 := \beta + 2 \cdot i\\
t_6 := t\_5 \cdot t\_5\\
\mathbf{if}\;\frac{\frac{t\_3 \cdot \left(\beta \cdot \alpha + t\_3\right)}{t\_1}}{t\_1 - 1} \leq 0.1:\\
\;\;\;\;\frac{\frac{t\_4 \cdot \left(\beta \cdot \alpha + t\_4\right)}{t\_6}}{t\_6 - 1}\\
\mathbf{else}:\\
\;\;\;\;\left(t\_2 - -0.0625\right) - t\_2\\
\end{array}
\end{array}
if (/.f64 (/.f64 (*.f64 (*.f64 i (+.f64 (+.f64 alpha beta) i)) (+.f64 (*.f64 beta alpha) (*.f64 i (+.f64 (+.f64 alpha beta) i)))) (*.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)))) (-.f64 (*.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) #s(literal 1 binary64))) < 0.10000000000000001Initial program 16.6%
Taylor expanded in alpha around 0
Applied rewrites16.6%
Taylor expanded in alpha around 0
Applied rewrites16.6%
Taylor expanded in alpha around 0
Applied rewrites16.6%
Taylor expanded in alpha around 0
Applied rewrites16.6%
Taylor expanded in alpha around 0
Applied rewrites16.6%
Taylor expanded in alpha around 0
Applied rewrites16.6%
if 0.10000000000000001 < (/.f64 (/.f64 (*.f64 (*.f64 i (+.f64 (+.f64 alpha beta) i)) (+.f64 (*.f64 beta alpha) (*.f64 i (+.f64 (+.f64 alpha beta) i)))) (*.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)))) (-.f64 (*.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) #s(literal 1 binary64))) Initial program 16.6%
Taylor expanded in i around inf
lower--.f64N/A
lower-+.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lower-fma.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lower-+.f6477.0
Applied rewrites77.0%
Taylor expanded in alpha around 0
lower-*.f64N/A
lower-/.f6477.0
Applied rewrites77.0%
Taylor expanded in alpha around 0
Applied rewrites77.0%
lift-+.f64N/A
+-commutativeN/A
add-flipN/A
lower--.f64N/A
lift-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f64N/A
Applied rewrites77.0%
NOTE: alpha, beta, and i should be sorted in increasing order before calling this function.
(FPCore (alpha beta i)
:precision binary64
(let* ((t_0 (* i (+ (+ alpha beta) i)))
(t_1 (+ beta (* 2.0 i)))
(t_2 (+ (+ alpha beta) (* 2.0 i)))
(t_3 (* t_2 t_2))
(t_4 (* (/ beta i) 0.125)))
(if (<= (/ (/ (* t_0 (+ (* beta alpha) t_0)) t_3) (- t_3 1.0)) 2e-23)
(/ (* beta (* i (+ alpha i))) (* t_1 (fma t_1 t_1 -1.0)))
(- (- t_4 -0.0625) t_4))))assert(alpha < beta && beta < i);
double code(double alpha, double beta, double i) {
double t_0 = i * ((alpha + beta) + i);
double t_1 = beta + (2.0 * i);
double t_2 = (alpha + beta) + (2.0 * i);
double t_3 = t_2 * t_2;
double t_4 = (beta / i) * 0.125;
double tmp;
if ((((t_0 * ((beta * alpha) + t_0)) / t_3) / (t_3 - 1.0)) <= 2e-23) {
tmp = (beta * (i * (alpha + i))) / (t_1 * fma(t_1, t_1, -1.0));
} else {
tmp = (t_4 - -0.0625) - t_4;
}
return tmp;
}
alpha, beta, i = sort([alpha, beta, i]) function code(alpha, beta, i) t_0 = Float64(i * Float64(Float64(alpha + beta) + i)) t_1 = Float64(beta + Float64(2.0 * i)) t_2 = Float64(Float64(alpha + beta) + Float64(2.0 * i)) t_3 = Float64(t_2 * t_2) t_4 = Float64(Float64(beta / i) * 0.125) tmp = 0.0 if (Float64(Float64(Float64(t_0 * Float64(Float64(beta * alpha) + t_0)) / t_3) / Float64(t_3 - 1.0)) <= 2e-23) tmp = Float64(Float64(beta * Float64(i * Float64(alpha + i))) / Float64(t_1 * fma(t_1, t_1, -1.0))); else tmp = Float64(Float64(t_4 - -0.0625) - t_4); end return tmp end
NOTE: alpha, beta, and i should be sorted in increasing order before calling this function.
code[alpha_, beta_, i_] := Block[{t$95$0 = N[(i * N[(N[(alpha + beta), $MachinePrecision] + i), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(beta + N[(2.0 * i), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(N[(alpha + beta), $MachinePrecision] + N[(2.0 * i), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$3 = N[(t$95$2 * t$95$2), $MachinePrecision]}, Block[{t$95$4 = N[(N[(beta / i), $MachinePrecision] * 0.125), $MachinePrecision]}, If[LessEqual[N[(N[(N[(t$95$0 * N[(N[(beta * alpha), $MachinePrecision] + t$95$0), $MachinePrecision]), $MachinePrecision] / t$95$3), $MachinePrecision] / N[(t$95$3 - 1.0), $MachinePrecision]), $MachinePrecision], 2e-23], N[(N[(beta * N[(i * N[(alpha + i), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(t$95$1 * N[(t$95$1 * t$95$1 + -1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(t$95$4 - -0.0625), $MachinePrecision] - t$95$4), $MachinePrecision]]]]]]]
\begin{array}{l}
[alpha, beta, i] = \mathsf{sort}([alpha, beta, i])\\
\\
\begin{array}{l}
t_0 := i \cdot \left(\left(\alpha + \beta\right) + i\right)\\
t_1 := \beta + 2 \cdot i\\
t_2 := \left(\alpha + \beta\right) + 2 \cdot i\\
t_3 := t\_2 \cdot t\_2\\
t_4 := \frac{\beta}{i} \cdot 0.125\\
\mathbf{if}\;\frac{\frac{t\_0 \cdot \left(\beta \cdot \alpha + t\_0\right)}{t\_3}}{t\_3 - 1} \leq 2 \cdot 10^{-23}:\\
\;\;\;\;\frac{\beta \cdot \left(i \cdot \left(\alpha + i\right)\right)}{t\_1 \cdot \mathsf{fma}\left(t\_1, t\_1, -1\right)}\\
\mathbf{else}:\\
\;\;\;\;\left(t\_4 - -0.0625\right) - t\_4\\
\end{array}
\end{array}
if (/.f64 (/.f64 (*.f64 (*.f64 i (+.f64 (+.f64 alpha beta) i)) (+.f64 (*.f64 beta alpha) (*.f64 i (+.f64 (+.f64 alpha beta) i)))) (*.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)))) (-.f64 (*.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) #s(literal 1 binary64))) < 1.99999999999999992e-23Initial program 16.6%
lift-/.f64N/A
lift-/.f64N/A
lift-*.f64N/A
associate-/r*N/A
associate-/l/N/A
Applied rewrites22.5%
Taylor expanded in beta around inf
lower-*.f64N/A
lower-*.f64N/A
lower-+.f646.2
Applied rewrites6.2%
Taylor expanded in alpha around 0
lower-+.f64N/A
lower-*.f646.2
Applied rewrites6.2%
Taylor expanded in alpha around 0
lower-+.f64N/A
lower-*.f646.2
Applied rewrites6.2%
Taylor expanded in alpha around 0
lower-+.f64N/A
lower-*.f646.2
Applied rewrites6.2%
if 1.99999999999999992e-23 < (/.f64 (/.f64 (*.f64 (*.f64 i (+.f64 (+.f64 alpha beta) i)) (+.f64 (*.f64 beta alpha) (*.f64 i (+.f64 (+.f64 alpha beta) i)))) (*.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)))) (-.f64 (*.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) #s(literal 1 binary64))) Initial program 16.6%
Taylor expanded in i around inf
lower--.f64N/A
lower-+.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lower-fma.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lower-+.f6477.0
Applied rewrites77.0%
Taylor expanded in alpha around 0
lower-*.f64N/A
lower-/.f6477.0
Applied rewrites77.0%
Taylor expanded in alpha around 0
Applied rewrites77.0%
lift-+.f64N/A
+-commutativeN/A
add-flipN/A
lower--.f64N/A
lift-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f64N/A
Applied rewrites77.0%
NOTE: alpha, beta, and i should be sorted in increasing order before calling this function.
(FPCore (alpha beta i)
:precision binary64
(let* ((t_0 (+ (+ alpha beta) (* 2.0 i)))
(t_1 (* t_0 t_0))
(t_2 (* i (+ (+ alpha beta) i)))
(t_3 (* (/ beta i) 0.125)))
(if (<= (/ (/ (* t_2 (+ (* beta alpha) t_2)) t_1) (- t_1 1.0)) 2e-23)
(/ (* beta (* i (+ alpha i))) (pow beta 3.0))
(- (- t_3 -0.0625) t_3))))assert(alpha < beta && beta < i);
double code(double alpha, double beta, double i) {
double t_0 = (alpha + beta) + (2.0 * i);
double t_1 = t_0 * t_0;
double t_2 = i * ((alpha + beta) + i);
double t_3 = (beta / i) * 0.125;
double tmp;
if ((((t_2 * ((beta * alpha) + t_2)) / t_1) / (t_1 - 1.0)) <= 2e-23) {
tmp = (beta * (i * (alpha + i))) / pow(beta, 3.0);
} else {
tmp = (t_3 - -0.0625) - t_3;
}
return tmp;
}
NOTE: alpha, beta, and i 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(alpha, beta, i)
use fmin_fmax_functions
real(8), intent (in) :: alpha
real(8), intent (in) :: beta
real(8), intent (in) :: i
real(8) :: t_0
real(8) :: t_1
real(8) :: t_2
real(8) :: t_3
real(8) :: tmp
t_0 = (alpha + beta) + (2.0d0 * i)
t_1 = t_0 * t_0
t_2 = i * ((alpha + beta) + i)
t_3 = (beta / i) * 0.125d0
if ((((t_2 * ((beta * alpha) + t_2)) / t_1) / (t_1 - 1.0d0)) <= 2d-23) then
tmp = (beta * (i * (alpha + i))) / (beta ** 3.0d0)
else
tmp = (t_3 - (-0.0625d0)) - t_3
end if
code = tmp
end function
assert alpha < beta && beta < i;
public static double code(double alpha, double beta, double i) {
double t_0 = (alpha + beta) + (2.0 * i);
double t_1 = t_0 * t_0;
double t_2 = i * ((alpha + beta) + i);
double t_3 = (beta / i) * 0.125;
double tmp;
if ((((t_2 * ((beta * alpha) + t_2)) / t_1) / (t_1 - 1.0)) <= 2e-23) {
tmp = (beta * (i * (alpha + i))) / Math.pow(beta, 3.0);
} else {
tmp = (t_3 - -0.0625) - t_3;
}
return tmp;
}
[alpha, beta, i] = sort([alpha, beta, i]) def code(alpha, beta, i): t_0 = (alpha + beta) + (2.0 * i) t_1 = t_0 * t_0 t_2 = i * ((alpha + beta) + i) t_3 = (beta / i) * 0.125 tmp = 0 if (((t_2 * ((beta * alpha) + t_2)) / t_1) / (t_1 - 1.0)) <= 2e-23: tmp = (beta * (i * (alpha + i))) / math.pow(beta, 3.0) else: tmp = (t_3 - -0.0625) - t_3 return tmp
alpha, beta, i = sort([alpha, beta, i]) function code(alpha, beta, i) t_0 = Float64(Float64(alpha + beta) + Float64(2.0 * i)) t_1 = Float64(t_0 * t_0) t_2 = Float64(i * Float64(Float64(alpha + beta) + i)) t_3 = Float64(Float64(beta / i) * 0.125) tmp = 0.0 if (Float64(Float64(Float64(t_2 * Float64(Float64(beta * alpha) + t_2)) / t_1) / Float64(t_1 - 1.0)) <= 2e-23) tmp = Float64(Float64(beta * Float64(i * Float64(alpha + i))) / (beta ^ 3.0)); else tmp = Float64(Float64(t_3 - -0.0625) - t_3); end return tmp end
alpha, beta, i = num2cell(sort([alpha, beta, i])){:}
function tmp_2 = code(alpha, beta, i)
t_0 = (alpha + beta) + (2.0 * i);
t_1 = t_0 * t_0;
t_2 = i * ((alpha + beta) + i);
t_3 = (beta / i) * 0.125;
tmp = 0.0;
if ((((t_2 * ((beta * alpha) + t_2)) / t_1) / (t_1 - 1.0)) <= 2e-23)
tmp = (beta * (i * (alpha + i))) / (beta ^ 3.0);
else
tmp = (t_3 - -0.0625) - t_3;
end
tmp_2 = tmp;
end
NOTE: alpha, beta, and i should be sorted in increasing order before calling this function.
code[alpha_, beta_, i_] := Block[{t$95$0 = N[(N[(alpha + beta), $MachinePrecision] + N[(2.0 * i), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(t$95$0 * t$95$0), $MachinePrecision]}, Block[{t$95$2 = N[(i * N[(N[(alpha + beta), $MachinePrecision] + i), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$3 = N[(N[(beta / i), $MachinePrecision] * 0.125), $MachinePrecision]}, If[LessEqual[N[(N[(N[(t$95$2 * N[(N[(beta * alpha), $MachinePrecision] + t$95$2), $MachinePrecision]), $MachinePrecision] / t$95$1), $MachinePrecision] / N[(t$95$1 - 1.0), $MachinePrecision]), $MachinePrecision], 2e-23], N[(N[(beta * N[(i * N[(alpha + i), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[Power[beta, 3.0], $MachinePrecision]), $MachinePrecision], N[(N[(t$95$3 - -0.0625), $MachinePrecision] - t$95$3), $MachinePrecision]]]]]]
\begin{array}{l}
[alpha, beta, i] = \mathsf{sort}([alpha, beta, i])\\
\\
\begin{array}{l}
t_0 := \left(\alpha + \beta\right) + 2 \cdot i\\
t_1 := t\_0 \cdot t\_0\\
t_2 := i \cdot \left(\left(\alpha + \beta\right) + i\right)\\
t_3 := \frac{\beta}{i} \cdot 0.125\\
\mathbf{if}\;\frac{\frac{t\_2 \cdot \left(\beta \cdot \alpha + t\_2\right)}{t\_1}}{t\_1 - 1} \leq 2 \cdot 10^{-23}:\\
\;\;\;\;\frac{\beta \cdot \left(i \cdot \left(\alpha + i\right)\right)}{{\beta}^{3}}\\
\mathbf{else}:\\
\;\;\;\;\left(t\_3 - -0.0625\right) - t\_3\\
\end{array}
\end{array}
if (/.f64 (/.f64 (*.f64 (*.f64 i (+.f64 (+.f64 alpha beta) i)) (+.f64 (*.f64 beta alpha) (*.f64 i (+.f64 (+.f64 alpha beta) i)))) (*.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)))) (-.f64 (*.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) #s(literal 1 binary64))) < 1.99999999999999992e-23Initial program 16.6%
lift-/.f64N/A
lift-/.f64N/A
lift-*.f64N/A
associate-/r*N/A
associate-/l/N/A
Applied rewrites22.5%
Taylor expanded in beta around inf
lower-*.f64N/A
lower-*.f64N/A
lower-+.f646.2
Applied rewrites6.2%
Taylor expanded in beta around inf
lower-pow.f646.8
Applied rewrites6.8%
if 1.99999999999999992e-23 < (/.f64 (/.f64 (*.f64 (*.f64 i (+.f64 (+.f64 alpha beta) i)) (+.f64 (*.f64 beta alpha) (*.f64 i (+.f64 (+.f64 alpha beta) i)))) (*.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)))) (-.f64 (*.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) #s(literal 1 binary64))) Initial program 16.6%
Taylor expanded in i around inf
lower--.f64N/A
lower-+.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lower-fma.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lower-+.f6477.0
Applied rewrites77.0%
Taylor expanded in alpha around 0
lower-*.f64N/A
lower-/.f6477.0
Applied rewrites77.0%
Taylor expanded in alpha around 0
Applied rewrites77.0%
lift-+.f64N/A
+-commutativeN/A
add-flipN/A
lower--.f64N/A
lift-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f64N/A
Applied rewrites77.0%
NOTE: alpha, beta, and i should be sorted in increasing order before calling this function.
(FPCore (alpha beta i)
:precision binary64
(let* ((t_0 (+ (+ alpha beta) (* 2.0 i)))
(t_1 (* t_0 t_0))
(t_2 (* i (+ (+ alpha beta) i)))
(t_3 (* (/ beta i) 0.125)))
(if (<= (/ (/ (* t_2 (+ (* beta alpha) t_2)) t_1) (- t_1 1.0)) 2e-23)
(/ (* i (+ alpha i)) (pow beta 2.0))
(- (- t_3 -0.0625) t_3))))assert(alpha < beta && beta < i);
double code(double alpha, double beta, double i) {
double t_0 = (alpha + beta) + (2.0 * i);
double t_1 = t_0 * t_0;
double t_2 = i * ((alpha + beta) + i);
double t_3 = (beta / i) * 0.125;
double tmp;
if ((((t_2 * ((beta * alpha) + t_2)) / t_1) / (t_1 - 1.0)) <= 2e-23) {
tmp = (i * (alpha + i)) / pow(beta, 2.0);
} else {
tmp = (t_3 - -0.0625) - t_3;
}
return tmp;
}
NOTE: alpha, beta, and i 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(alpha, beta, i)
use fmin_fmax_functions
real(8), intent (in) :: alpha
real(8), intent (in) :: beta
real(8), intent (in) :: i
real(8) :: t_0
real(8) :: t_1
real(8) :: t_2
real(8) :: t_3
real(8) :: tmp
t_0 = (alpha + beta) + (2.0d0 * i)
t_1 = t_0 * t_0
t_2 = i * ((alpha + beta) + i)
t_3 = (beta / i) * 0.125d0
if ((((t_2 * ((beta * alpha) + t_2)) / t_1) / (t_1 - 1.0d0)) <= 2d-23) then
tmp = (i * (alpha + i)) / (beta ** 2.0d0)
else
tmp = (t_3 - (-0.0625d0)) - t_3
end if
code = tmp
end function
assert alpha < beta && beta < i;
public static double code(double alpha, double beta, double i) {
double t_0 = (alpha + beta) + (2.0 * i);
double t_1 = t_0 * t_0;
double t_2 = i * ((alpha + beta) + i);
double t_3 = (beta / i) * 0.125;
double tmp;
if ((((t_2 * ((beta * alpha) + t_2)) / t_1) / (t_1 - 1.0)) <= 2e-23) {
tmp = (i * (alpha + i)) / Math.pow(beta, 2.0);
} else {
tmp = (t_3 - -0.0625) - t_3;
}
return tmp;
}
[alpha, beta, i] = sort([alpha, beta, i]) def code(alpha, beta, i): t_0 = (alpha + beta) + (2.0 * i) t_1 = t_0 * t_0 t_2 = i * ((alpha + beta) + i) t_3 = (beta / i) * 0.125 tmp = 0 if (((t_2 * ((beta * alpha) + t_2)) / t_1) / (t_1 - 1.0)) <= 2e-23: tmp = (i * (alpha + i)) / math.pow(beta, 2.0) else: tmp = (t_3 - -0.0625) - t_3 return tmp
alpha, beta, i = sort([alpha, beta, i]) function code(alpha, beta, i) t_0 = Float64(Float64(alpha + beta) + Float64(2.0 * i)) t_1 = Float64(t_0 * t_0) t_2 = Float64(i * Float64(Float64(alpha + beta) + i)) t_3 = Float64(Float64(beta / i) * 0.125) tmp = 0.0 if (Float64(Float64(Float64(t_2 * Float64(Float64(beta * alpha) + t_2)) / t_1) / Float64(t_1 - 1.0)) <= 2e-23) tmp = Float64(Float64(i * Float64(alpha + i)) / (beta ^ 2.0)); else tmp = Float64(Float64(t_3 - -0.0625) - t_3); end return tmp end
alpha, beta, i = num2cell(sort([alpha, beta, i])){:}
function tmp_2 = code(alpha, beta, i)
t_0 = (alpha + beta) + (2.0 * i);
t_1 = t_0 * t_0;
t_2 = i * ((alpha + beta) + i);
t_3 = (beta / i) * 0.125;
tmp = 0.0;
if ((((t_2 * ((beta * alpha) + t_2)) / t_1) / (t_1 - 1.0)) <= 2e-23)
tmp = (i * (alpha + i)) / (beta ^ 2.0);
else
tmp = (t_3 - -0.0625) - t_3;
end
tmp_2 = tmp;
end
NOTE: alpha, beta, and i should be sorted in increasing order before calling this function.
code[alpha_, beta_, i_] := Block[{t$95$0 = N[(N[(alpha + beta), $MachinePrecision] + N[(2.0 * i), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(t$95$0 * t$95$0), $MachinePrecision]}, Block[{t$95$2 = N[(i * N[(N[(alpha + beta), $MachinePrecision] + i), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$3 = N[(N[(beta / i), $MachinePrecision] * 0.125), $MachinePrecision]}, If[LessEqual[N[(N[(N[(t$95$2 * N[(N[(beta * alpha), $MachinePrecision] + t$95$2), $MachinePrecision]), $MachinePrecision] / t$95$1), $MachinePrecision] / N[(t$95$1 - 1.0), $MachinePrecision]), $MachinePrecision], 2e-23], N[(N[(i * N[(alpha + i), $MachinePrecision]), $MachinePrecision] / N[Power[beta, 2.0], $MachinePrecision]), $MachinePrecision], N[(N[(t$95$3 - -0.0625), $MachinePrecision] - t$95$3), $MachinePrecision]]]]]]
\begin{array}{l}
[alpha, beta, i] = \mathsf{sort}([alpha, beta, i])\\
\\
\begin{array}{l}
t_0 := \left(\alpha + \beta\right) + 2 \cdot i\\
t_1 := t\_0 \cdot t\_0\\
t_2 := i \cdot \left(\left(\alpha + \beta\right) + i\right)\\
t_3 := \frac{\beta}{i} \cdot 0.125\\
\mathbf{if}\;\frac{\frac{t\_2 \cdot \left(\beta \cdot \alpha + t\_2\right)}{t\_1}}{t\_1 - 1} \leq 2 \cdot 10^{-23}:\\
\;\;\;\;\frac{i \cdot \left(\alpha + i\right)}{{\beta}^{2}}\\
\mathbf{else}:\\
\;\;\;\;\left(t\_3 - -0.0625\right) - t\_3\\
\end{array}
\end{array}
if (/.f64 (/.f64 (*.f64 (*.f64 i (+.f64 (+.f64 alpha beta) i)) (+.f64 (*.f64 beta alpha) (*.f64 i (+.f64 (+.f64 alpha beta) i)))) (*.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)))) (-.f64 (*.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) #s(literal 1 binary64))) < 1.99999999999999992e-23Initial program 16.6%
Taylor expanded in beta around inf
lower-/.f64N/A
lower-*.f64N/A
lower-+.f64N/A
lower-pow.f6415.5
Applied rewrites15.5%
if 1.99999999999999992e-23 < (/.f64 (/.f64 (*.f64 (*.f64 i (+.f64 (+.f64 alpha beta) i)) (+.f64 (*.f64 beta alpha) (*.f64 i (+.f64 (+.f64 alpha beta) i)))) (*.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)))) (-.f64 (*.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) #s(literal 1 binary64))) Initial program 16.6%
Taylor expanded in i around inf
lower--.f64N/A
lower-+.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lower-fma.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lower-+.f6477.0
Applied rewrites77.0%
Taylor expanded in alpha around 0
lower-*.f64N/A
lower-/.f6477.0
Applied rewrites77.0%
Taylor expanded in alpha around 0
Applied rewrites77.0%
lift-+.f64N/A
+-commutativeN/A
add-flipN/A
lower--.f64N/A
lift-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f64N/A
Applied rewrites77.0%
NOTE: alpha, beta, and i should be sorted in increasing order before calling this function. (FPCore (alpha beta i) :precision binary64 (let* ((t_0 (* (/ beta i) 0.125))) (- (- t_0 -0.0625) t_0)))
assert(alpha < beta && beta < i);
double code(double alpha, double beta, double i) {
double t_0 = (beta / i) * 0.125;
return (t_0 - -0.0625) - t_0;
}
NOTE: alpha, beta, and i 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(alpha, beta, i)
use fmin_fmax_functions
real(8), intent (in) :: alpha
real(8), intent (in) :: beta
real(8), intent (in) :: i
real(8) :: t_0
t_0 = (beta / i) * 0.125d0
code = (t_0 - (-0.0625d0)) - t_0
end function
assert alpha < beta && beta < i;
public static double code(double alpha, double beta, double i) {
double t_0 = (beta / i) * 0.125;
return (t_0 - -0.0625) - t_0;
}
[alpha, beta, i] = sort([alpha, beta, i]) def code(alpha, beta, i): t_0 = (beta / i) * 0.125 return (t_0 - -0.0625) - t_0
alpha, beta, i = sort([alpha, beta, i]) function code(alpha, beta, i) t_0 = Float64(Float64(beta / i) * 0.125) return Float64(Float64(t_0 - -0.0625) - t_0) end
alpha, beta, i = num2cell(sort([alpha, beta, i])){:}
function tmp = code(alpha, beta, i)
t_0 = (beta / i) * 0.125;
tmp = (t_0 - -0.0625) - t_0;
end
NOTE: alpha, beta, and i should be sorted in increasing order before calling this function.
code[alpha_, beta_, i_] := Block[{t$95$0 = N[(N[(beta / i), $MachinePrecision] * 0.125), $MachinePrecision]}, N[(N[(t$95$0 - -0.0625), $MachinePrecision] - t$95$0), $MachinePrecision]]
\begin{array}{l}
[alpha, beta, i] = \mathsf{sort}([alpha, beta, i])\\
\\
\begin{array}{l}
t_0 := \frac{\beta}{i} \cdot 0.125\\
\left(t\_0 - -0.0625\right) - t\_0
\end{array}
\end{array}
Initial program 16.6%
Taylor expanded in i around inf
lower--.f64N/A
lower-+.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lower-fma.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lower-+.f6477.0
Applied rewrites77.0%
Taylor expanded in alpha around 0
lower-*.f64N/A
lower-/.f6477.0
Applied rewrites77.0%
Taylor expanded in alpha around 0
Applied rewrites77.0%
lift-+.f64N/A
+-commutativeN/A
add-flipN/A
lower--.f64N/A
lift-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f64N/A
Applied rewrites77.0%
NOTE: alpha, beta, and i should be sorted in increasing order before calling this function. (FPCore (alpha beta i) :precision binary64 0.0625)
assert(alpha < beta && beta < i);
double code(double alpha, double beta, double i) {
return 0.0625;
}
NOTE: alpha, beta, and i 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(alpha, beta, i)
use fmin_fmax_functions
real(8), intent (in) :: alpha
real(8), intent (in) :: beta
real(8), intent (in) :: i
code = 0.0625d0
end function
assert alpha < beta && beta < i;
public static double code(double alpha, double beta, double i) {
return 0.0625;
}
[alpha, beta, i] = sort([alpha, beta, i]) def code(alpha, beta, i): return 0.0625
alpha, beta, i = sort([alpha, beta, i]) function code(alpha, beta, i) return 0.0625 end
alpha, beta, i = num2cell(sort([alpha, beta, i])){:}
function tmp = code(alpha, beta, i)
tmp = 0.0625;
end
NOTE: alpha, beta, and i should be sorted in increasing order before calling this function. code[alpha_, beta_, i_] := 0.0625
\begin{array}{l}
[alpha, beta, i] = \mathsf{sort}([alpha, beta, i])\\
\\
0.0625
\end{array}
Initial program 16.6%
Taylor expanded in i around inf
Applied rewrites70.7%
herbie shell --seed 2025150
(FPCore (alpha beta i)
:name "Octave 3.8, jcobi/4"
:precision binary64
:pre (and (and (> alpha -1.0) (> beta -1.0)) (> i 1.0))
(/ (/ (* (* i (+ (+ alpha beta) i)) (+ (* beta alpha) (* i (+ (+ alpha beta) i)))) (* (+ (+ alpha beta) (* 2.0 i)) (+ (+ alpha beta) (* 2.0 i)))) (- (* (+ (+ alpha beta) (* 2.0 i)) (+ (+ alpha beta) (* 2.0 i))) 1.0)))