
(FPCore (x eps) :precision binary64 (- (pow (+ x eps) 5.0) (pow x 5.0)))
double code(double x, double eps) {
return pow((x + eps), 5.0) - pow(x, 5.0);
}
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(x, eps)
use fmin_fmax_functions
real(8), intent (in) :: x
real(8), intent (in) :: eps
code = ((x + eps) ** 5.0d0) - (x ** 5.0d0)
end function
public static double code(double x, double eps) {
return Math.pow((x + eps), 5.0) - Math.pow(x, 5.0);
}
def code(x, eps): return math.pow((x + eps), 5.0) - math.pow(x, 5.0)
function code(x, eps) return Float64((Float64(x + eps) ^ 5.0) - (x ^ 5.0)) end
function tmp = code(x, eps) tmp = ((x + eps) ^ 5.0) - (x ^ 5.0); end
code[x_, eps_] := N[(N[Power[N[(x + eps), $MachinePrecision], 5.0], $MachinePrecision] - N[Power[x, 5.0], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
{\left(x + \varepsilon\right)}^{5} - {x}^{5}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 11 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x eps) :precision binary64 (- (pow (+ x eps) 5.0) (pow x 5.0)))
double code(double x, double eps) {
return pow((x + eps), 5.0) - pow(x, 5.0);
}
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(x, eps)
use fmin_fmax_functions
real(8), intent (in) :: x
real(8), intent (in) :: eps
code = ((x + eps) ** 5.0d0) - (x ** 5.0d0)
end function
public static double code(double x, double eps) {
return Math.pow((x + eps), 5.0) - Math.pow(x, 5.0);
}
def code(x, eps): return math.pow((x + eps), 5.0) - math.pow(x, 5.0)
function code(x, eps) return Float64((Float64(x + eps) ^ 5.0) - (x ^ 5.0)) end
function tmp = code(x, eps) tmp = ((x + eps) ^ 5.0) - (x ^ 5.0); end
code[x_, eps_] := N[(N[Power[N[(x + eps), $MachinePrecision], 5.0], $MachinePrecision] - N[Power[x, 5.0], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
{\left(x + \varepsilon\right)}^{5} - {x}^{5}
\end{array}
(FPCore (x eps)
:precision binary64
(let* ((t_0 (- (pow (+ x eps) 5.0) (pow x 5.0))))
(if (or (<= t_0 -2e-306) (not (<= t_0 0.0)))
t_0
(* (* (pow x 4.0) 5.0) eps))))
double code(double x, double eps) {
double t_0 = pow((x + eps), 5.0) - pow(x, 5.0);
double tmp;
if ((t_0 <= -2e-306) || !(t_0 <= 0.0)) {
tmp = t_0;
} else {
tmp = (pow(x, 4.0) * 5.0) * eps;
}
return tmp;
}
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(x, eps)
use fmin_fmax_functions
real(8), intent (in) :: x
real(8), intent (in) :: eps
real(8) :: t_0
real(8) :: tmp
t_0 = ((x + eps) ** 5.0d0) - (x ** 5.0d0)
if ((t_0 <= (-2d-306)) .or. (.not. (t_0 <= 0.0d0))) then
tmp = t_0
else
tmp = ((x ** 4.0d0) * 5.0d0) * eps
end if
code = tmp
end function
public static double code(double x, double eps) {
double t_0 = Math.pow((x + eps), 5.0) - Math.pow(x, 5.0);
double tmp;
if ((t_0 <= -2e-306) || !(t_0 <= 0.0)) {
tmp = t_0;
} else {
tmp = (Math.pow(x, 4.0) * 5.0) * eps;
}
return tmp;
}
def code(x, eps): t_0 = math.pow((x + eps), 5.0) - math.pow(x, 5.0) tmp = 0 if (t_0 <= -2e-306) or not (t_0 <= 0.0): tmp = t_0 else: tmp = (math.pow(x, 4.0) * 5.0) * eps return tmp
function code(x, eps) t_0 = Float64((Float64(x + eps) ^ 5.0) - (x ^ 5.0)) tmp = 0.0 if ((t_0 <= -2e-306) || !(t_0 <= 0.0)) tmp = t_0; else tmp = Float64(Float64((x ^ 4.0) * 5.0) * eps); end return tmp end
function tmp_2 = code(x, eps) t_0 = ((x + eps) ^ 5.0) - (x ^ 5.0); tmp = 0.0; if ((t_0 <= -2e-306) || ~((t_0 <= 0.0))) tmp = t_0; else tmp = ((x ^ 4.0) * 5.0) * eps; end tmp_2 = tmp; end
code[x_, eps_] := Block[{t$95$0 = N[(N[Power[N[(x + eps), $MachinePrecision], 5.0], $MachinePrecision] - N[Power[x, 5.0], $MachinePrecision]), $MachinePrecision]}, If[Or[LessEqual[t$95$0, -2e-306], N[Not[LessEqual[t$95$0, 0.0]], $MachinePrecision]], t$95$0, N[(N[(N[Power[x, 4.0], $MachinePrecision] * 5.0), $MachinePrecision] * eps), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := {\left(x + \varepsilon\right)}^{5} - {x}^{5}\\
\mathbf{if}\;t\_0 \leq -2 \cdot 10^{-306} \lor \neg \left(t\_0 \leq 0\right):\\
\;\;\;\;t\_0\\
\mathbf{else}:\\
\;\;\;\;\left({x}^{4} \cdot 5\right) \cdot \varepsilon\\
\end{array}
\end{array}
if (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < -2.00000000000000006e-306 or 0.0 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) Initial program 97.3%
if -2.00000000000000006e-306 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < 0.0Initial program 87.1%
Taylor expanded in x around inf
distribute-lft-inN/A
associate-*r*N/A
*-commutativeN/A
+-commutativeN/A
distribute-rgt-inN/A
*-commutativeN/A
lower-*.f64N/A
distribute-lft1-inN/A
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
lower-pow.f64100.0
Applied rewrites100.0%
Final simplification99.4%
(FPCore (x eps)
:precision binary64
(let* ((t_0 (- (pow (+ x eps) 5.0) (pow x 5.0))))
(if (or (<= t_0 -2e-306) (not (<= t_0 0.0)))
(*
(- (/ (fma 5.0 x (/ (fma 6.0 (* x x) (* (* x x) 4.0)) eps)) eps) -1.0)
(pow eps 5.0))
(* (* (pow x 4.0) 5.0) eps))))
double code(double x, double eps) {
double t_0 = pow((x + eps), 5.0) - pow(x, 5.0);
double tmp;
if ((t_0 <= -2e-306) || !(t_0 <= 0.0)) {
tmp = ((fma(5.0, x, (fma(6.0, (x * x), ((x * x) * 4.0)) / eps)) / eps) - -1.0) * pow(eps, 5.0);
} else {
tmp = (pow(x, 4.0) * 5.0) * eps;
}
return tmp;
}
function code(x, eps) t_0 = Float64((Float64(x + eps) ^ 5.0) - (x ^ 5.0)) tmp = 0.0 if ((t_0 <= -2e-306) || !(t_0 <= 0.0)) tmp = Float64(Float64(Float64(fma(5.0, x, Float64(fma(6.0, Float64(x * x), Float64(Float64(x * x) * 4.0)) / eps)) / eps) - -1.0) * (eps ^ 5.0)); else tmp = Float64(Float64((x ^ 4.0) * 5.0) * eps); end return tmp end
code[x_, eps_] := Block[{t$95$0 = N[(N[Power[N[(x + eps), $MachinePrecision], 5.0], $MachinePrecision] - N[Power[x, 5.0], $MachinePrecision]), $MachinePrecision]}, If[Or[LessEqual[t$95$0, -2e-306], N[Not[LessEqual[t$95$0, 0.0]], $MachinePrecision]], N[(N[(N[(N[(5.0 * x + N[(N[(6.0 * N[(x * x), $MachinePrecision] + N[(N[(x * x), $MachinePrecision] * 4.0), $MachinePrecision]), $MachinePrecision] / eps), $MachinePrecision]), $MachinePrecision] / eps), $MachinePrecision] - -1.0), $MachinePrecision] * N[Power[eps, 5.0], $MachinePrecision]), $MachinePrecision], N[(N[(N[Power[x, 4.0], $MachinePrecision] * 5.0), $MachinePrecision] * eps), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := {\left(x + \varepsilon\right)}^{5} - {x}^{5}\\
\mathbf{if}\;t\_0 \leq -2 \cdot 10^{-306} \lor \neg \left(t\_0 \leq 0\right):\\
\;\;\;\;\left(\frac{\mathsf{fma}\left(5, x, \frac{\mathsf{fma}\left(6, x \cdot x, \left(x \cdot x\right) \cdot 4\right)}{\varepsilon}\right)}{\varepsilon} - -1\right) \cdot {\varepsilon}^{5}\\
\mathbf{else}:\\
\;\;\;\;\left({x}^{4} \cdot 5\right) \cdot \varepsilon\\
\end{array}
\end{array}
if (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < -2.00000000000000006e-306 or 0.0 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) Initial program 97.3%
Taylor expanded in eps around -inf
mul-1-negN/A
*-commutativeN/A
distribute-lft-neg-inN/A
lower-*.f64N/A
Applied rewrites95.3%
if -2.00000000000000006e-306 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < 0.0Initial program 87.1%
Taylor expanded in x around inf
distribute-lft-inN/A
associate-*r*N/A
*-commutativeN/A
+-commutativeN/A
distribute-rgt-inN/A
*-commutativeN/A
lower-*.f64N/A
distribute-lft1-inN/A
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
lower-pow.f64100.0
Applied rewrites100.0%
Final simplification99.0%
(FPCore (x eps)
:precision binary64
(let* ((t_0 (- (pow (+ x eps) 5.0) (pow x 5.0))))
(if (<= t_0 -2e-306)
(*
(+
(fma (/ 2.0 eps) (/ (* x x) eps) 1.0)
(/ (fma 5.0 x (/ (* (* x x) 8.0) eps)) eps))
(pow eps 5.0))
(if (<= t_0 0.0)
(* (* (pow x 4.0) 5.0) eps)
(*
(- (/ (fma 5.0 x (/ (fma 6.0 (* x x) (* (* x x) 4.0)) eps)) eps) -1.0)
(pow eps 5.0))))))
double code(double x, double eps) {
double t_0 = pow((x + eps), 5.0) - pow(x, 5.0);
double tmp;
if (t_0 <= -2e-306) {
tmp = (fma((2.0 / eps), ((x * x) / eps), 1.0) + (fma(5.0, x, (((x * x) * 8.0) / eps)) / eps)) * pow(eps, 5.0);
} else if (t_0 <= 0.0) {
tmp = (pow(x, 4.0) * 5.0) * eps;
} else {
tmp = ((fma(5.0, x, (fma(6.0, (x * x), ((x * x) * 4.0)) / eps)) / eps) - -1.0) * pow(eps, 5.0);
}
return tmp;
}
function code(x, eps) t_0 = Float64((Float64(x + eps) ^ 5.0) - (x ^ 5.0)) tmp = 0.0 if (t_0 <= -2e-306) tmp = Float64(Float64(fma(Float64(2.0 / eps), Float64(Float64(x * x) / eps), 1.0) + Float64(fma(5.0, x, Float64(Float64(Float64(x * x) * 8.0) / eps)) / eps)) * (eps ^ 5.0)); elseif (t_0 <= 0.0) tmp = Float64(Float64((x ^ 4.0) * 5.0) * eps); else tmp = Float64(Float64(Float64(fma(5.0, x, Float64(fma(6.0, Float64(x * x), Float64(Float64(x * x) * 4.0)) / eps)) / eps) - -1.0) * (eps ^ 5.0)); end return tmp end
code[x_, eps_] := Block[{t$95$0 = N[(N[Power[N[(x + eps), $MachinePrecision], 5.0], $MachinePrecision] - N[Power[x, 5.0], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, -2e-306], N[(N[(N[(N[(2.0 / eps), $MachinePrecision] * N[(N[(x * x), $MachinePrecision] / eps), $MachinePrecision] + 1.0), $MachinePrecision] + N[(N[(5.0 * x + N[(N[(N[(x * x), $MachinePrecision] * 8.0), $MachinePrecision] / eps), $MachinePrecision]), $MachinePrecision] / eps), $MachinePrecision]), $MachinePrecision] * N[Power[eps, 5.0], $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$0, 0.0], N[(N[(N[Power[x, 4.0], $MachinePrecision] * 5.0), $MachinePrecision] * eps), $MachinePrecision], N[(N[(N[(N[(5.0 * x + N[(N[(6.0 * N[(x * x), $MachinePrecision] + N[(N[(x * x), $MachinePrecision] * 4.0), $MachinePrecision]), $MachinePrecision] / eps), $MachinePrecision]), $MachinePrecision] / eps), $MachinePrecision] - -1.0), $MachinePrecision] * N[Power[eps, 5.0], $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := {\left(x + \varepsilon\right)}^{5} - {x}^{5}\\
\mathbf{if}\;t\_0 \leq -2 \cdot 10^{-306}:\\
\;\;\;\;\left(\mathsf{fma}\left(\frac{2}{\varepsilon}, \frac{x \cdot x}{\varepsilon}, 1\right) + \frac{\mathsf{fma}\left(5, x, \frac{\left(x \cdot x\right) \cdot 8}{\varepsilon}\right)}{\varepsilon}\right) \cdot {\varepsilon}^{5}\\
\mathbf{elif}\;t\_0 \leq 0:\\
\;\;\;\;\left({x}^{4} \cdot 5\right) \cdot \varepsilon\\
\mathbf{else}:\\
\;\;\;\;\left(\frac{\mathsf{fma}\left(5, x, \frac{\mathsf{fma}\left(6, x \cdot x, \left(x \cdot x\right) \cdot 4\right)}{\varepsilon}\right)}{\varepsilon} - -1\right) \cdot {\varepsilon}^{5}\\
\end{array}
\end{array}
if (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < -2.00000000000000006e-306Initial program 97.1%
Taylor expanded in eps around inf
*-commutativeN/A
lower-*.f64N/A
Applied rewrites93.8%
if -2.00000000000000006e-306 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < 0.0Initial program 87.1%
Taylor expanded in x around inf
distribute-lft-inN/A
associate-*r*N/A
*-commutativeN/A
+-commutativeN/A
distribute-rgt-inN/A
*-commutativeN/A
lower-*.f64N/A
distribute-lft1-inN/A
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
lower-pow.f64100.0
Applied rewrites100.0%
if 0.0 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) Initial program 97.4%
Taylor expanded in eps around -inf
mul-1-negN/A
*-commutativeN/A
distribute-lft-neg-inN/A
lower-*.f64N/A
Applied rewrites96.6%
Final simplification99.0%
(FPCore (x eps)
:precision binary64
(let* ((t_0 (- (pow (+ x eps) 5.0) (pow x 5.0))))
(if (<= t_0 -2e-306)
(* (fma (fma 5.0 x eps) eps (* (* x x) 10.0)) (pow eps 3.0))
(if (<= t_0 0.0) (* (* (pow x 4.0) 5.0) eps) (pow eps 5.0)))))
double code(double x, double eps) {
double t_0 = pow((x + eps), 5.0) - pow(x, 5.0);
double tmp;
if (t_0 <= -2e-306) {
tmp = fma(fma(5.0, x, eps), eps, ((x * x) * 10.0)) * pow(eps, 3.0);
} else if (t_0 <= 0.0) {
tmp = (pow(x, 4.0) * 5.0) * eps;
} else {
tmp = pow(eps, 5.0);
}
return tmp;
}
function code(x, eps) t_0 = Float64((Float64(x + eps) ^ 5.0) - (x ^ 5.0)) tmp = 0.0 if (t_0 <= -2e-306) tmp = Float64(fma(fma(5.0, x, eps), eps, Float64(Float64(x * x) * 10.0)) * (eps ^ 3.0)); elseif (t_0 <= 0.0) tmp = Float64(Float64((x ^ 4.0) * 5.0) * eps); else tmp = eps ^ 5.0; end return tmp end
code[x_, eps_] := Block[{t$95$0 = N[(N[Power[N[(x + eps), $MachinePrecision], 5.0], $MachinePrecision] - N[Power[x, 5.0], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, -2e-306], N[(N[(N[(5.0 * x + eps), $MachinePrecision] * eps + N[(N[(x * x), $MachinePrecision] * 10.0), $MachinePrecision]), $MachinePrecision] * N[Power[eps, 3.0], $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$0, 0.0], N[(N[(N[Power[x, 4.0], $MachinePrecision] * 5.0), $MachinePrecision] * eps), $MachinePrecision], N[Power[eps, 5.0], $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := {\left(x + \varepsilon\right)}^{5} - {x}^{5}\\
\mathbf{if}\;t\_0 \leq -2 \cdot 10^{-306}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(5, x, \varepsilon\right), \varepsilon, \left(x \cdot x\right) \cdot 10\right) \cdot {\varepsilon}^{3}\\
\mathbf{elif}\;t\_0 \leq 0:\\
\;\;\;\;\left({x}^{4} \cdot 5\right) \cdot \varepsilon\\
\mathbf{else}:\\
\;\;\;\;{\varepsilon}^{5}\\
\end{array}
\end{array}
if (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < -2.00000000000000006e-306Initial program 97.1%
Taylor expanded in eps around -inf
mul-1-negN/A
*-commutativeN/A
distribute-lft-neg-inN/A
lower-*.f64N/A
Applied rewrites93.8%
Taylor expanded in eps around 0
Applied rewrites93.2%
if -2.00000000000000006e-306 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < 0.0Initial program 87.1%
Taylor expanded in x around inf
distribute-lft-inN/A
associate-*r*N/A
*-commutativeN/A
+-commutativeN/A
distribute-rgt-inN/A
*-commutativeN/A
lower-*.f64N/A
distribute-lft1-inN/A
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
lower-pow.f64100.0
Applied rewrites100.0%
if 0.0 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) Initial program 97.4%
Taylor expanded in x around 0
lower-pow.f6496.6
Applied rewrites96.6%
(FPCore (x eps)
:precision binary64
(let* ((t_0 (- (pow (+ x eps) 5.0) (pow x 5.0))))
(if (<= t_0 -2e-306)
(* (fma (fma 5.0 x eps) eps (* (* x x) 10.0)) (* (* eps eps) eps))
(if (<= t_0 0.0) (* (* (pow x 4.0) 5.0) eps) (pow eps 5.0)))))
double code(double x, double eps) {
double t_0 = pow((x + eps), 5.0) - pow(x, 5.0);
double tmp;
if (t_0 <= -2e-306) {
tmp = fma(fma(5.0, x, eps), eps, ((x * x) * 10.0)) * ((eps * eps) * eps);
} else if (t_0 <= 0.0) {
tmp = (pow(x, 4.0) * 5.0) * eps;
} else {
tmp = pow(eps, 5.0);
}
return tmp;
}
function code(x, eps) t_0 = Float64((Float64(x + eps) ^ 5.0) - (x ^ 5.0)) tmp = 0.0 if (t_0 <= -2e-306) tmp = Float64(fma(fma(5.0, x, eps), eps, Float64(Float64(x * x) * 10.0)) * Float64(Float64(eps * eps) * eps)); elseif (t_0 <= 0.0) tmp = Float64(Float64((x ^ 4.0) * 5.0) * eps); else tmp = eps ^ 5.0; end return tmp end
code[x_, eps_] := Block[{t$95$0 = N[(N[Power[N[(x + eps), $MachinePrecision], 5.0], $MachinePrecision] - N[Power[x, 5.0], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, -2e-306], N[(N[(N[(5.0 * x + eps), $MachinePrecision] * eps + N[(N[(x * x), $MachinePrecision] * 10.0), $MachinePrecision]), $MachinePrecision] * N[(N[(eps * eps), $MachinePrecision] * eps), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$0, 0.0], N[(N[(N[Power[x, 4.0], $MachinePrecision] * 5.0), $MachinePrecision] * eps), $MachinePrecision], N[Power[eps, 5.0], $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := {\left(x + \varepsilon\right)}^{5} - {x}^{5}\\
\mathbf{if}\;t\_0 \leq -2 \cdot 10^{-306}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(5, x, \varepsilon\right), \varepsilon, \left(x \cdot x\right) \cdot 10\right) \cdot \left(\left(\varepsilon \cdot \varepsilon\right) \cdot \varepsilon\right)\\
\mathbf{elif}\;t\_0 \leq 0:\\
\;\;\;\;\left({x}^{4} \cdot 5\right) \cdot \varepsilon\\
\mathbf{else}:\\
\;\;\;\;{\varepsilon}^{5}\\
\end{array}
\end{array}
if (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < -2.00000000000000006e-306Initial program 97.1%
Taylor expanded in eps around -inf
mul-1-negN/A
*-commutativeN/A
distribute-lft-neg-inN/A
lower-*.f64N/A
Applied rewrites93.8%
Taylor expanded in eps around 0
Applied rewrites93.2%
Applied rewrites93.0%
if -2.00000000000000006e-306 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < 0.0Initial program 87.1%
Taylor expanded in x around inf
distribute-lft-inN/A
associate-*r*N/A
*-commutativeN/A
+-commutativeN/A
distribute-rgt-inN/A
*-commutativeN/A
lower-*.f64N/A
distribute-lft1-inN/A
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
lower-pow.f64100.0
Applied rewrites100.0%
if 0.0 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) Initial program 97.4%
Taylor expanded in x around 0
lower-pow.f6496.6
Applied rewrites96.6%
(FPCore (x eps)
:precision binary64
(let* ((t_0 (- (pow (+ x eps) 5.0) (pow x 5.0))))
(if (<= t_0 -2e-306)
(* (fma (fma 5.0 x eps) eps (* (* x x) 10.0)) (* (* eps eps) eps))
(if (<= t_0 0.0) (* (* x x) (* (* (* eps x) 5.0) x)) (pow eps 5.0)))))
double code(double x, double eps) {
double t_0 = pow((x + eps), 5.0) - pow(x, 5.0);
double tmp;
if (t_0 <= -2e-306) {
tmp = fma(fma(5.0, x, eps), eps, ((x * x) * 10.0)) * ((eps * eps) * eps);
} else if (t_0 <= 0.0) {
tmp = (x * x) * (((eps * x) * 5.0) * x);
} else {
tmp = pow(eps, 5.0);
}
return tmp;
}
function code(x, eps) t_0 = Float64((Float64(x + eps) ^ 5.0) - (x ^ 5.0)) tmp = 0.0 if (t_0 <= -2e-306) tmp = Float64(fma(fma(5.0, x, eps), eps, Float64(Float64(x * x) * 10.0)) * Float64(Float64(eps * eps) * eps)); elseif (t_0 <= 0.0) tmp = Float64(Float64(x * x) * Float64(Float64(Float64(eps * x) * 5.0) * x)); else tmp = eps ^ 5.0; end return tmp end
code[x_, eps_] := Block[{t$95$0 = N[(N[Power[N[(x + eps), $MachinePrecision], 5.0], $MachinePrecision] - N[Power[x, 5.0], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, -2e-306], N[(N[(N[(5.0 * x + eps), $MachinePrecision] * eps + N[(N[(x * x), $MachinePrecision] * 10.0), $MachinePrecision]), $MachinePrecision] * N[(N[(eps * eps), $MachinePrecision] * eps), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$0, 0.0], N[(N[(x * x), $MachinePrecision] * N[(N[(N[(eps * x), $MachinePrecision] * 5.0), $MachinePrecision] * x), $MachinePrecision]), $MachinePrecision], N[Power[eps, 5.0], $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := {\left(x + \varepsilon\right)}^{5} - {x}^{5}\\
\mathbf{if}\;t\_0 \leq -2 \cdot 10^{-306}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(5, x, \varepsilon\right), \varepsilon, \left(x \cdot x\right) \cdot 10\right) \cdot \left(\left(\varepsilon \cdot \varepsilon\right) \cdot \varepsilon\right)\\
\mathbf{elif}\;t\_0 \leq 0:\\
\;\;\;\;\left(x \cdot x\right) \cdot \left(\left(\left(\varepsilon \cdot x\right) \cdot 5\right) \cdot x\right)\\
\mathbf{else}:\\
\;\;\;\;{\varepsilon}^{5}\\
\end{array}
\end{array}
if (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < -2.00000000000000006e-306Initial program 97.1%
Taylor expanded in eps around -inf
mul-1-negN/A
*-commutativeN/A
distribute-lft-neg-inN/A
lower-*.f64N/A
Applied rewrites93.8%
Taylor expanded in eps around 0
Applied rewrites93.2%
Applied rewrites93.0%
if -2.00000000000000006e-306 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < 0.0Initial program 87.1%
Taylor expanded in x around inf
distribute-lft-inN/A
associate-*r*N/A
*-commutativeN/A
+-commutativeN/A
distribute-rgt-inN/A
*-commutativeN/A
lower-*.f64N/A
distribute-lft1-inN/A
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
lower-pow.f64100.0
Applied rewrites100.0%
Applied rewrites99.9%
Applied rewrites99.9%
if 0.0 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) Initial program 97.4%
Taylor expanded in x around 0
lower-pow.f6496.6
Applied rewrites96.6%
(FPCore (x eps)
:precision binary64
(let* ((t_0 (- (pow (+ x eps) 5.0) (pow x 5.0))))
(if (or (<= t_0 -2e-306) (not (<= t_0 0.0)))
(* (* (* (* (fma 5.0 x eps) eps) eps) eps) eps)
(* (* x x) (* (* (* eps x) 5.0) x)))))
double code(double x, double eps) {
double t_0 = pow((x + eps), 5.0) - pow(x, 5.0);
double tmp;
if ((t_0 <= -2e-306) || !(t_0 <= 0.0)) {
tmp = (((fma(5.0, x, eps) * eps) * eps) * eps) * eps;
} else {
tmp = (x * x) * (((eps * x) * 5.0) * x);
}
return tmp;
}
function code(x, eps) t_0 = Float64((Float64(x + eps) ^ 5.0) - (x ^ 5.0)) tmp = 0.0 if ((t_0 <= -2e-306) || !(t_0 <= 0.0)) tmp = Float64(Float64(Float64(Float64(fma(5.0, x, eps) * eps) * eps) * eps) * eps); else tmp = Float64(Float64(x * x) * Float64(Float64(Float64(eps * x) * 5.0) * x)); end return tmp end
code[x_, eps_] := Block[{t$95$0 = N[(N[Power[N[(x + eps), $MachinePrecision], 5.0], $MachinePrecision] - N[Power[x, 5.0], $MachinePrecision]), $MachinePrecision]}, If[Or[LessEqual[t$95$0, -2e-306], N[Not[LessEqual[t$95$0, 0.0]], $MachinePrecision]], N[(N[(N[(N[(N[(5.0 * x + eps), $MachinePrecision] * eps), $MachinePrecision] * eps), $MachinePrecision] * eps), $MachinePrecision] * eps), $MachinePrecision], N[(N[(x * x), $MachinePrecision] * N[(N[(N[(eps * x), $MachinePrecision] * 5.0), $MachinePrecision] * x), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := {\left(x + \varepsilon\right)}^{5} - {x}^{5}\\
\mathbf{if}\;t\_0 \leq -2 \cdot 10^{-306} \lor \neg \left(t\_0 \leq 0\right):\\
\;\;\;\;\left(\left(\left(\mathsf{fma}\left(5, x, \varepsilon\right) \cdot \varepsilon\right) \cdot \varepsilon\right) \cdot \varepsilon\right) \cdot \varepsilon\\
\mathbf{else}:\\
\;\;\;\;\left(x \cdot x\right) \cdot \left(\left(\left(\varepsilon \cdot x\right) \cdot 5\right) \cdot x\right)\\
\end{array}
\end{array}
if (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < -2.00000000000000006e-306 or 0.0 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) Initial program 97.3%
Taylor expanded in eps around inf
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft1-inN/A
metadata-evalN/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-pow.f6494.5
Applied rewrites94.5%
Taylor expanded in x around 0
+-commutativeN/A
metadata-evalN/A
pow-plus-revN/A
*-commutativeN/A
distribute-lft1-inN/A
metadata-evalN/A
associate-*r*N/A
*-commutativeN/A
distribute-rgt-inN/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f64N/A
lower-pow.f6494.2
Applied rewrites94.2%
Applied rewrites93.8%
Applied rewrites93.9%
if -2.00000000000000006e-306 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < 0.0Initial program 87.1%
Taylor expanded in x around inf
distribute-lft-inN/A
associate-*r*N/A
*-commutativeN/A
+-commutativeN/A
distribute-rgt-inN/A
*-commutativeN/A
lower-*.f64N/A
distribute-lft1-inN/A
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
lower-pow.f64100.0
Applied rewrites100.0%
Applied rewrites99.9%
Applied rewrites99.9%
Final simplification98.7%
(FPCore (x eps)
:precision binary64
(let* ((t_0 (- (pow (+ x eps) 5.0) (pow x 5.0))))
(if (<= t_0 -2e-306)
(* (fma (fma 5.0 x eps) eps (* (* x x) 10.0)) (* (* eps eps) eps))
(if (<= t_0 0.0)
(* (* x x) (* (* (* eps x) 5.0) x))
(* (* (* (* (fma 5.0 x eps) eps) eps) eps) eps)))))
double code(double x, double eps) {
double t_0 = pow((x + eps), 5.0) - pow(x, 5.0);
double tmp;
if (t_0 <= -2e-306) {
tmp = fma(fma(5.0, x, eps), eps, ((x * x) * 10.0)) * ((eps * eps) * eps);
} else if (t_0 <= 0.0) {
tmp = (x * x) * (((eps * x) * 5.0) * x);
} else {
tmp = (((fma(5.0, x, eps) * eps) * eps) * eps) * eps;
}
return tmp;
}
function code(x, eps) t_0 = Float64((Float64(x + eps) ^ 5.0) - (x ^ 5.0)) tmp = 0.0 if (t_0 <= -2e-306) tmp = Float64(fma(fma(5.0, x, eps), eps, Float64(Float64(x * x) * 10.0)) * Float64(Float64(eps * eps) * eps)); elseif (t_0 <= 0.0) tmp = Float64(Float64(x * x) * Float64(Float64(Float64(eps * x) * 5.0) * x)); else tmp = Float64(Float64(Float64(Float64(fma(5.0, x, eps) * eps) * eps) * eps) * eps); end return tmp end
code[x_, eps_] := Block[{t$95$0 = N[(N[Power[N[(x + eps), $MachinePrecision], 5.0], $MachinePrecision] - N[Power[x, 5.0], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, -2e-306], N[(N[(N[(5.0 * x + eps), $MachinePrecision] * eps + N[(N[(x * x), $MachinePrecision] * 10.0), $MachinePrecision]), $MachinePrecision] * N[(N[(eps * eps), $MachinePrecision] * eps), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$0, 0.0], N[(N[(x * x), $MachinePrecision] * N[(N[(N[(eps * x), $MachinePrecision] * 5.0), $MachinePrecision] * x), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(N[(5.0 * x + eps), $MachinePrecision] * eps), $MachinePrecision] * eps), $MachinePrecision] * eps), $MachinePrecision] * eps), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := {\left(x + \varepsilon\right)}^{5} - {x}^{5}\\
\mathbf{if}\;t\_0 \leq -2 \cdot 10^{-306}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(5, x, \varepsilon\right), \varepsilon, \left(x \cdot x\right) \cdot 10\right) \cdot \left(\left(\varepsilon \cdot \varepsilon\right) \cdot \varepsilon\right)\\
\mathbf{elif}\;t\_0 \leq 0:\\
\;\;\;\;\left(x \cdot x\right) \cdot \left(\left(\left(\varepsilon \cdot x\right) \cdot 5\right) \cdot x\right)\\
\mathbf{else}:\\
\;\;\;\;\left(\left(\left(\mathsf{fma}\left(5, x, \varepsilon\right) \cdot \varepsilon\right) \cdot \varepsilon\right) \cdot \varepsilon\right) \cdot \varepsilon\\
\end{array}
\end{array}
if (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < -2.00000000000000006e-306Initial program 97.1%
Taylor expanded in eps around -inf
mul-1-negN/A
*-commutativeN/A
distribute-lft-neg-inN/A
lower-*.f64N/A
Applied rewrites93.8%
Taylor expanded in eps around 0
Applied rewrites93.2%
Applied rewrites93.0%
if -2.00000000000000006e-306 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < 0.0Initial program 87.1%
Taylor expanded in x around inf
distribute-lft-inN/A
associate-*r*N/A
*-commutativeN/A
+-commutativeN/A
distribute-rgt-inN/A
*-commutativeN/A
lower-*.f64N/A
distribute-lft1-inN/A
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
lower-pow.f64100.0
Applied rewrites100.0%
Applied rewrites99.9%
Applied rewrites99.9%
if 0.0 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) Initial program 97.4%
Taylor expanded in eps around inf
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft1-inN/A
metadata-evalN/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-pow.f6496.4
Applied rewrites96.4%
Taylor expanded in x around 0
+-commutativeN/A
metadata-evalN/A
pow-plus-revN/A
*-commutativeN/A
distribute-lft1-inN/A
metadata-evalN/A
associate-*r*N/A
*-commutativeN/A
distribute-rgt-inN/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f64N/A
lower-pow.f6496.2
Applied rewrites96.2%
Applied rewrites95.9%
Applied rewrites95.9%
(FPCore (x eps)
:precision binary64
(let* ((t_0 (- (pow (+ x eps) 5.0) (pow x 5.0))))
(if (or (<= t_0 -2e-306) (not (<= t_0 0.0)))
(* (* eps eps) (* (* eps eps) eps))
(* (* x x) (* (* (* eps x) 5.0) x)))))
double code(double x, double eps) {
double t_0 = pow((x + eps), 5.0) - pow(x, 5.0);
double tmp;
if ((t_0 <= -2e-306) || !(t_0 <= 0.0)) {
tmp = (eps * eps) * ((eps * eps) * eps);
} else {
tmp = (x * x) * (((eps * x) * 5.0) * x);
}
return tmp;
}
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(x, eps)
use fmin_fmax_functions
real(8), intent (in) :: x
real(8), intent (in) :: eps
real(8) :: t_0
real(8) :: tmp
t_0 = ((x + eps) ** 5.0d0) - (x ** 5.0d0)
if ((t_0 <= (-2d-306)) .or. (.not. (t_0 <= 0.0d0))) then
tmp = (eps * eps) * ((eps * eps) * eps)
else
tmp = (x * x) * (((eps * x) * 5.0d0) * x)
end if
code = tmp
end function
public static double code(double x, double eps) {
double t_0 = Math.pow((x + eps), 5.0) - Math.pow(x, 5.0);
double tmp;
if ((t_0 <= -2e-306) || !(t_0 <= 0.0)) {
tmp = (eps * eps) * ((eps * eps) * eps);
} else {
tmp = (x * x) * (((eps * x) * 5.0) * x);
}
return tmp;
}
def code(x, eps): t_0 = math.pow((x + eps), 5.0) - math.pow(x, 5.0) tmp = 0 if (t_0 <= -2e-306) or not (t_0 <= 0.0): tmp = (eps * eps) * ((eps * eps) * eps) else: tmp = (x * x) * (((eps * x) * 5.0) * x) return tmp
function code(x, eps) t_0 = Float64((Float64(x + eps) ^ 5.0) - (x ^ 5.0)) tmp = 0.0 if ((t_0 <= -2e-306) || !(t_0 <= 0.0)) tmp = Float64(Float64(eps * eps) * Float64(Float64(eps * eps) * eps)); else tmp = Float64(Float64(x * x) * Float64(Float64(Float64(eps * x) * 5.0) * x)); end return tmp end
function tmp_2 = code(x, eps) t_0 = ((x + eps) ^ 5.0) - (x ^ 5.0); tmp = 0.0; if ((t_0 <= -2e-306) || ~((t_0 <= 0.0))) tmp = (eps * eps) * ((eps * eps) * eps); else tmp = (x * x) * (((eps * x) * 5.0) * x); end tmp_2 = tmp; end
code[x_, eps_] := Block[{t$95$0 = N[(N[Power[N[(x + eps), $MachinePrecision], 5.0], $MachinePrecision] - N[Power[x, 5.0], $MachinePrecision]), $MachinePrecision]}, If[Or[LessEqual[t$95$0, -2e-306], N[Not[LessEqual[t$95$0, 0.0]], $MachinePrecision]], N[(N[(eps * eps), $MachinePrecision] * N[(N[(eps * eps), $MachinePrecision] * eps), $MachinePrecision]), $MachinePrecision], N[(N[(x * x), $MachinePrecision] * N[(N[(N[(eps * x), $MachinePrecision] * 5.0), $MachinePrecision] * x), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := {\left(x + \varepsilon\right)}^{5} - {x}^{5}\\
\mathbf{if}\;t\_0 \leq -2 \cdot 10^{-306} \lor \neg \left(t\_0 \leq 0\right):\\
\;\;\;\;\left(\varepsilon \cdot \varepsilon\right) \cdot \left(\left(\varepsilon \cdot \varepsilon\right) \cdot \varepsilon\right)\\
\mathbf{else}:\\
\;\;\;\;\left(x \cdot x\right) \cdot \left(\left(\left(\varepsilon \cdot x\right) \cdot 5\right) \cdot x\right)\\
\end{array}
\end{array}
if (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < -2.00000000000000006e-306 or 0.0 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) Initial program 97.3%
Taylor expanded in eps around -inf
mul-1-negN/A
*-commutativeN/A
distribute-lft-neg-inN/A
lower-*.f64N/A
Applied rewrites95.3%
Taylor expanded in eps around 0
Applied rewrites94.7%
Applied rewrites94.4%
Taylor expanded in x around 0
Applied rewrites93.0%
if -2.00000000000000006e-306 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < 0.0Initial program 87.1%
Taylor expanded in x around inf
distribute-lft-inN/A
associate-*r*N/A
*-commutativeN/A
+-commutativeN/A
distribute-rgt-inN/A
*-commutativeN/A
lower-*.f64N/A
distribute-lft1-inN/A
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
lower-pow.f64100.0
Applied rewrites100.0%
Applied rewrites99.9%
Applied rewrites99.9%
Final simplification98.5%
(FPCore (x eps)
:precision binary64
(let* ((t_0 (- (pow (+ x eps) 5.0) (pow x 5.0))))
(if (or (<= t_0 -2e-306) (not (<= t_0 0.0)))
(* (* eps eps) (* (* eps eps) eps))
(* (* x x) (* (* x x) (* 5.0 eps))))))
double code(double x, double eps) {
double t_0 = pow((x + eps), 5.0) - pow(x, 5.0);
double tmp;
if ((t_0 <= -2e-306) || !(t_0 <= 0.0)) {
tmp = (eps * eps) * ((eps * eps) * eps);
} else {
tmp = (x * x) * ((x * x) * (5.0 * eps));
}
return tmp;
}
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(x, eps)
use fmin_fmax_functions
real(8), intent (in) :: x
real(8), intent (in) :: eps
real(8) :: t_0
real(8) :: tmp
t_0 = ((x + eps) ** 5.0d0) - (x ** 5.0d0)
if ((t_0 <= (-2d-306)) .or. (.not. (t_0 <= 0.0d0))) then
tmp = (eps * eps) * ((eps * eps) * eps)
else
tmp = (x * x) * ((x * x) * (5.0d0 * eps))
end if
code = tmp
end function
public static double code(double x, double eps) {
double t_0 = Math.pow((x + eps), 5.0) - Math.pow(x, 5.0);
double tmp;
if ((t_0 <= -2e-306) || !(t_0 <= 0.0)) {
tmp = (eps * eps) * ((eps * eps) * eps);
} else {
tmp = (x * x) * ((x * x) * (5.0 * eps));
}
return tmp;
}
def code(x, eps): t_0 = math.pow((x + eps), 5.0) - math.pow(x, 5.0) tmp = 0 if (t_0 <= -2e-306) or not (t_0 <= 0.0): tmp = (eps * eps) * ((eps * eps) * eps) else: tmp = (x * x) * ((x * x) * (5.0 * eps)) return tmp
function code(x, eps) t_0 = Float64((Float64(x + eps) ^ 5.0) - (x ^ 5.0)) tmp = 0.0 if ((t_0 <= -2e-306) || !(t_0 <= 0.0)) tmp = Float64(Float64(eps * eps) * Float64(Float64(eps * eps) * eps)); else tmp = Float64(Float64(x * x) * Float64(Float64(x * x) * Float64(5.0 * eps))); end return tmp end
function tmp_2 = code(x, eps) t_0 = ((x + eps) ^ 5.0) - (x ^ 5.0); tmp = 0.0; if ((t_0 <= -2e-306) || ~((t_0 <= 0.0))) tmp = (eps * eps) * ((eps * eps) * eps); else tmp = (x * x) * ((x * x) * (5.0 * eps)); end tmp_2 = tmp; end
code[x_, eps_] := Block[{t$95$0 = N[(N[Power[N[(x + eps), $MachinePrecision], 5.0], $MachinePrecision] - N[Power[x, 5.0], $MachinePrecision]), $MachinePrecision]}, If[Or[LessEqual[t$95$0, -2e-306], N[Not[LessEqual[t$95$0, 0.0]], $MachinePrecision]], N[(N[(eps * eps), $MachinePrecision] * N[(N[(eps * eps), $MachinePrecision] * eps), $MachinePrecision]), $MachinePrecision], N[(N[(x * x), $MachinePrecision] * N[(N[(x * x), $MachinePrecision] * N[(5.0 * eps), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := {\left(x + \varepsilon\right)}^{5} - {x}^{5}\\
\mathbf{if}\;t\_0 \leq -2 \cdot 10^{-306} \lor \neg \left(t\_0 \leq 0\right):\\
\;\;\;\;\left(\varepsilon \cdot \varepsilon\right) \cdot \left(\left(\varepsilon \cdot \varepsilon\right) \cdot \varepsilon\right)\\
\mathbf{else}:\\
\;\;\;\;\left(x \cdot x\right) \cdot \left(\left(x \cdot x\right) \cdot \left(5 \cdot \varepsilon\right)\right)\\
\end{array}
\end{array}
if (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < -2.00000000000000006e-306 or 0.0 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) Initial program 97.3%
Taylor expanded in eps around -inf
mul-1-negN/A
*-commutativeN/A
distribute-lft-neg-inN/A
lower-*.f64N/A
Applied rewrites95.3%
Taylor expanded in eps around 0
Applied rewrites94.7%
Applied rewrites94.4%
Taylor expanded in x around 0
Applied rewrites93.0%
if -2.00000000000000006e-306 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < 0.0Initial program 87.1%
Taylor expanded in x around inf
distribute-lft-inN/A
associate-*r*N/A
*-commutativeN/A
+-commutativeN/A
distribute-rgt-inN/A
*-commutativeN/A
lower-*.f64N/A
distribute-lft1-inN/A
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
lower-pow.f64100.0
Applied rewrites100.0%
Applied rewrites99.9%
Final simplification98.5%
(FPCore (x eps) :precision binary64 (* (* eps eps) (* (* eps eps) eps)))
double code(double x, double eps) {
return (eps * eps) * ((eps * eps) * eps);
}
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(x, eps)
use fmin_fmax_functions
real(8), intent (in) :: x
real(8), intent (in) :: eps
code = (eps * eps) * ((eps * eps) * eps)
end function
public static double code(double x, double eps) {
return (eps * eps) * ((eps * eps) * eps);
}
def code(x, eps): return (eps * eps) * ((eps * eps) * eps)
function code(x, eps) return Float64(Float64(eps * eps) * Float64(Float64(eps * eps) * eps)) end
function tmp = code(x, eps) tmp = (eps * eps) * ((eps * eps) * eps); end
code[x_, eps_] := N[(N[(eps * eps), $MachinePrecision] * N[(N[(eps * eps), $MachinePrecision] * eps), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(\varepsilon \cdot \varepsilon\right) \cdot \left(\left(\varepsilon \cdot \varepsilon\right) \cdot \varepsilon\right)
\end{array}
Initial program 89.2%
Taylor expanded in eps around -inf
mul-1-negN/A
*-commutativeN/A
distribute-lft-neg-inN/A
lower-*.f64N/A
Applied rewrites77.3%
Taylor expanded in eps around 0
Applied rewrites88.7%
Applied rewrites88.6%
Taylor expanded in x around 0
Applied rewrites88.3%
herbie shell --seed 2025017
(FPCore (x eps)
:name "ENA, Section 1.4, Exercise 4b, n=5"
:precision binary64
:pre (and (and (<= -1000000000.0 x) (<= x 1000000000.0)) (and (<= -1.0 eps) (<= eps 1.0)))
(- (pow (+ x eps) 5.0) (pow x 5.0)))