
(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 13 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 -4e-301) (not (<= t_0 0.0)))
t_0
(* (* 5.0 (pow x 4.0)) eps))))
double code(double x, double eps) {
double t_0 = pow((x + eps), 5.0) - pow(x, 5.0);
double tmp;
if ((t_0 <= -4e-301) || !(t_0 <= 0.0)) {
tmp = t_0;
} else {
tmp = (5.0 * pow(x, 4.0)) * 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 <= (-4d-301)) .or. (.not. (t_0 <= 0.0d0))) then
tmp = t_0
else
tmp = (5.0d0 * (x ** 4.0d0)) * 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 <= -4e-301) || !(t_0 <= 0.0)) {
tmp = t_0;
} else {
tmp = (5.0 * Math.pow(x, 4.0)) * 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 <= -4e-301) or not (t_0 <= 0.0): tmp = t_0 else: tmp = (5.0 * math.pow(x, 4.0)) * eps return tmp
function code(x, eps) t_0 = Float64((Float64(x + eps) ^ 5.0) - (x ^ 5.0)) tmp = 0.0 if ((t_0 <= -4e-301) || !(t_0 <= 0.0)) tmp = t_0; else tmp = Float64(Float64(5.0 * (x ^ 4.0)) * 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 <= -4e-301) || ~((t_0 <= 0.0))) tmp = t_0; else tmp = (5.0 * (x ^ 4.0)) * 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, -4e-301], N[Not[LessEqual[t$95$0, 0.0]], $MachinePrecision]], t$95$0, N[(N[(5.0 * N[Power[x, 4.0], $MachinePrecision]), $MachinePrecision] * eps), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := {\left(x + \varepsilon\right)}^{5} - {x}^{5}\\
\mathbf{if}\;t\_0 \leq -4 \cdot 10^{-301} \lor \neg \left(t\_0 \leq 0\right):\\
\;\;\;\;t\_0\\
\mathbf{else}:\\
\;\;\;\;\left(5 \cdot {x}^{4}\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))) < -4.00000000000000027e-301 or 0.0 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) Initial program 97.1%
if -4.00000000000000027e-301 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < 0.0Initial program 84.8%
Taylor expanded in eps around 0
*-commutativeN/A
lower-*.f64N/A
distribute-lft1-inN/A
metadata-evalN/A
lower-*.f64N/A
lower-pow.f6499.9
Applied rewrites99.9%
Final simplification99.5%
(FPCore (x eps)
:precision binary64
(if (<= x -8.5e-47)
(* (* (fma (/ eps x) 10.0 5.0) eps) (pow x 4.0))
(if (<= x 5.8e-39)
(* (fma 5.0 (/ x eps) 1.0) (pow eps 5.0))
(*
(/ (fma (* (* eps x) 5.0) x (* (* 10.0 (* eps eps)) x)) (* x x))
(* (* x x) (* x x))))))
double code(double x, double eps) {
double tmp;
if (x <= -8.5e-47) {
tmp = (fma((eps / x), 10.0, 5.0) * eps) * pow(x, 4.0);
} else if (x <= 5.8e-39) {
tmp = fma(5.0, (x / eps), 1.0) * pow(eps, 5.0);
} else {
tmp = (fma(((eps * x) * 5.0), x, ((10.0 * (eps * eps)) * x)) / (x * x)) * ((x * x) * (x * x));
}
return tmp;
}
function code(x, eps) tmp = 0.0 if (x <= -8.5e-47) tmp = Float64(Float64(fma(Float64(eps / x), 10.0, 5.0) * eps) * (x ^ 4.0)); elseif (x <= 5.8e-39) tmp = Float64(fma(5.0, Float64(x / eps), 1.0) * (eps ^ 5.0)); else tmp = Float64(Float64(fma(Float64(Float64(eps * x) * 5.0), x, Float64(Float64(10.0 * Float64(eps * eps)) * x)) / Float64(x * x)) * Float64(Float64(x * x) * Float64(x * x))); end return tmp end
code[x_, eps_] := If[LessEqual[x, -8.5e-47], N[(N[(N[(N[(eps / x), $MachinePrecision] * 10.0 + 5.0), $MachinePrecision] * eps), $MachinePrecision] * N[Power[x, 4.0], $MachinePrecision]), $MachinePrecision], If[LessEqual[x, 5.8e-39], N[(N[(5.0 * N[(x / eps), $MachinePrecision] + 1.0), $MachinePrecision] * N[Power[eps, 5.0], $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(N[(eps * x), $MachinePrecision] * 5.0), $MachinePrecision] * x + N[(N[(10.0 * N[(eps * eps), $MachinePrecision]), $MachinePrecision] * x), $MachinePrecision]), $MachinePrecision] / N[(x * x), $MachinePrecision]), $MachinePrecision] * N[(N[(x * x), $MachinePrecision] * N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq -8.5 \cdot 10^{-47}:\\
\;\;\;\;\left(\mathsf{fma}\left(\frac{\varepsilon}{x}, 10, 5\right) \cdot \varepsilon\right) \cdot {x}^{4}\\
\mathbf{elif}\;x \leq 5.8 \cdot 10^{-39}:\\
\;\;\;\;\mathsf{fma}\left(5, \frac{x}{\varepsilon}, 1\right) \cdot {\varepsilon}^{5}\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(\left(\varepsilon \cdot x\right) \cdot 5, x, \left(10 \cdot \left(\varepsilon \cdot \varepsilon\right)\right) \cdot x\right)}{x \cdot x} \cdot \left(\left(x \cdot x\right) \cdot \left(x \cdot x\right)\right)\\
\end{array}
\end{array}
if x < -8.4999999999999999e-47Initial program 24.3%
Taylor expanded in x around -inf
*-commutativeN/A
lower-*.f64N/A
Applied rewrites93.2%
Taylor expanded in eps around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f6493.2
Applied rewrites93.2%
if -8.4999999999999999e-47 < x < 5.79999999999999975e-39Initial program 100.0%
Taylor expanded in eps around inf
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft1-inN/A
metadata-evalN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-pow.f64100.0
Applied rewrites100.0%
if 5.79999999999999975e-39 < x Initial program 11.5%
Taylor expanded in x around -inf
*-commutativeN/A
lower-*.f64N/A
Applied rewrites99.5%
lift-pow.f64N/A
metadata-evalN/A
pow-prod-upN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6499.3
Applied rewrites99.3%
Taylor expanded in x around 0
lower-/.f64N/A
Applied rewrites99.2%
Applied rewrites99.6%
(FPCore (x eps)
:precision binary64
(let* ((t_0 (* (* x x) (* x x))))
(if (<= x -8.5e-47)
(* (/ (* (fma 10.0 eps (* 5.0 x)) eps) x) t_0)
(if (<= x 5.8e-39)
(* (fma 5.0 (/ x eps) 1.0) (pow eps 5.0))
(*
(/ (fma (* (* eps x) 5.0) x (* (* 10.0 (* eps eps)) x)) (* x x))
t_0)))))
double code(double x, double eps) {
double t_0 = (x * x) * (x * x);
double tmp;
if (x <= -8.5e-47) {
tmp = ((fma(10.0, eps, (5.0 * x)) * eps) / x) * t_0;
} else if (x <= 5.8e-39) {
tmp = fma(5.0, (x / eps), 1.0) * pow(eps, 5.0);
} else {
tmp = (fma(((eps * x) * 5.0), x, ((10.0 * (eps * eps)) * x)) / (x * x)) * t_0;
}
return tmp;
}
function code(x, eps) t_0 = Float64(Float64(x * x) * Float64(x * x)) tmp = 0.0 if (x <= -8.5e-47) tmp = Float64(Float64(Float64(fma(10.0, eps, Float64(5.0 * x)) * eps) / x) * t_0); elseif (x <= 5.8e-39) tmp = Float64(fma(5.0, Float64(x / eps), 1.0) * (eps ^ 5.0)); else tmp = Float64(Float64(fma(Float64(Float64(eps * x) * 5.0), x, Float64(Float64(10.0 * Float64(eps * eps)) * x)) / Float64(x * x)) * t_0); end return tmp end
code[x_, eps_] := Block[{t$95$0 = N[(N[(x * x), $MachinePrecision] * N[(x * x), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[x, -8.5e-47], N[(N[(N[(N[(10.0 * eps + N[(5.0 * x), $MachinePrecision]), $MachinePrecision] * eps), $MachinePrecision] / x), $MachinePrecision] * t$95$0), $MachinePrecision], If[LessEqual[x, 5.8e-39], N[(N[(5.0 * N[(x / eps), $MachinePrecision] + 1.0), $MachinePrecision] * N[Power[eps, 5.0], $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(N[(eps * x), $MachinePrecision] * 5.0), $MachinePrecision] * x + N[(N[(10.0 * N[(eps * eps), $MachinePrecision]), $MachinePrecision] * x), $MachinePrecision]), $MachinePrecision] / N[(x * x), $MachinePrecision]), $MachinePrecision] * t$95$0), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(x \cdot x\right) \cdot \left(x \cdot x\right)\\
\mathbf{if}\;x \leq -8.5 \cdot 10^{-47}:\\
\;\;\;\;\frac{\mathsf{fma}\left(10, \varepsilon, 5 \cdot x\right) \cdot \varepsilon}{x} \cdot t\_0\\
\mathbf{elif}\;x \leq 5.8 \cdot 10^{-39}:\\
\;\;\;\;\mathsf{fma}\left(5, \frac{x}{\varepsilon}, 1\right) \cdot {\varepsilon}^{5}\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(\left(\varepsilon \cdot x\right) \cdot 5, x, \left(10 \cdot \left(\varepsilon \cdot \varepsilon\right)\right) \cdot x\right)}{x \cdot x} \cdot t\_0\\
\end{array}
\end{array}
if x < -8.4999999999999999e-47Initial program 24.3%
Taylor expanded in x around -inf
*-commutativeN/A
lower-*.f64N/A
Applied rewrites93.2%
lift-pow.f64N/A
metadata-evalN/A
pow-prod-upN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6492.7
Applied rewrites92.7%
Taylor expanded in x around 0
lower-/.f64N/A
Applied rewrites92.7%
Taylor expanded in eps around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f64N/A
lower-*.f6492.9
Applied rewrites92.9%
if -8.4999999999999999e-47 < x < 5.79999999999999975e-39Initial program 100.0%
Taylor expanded in eps around inf
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft1-inN/A
metadata-evalN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-pow.f64100.0
Applied rewrites100.0%
if 5.79999999999999975e-39 < x Initial program 11.5%
Taylor expanded in x around -inf
*-commutativeN/A
lower-*.f64N/A
Applied rewrites99.5%
lift-pow.f64N/A
metadata-evalN/A
pow-prod-upN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6499.3
Applied rewrites99.3%
Taylor expanded in x around 0
lower-/.f64N/A
Applied rewrites99.2%
Applied rewrites99.6%
(FPCore (x eps)
:precision binary64
(let* ((t_0 (* (* x x) (* x x))))
(if (<= x -8.5e-47)
(* (/ (* (fma 10.0 eps (* 5.0 x)) eps) x) t_0)
(if (<= x 5.8e-39)
(* (fma 5.0 x eps) (pow eps 4.0))
(*
(/ (fma (* (* eps x) 5.0) x (* (* 10.0 (* eps eps)) x)) (* x x))
t_0)))))
double code(double x, double eps) {
double t_0 = (x * x) * (x * x);
double tmp;
if (x <= -8.5e-47) {
tmp = ((fma(10.0, eps, (5.0 * x)) * eps) / x) * t_0;
} else if (x <= 5.8e-39) {
tmp = fma(5.0, x, eps) * pow(eps, 4.0);
} else {
tmp = (fma(((eps * x) * 5.0), x, ((10.0 * (eps * eps)) * x)) / (x * x)) * t_0;
}
return tmp;
}
function code(x, eps) t_0 = Float64(Float64(x * x) * Float64(x * x)) tmp = 0.0 if (x <= -8.5e-47) tmp = Float64(Float64(Float64(fma(10.0, eps, Float64(5.0 * x)) * eps) / x) * t_0); elseif (x <= 5.8e-39) tmp = Float64(fma(5.0, x, eps) * (eps ^ 4.0)); else tmp = Float64(Float64(fma(Float64(Float64(eps * x) * 5.0), x, Float64(Float64(10.0 * Float64(eps * eps)) * x)) / Float64(x * x)) * t_0); end return tmp end
code[x_, eps_] := Block[{t$95$0 = N[(N[(x * x), $MachinePrecision] * N[(x * x), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[x, -8.5e-47], N[(N[(N[(N[(10.0 * eps + N[(5.0 * x), $MachinePrecision]), $MachinePrecision] * eps), $MachinePrecision] / x), $MachinePrecision] * t$95$0), $MachinePrecision], If[LessEqual[x, 5.8e-39], N[(N[(5.0 * x + eps), $MachinePrecision] * N[Power[eps, 4.0], $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(N[(eps * x), $MachinePrecision] * 5.0), $MachinePrecision] * x + N[(N[(10.0 * N[(eps * eps), $MachinePrecision]), $MachinePrecision] * x), $MachinePrecision]), $MachinePrecision] / N[(x * x), $MachinePrecision]), $MachinePrecision] * t$95$0), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(x \cdot x\right) \cdot \left(x \cdot x\right)\\
\mathbf{if}\;x \leq -8.5 \cdot 10^{-47}:\\
\;\;\;\;\frac{\mathsf{fma}\left(10, \varepsilon, 5 \cdot x\right) \cdot \varepsilon}{x} \cdot t\_0\\
\mathbf{elif}\;x \leq 5.8 \cdot 10^{-39}:\\
\;\;\;\;\mathsf{fma}\left(5, x, \varepsilon\right) \cdot {\varepsilon}^{4}\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(\left(\varepsilon \cdot x\right) \cdot 5, x, \left(10 \cdot \left(\varepsilon \cdot \varepsilon\right)\right) \cdot x\right)}{x \cdot x} \cdot t\_0\\
\end{array}
\end{array}
if x < -8.4999999999999999e-47Initial program 24.3%
Taylor expanded in x around -inf
*-commutativeN/A
lower-*.f64N/A
Applied rewrites93.2%
lift-pow.f64N/A
metadata-evalN/A
pow-prod-upN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6492.7
Applied rewrites92.7%
Taylor expanded in x around 0
lower-/.f64N/A
Applied rewrites92.7%
Taylor expanded in eps around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f64N/A
lower-*.f6492.9
Applied rewrites92.9%
if -8.4999999999999999e-47 < x < 5.79999999999999975e-39Initial program 100.0%
Taylor expanded in eps around inf
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft1-inN/A
metadata-evalN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-pow.f64100.0
Applied rewrites100.0%
Taylor expanded in eps around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f64N/A
lower-pow.f6499.9
Applied rewrites99.9%
if 5.79999999999999975e-39 < x Initial program 11.5%
Taylor expanded in x around -inf
*-commutativeN/A
lower-*.f64N/A
Applied rewrites99.5%
lift-pow.f64N/A
metadata-evalN/A
pow-prod-upN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6499.3
Applied rewrites99.3%
Taylor expanded in x around 0
lower-/.f64N/A
Applied rewrites99.2%
Applied rewrites99.6%
(FPCore (x eps)
:precision binary64
(let* ((t_0 (* (* x x) (* x x))))
(if (<= x -3.4e-47)
(* (/ (* (fma 10.0 eps (* 5.0 x)) eps) x) t_0)
(if (<= x 5.8e-39)
(pow eps 5.0)
(*
(/ (fma (* (* eps x) 5.0) x (* (* 10.0 (* eps eps)) x)) (* x x))
t_0)))))
double code(double x, double eps) {
double t_0 = (x * x) * (x * x);
double tmp;
if (x <= -3.4e-47) {
tmp = ((fma(10.0, eps, (5.0 * x)) * eps) / x) * t_0;
} else if (x <= 5.8e-39) {
tmp = pow(eps, 5.0);
} else {
tmp = (fma(((eps * x) * 5.0), x, ((10.0 * (eps * eps)) * x)) / (x * x)) * t_0;
}
return tmp;
}
function code(x, eps) t_0 = Float64(Float64(x * x) * Float64(x * x)) tmp = 0.0 if (x <= -3.4e-47) tmp = Float64(Float64(Float64(fma(10.0, eps, Float64(5.0 * x)) * eps) / x) * t_0); elseif (x <= 5.8e-39) tmp = eps ^ 5.0; else tmp = Float64(Float64(fma(Float64(Float64(eps * x) * 5.0), x, Float64(Float64(10.0 * Float64(eps * eps)) * x)) / Float64(x * x)) * t_0); end return tmp end
code[x_, eps_] := Block[{t$95$0 = N[(N[(x * x), $MachinePrecision] * N[(x * x), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[x, -3.4e-47], N[(N[(N[(N[(10.0 * eps + N[(5.0 * x), $MachinePrecision]), $MachinePrecision] * eps), $MachinePrecision] / x), $MachinePrecision] * t$95$0), $MachinePrecision], If[LessEqual[x, 5.8e-39], N[Power[eps, 5.0], $MachinePrecision], N[(N[(N[(N[(N[(eps * x), $MachinePrecision] * 5.0), $MachinePrecision] * x + N[(N[(10.0 * N[(eps * eps), $MachinePrecision]), $MachinePrecision] * x), $MachinePrecision]), $MachinePrecision] / N[(x * x), $MachinePrecision]), $MachinePrecision] * t$95$0), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(x \cdot x\right) \cdot \left(x \cdot x\right)\\
\mathbf{if}\;x \leq -3.4 \cdot 10^{-47}:\\
\;\;\;\;\frac{\mathsf{fma}\left(10, \varepsilon, 5 \cdot x\right) \cdot \varepsilon}{x} \cdot t\_0\\
\mathbf{elif}\;x \leq 5.8 \cdot 10^{-39}:\\
\;\;\;\;{\varepsilon}^{5}\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(\left(\varepsilon \cdot x\right) \cdot 5, x, \left(10 \cdot \left(\varepsilon \cdot \varepsilon\right)\right) \cdot x\right)}{x \cdot x} \cdot t\_0\\
\end{array}
\end{array}
if x < -3.4000000000000002e-47Initial program 24.3%
Taylor expanded in x around -inf
*-commutativeN/A
lower-*.f64N/A
Applied rewrites93.2%
lift-pow.f64N/A
metadata-evalN/A
pow-prod-upN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6492.7
Applied rewrites92.7%
Taylor expanded in x around 0
lower-/.f64N/A
Applied rewrites92.7%
Taylor expanded in eps around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f64N/A
lower-*.f6492.9
Applied rewrites92.9%
if -3.4000000000000002e-47 < x < 5.79999999999999975e-39Initial program 100.0%
Taylor expanded in x around 0
lower-pow.f6499.9
Applied rewrites99.9%
if 5.79999999999999975e-39 < x Initial program 11.5%
Taylor expanded in x around -inf
*-commutativeN/A
lower-*.f64N/A
Applied rewrites99.5%
lift-pow.f64N/A
metadata-evalN/A
pow-prod-upN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6499.3
Applied rewrites99.3%
Taylor expanded in x around 0
lower-/.f64N/A
Applied rewrites99.2%
Applied rewrites99.6%
(FPCore (x eps)
:precision binary64
(let* ((t_0 (* (* x x) (* x x))))
(if (<= x -8.5e-47)
(* (/ (* (fma 10.0 eps (* 5.0 x)) eps) x) t_0)
(if (<= x 5.8e-39)
(* (* (fma 5.0 x eps) (* eps eps)) (* eps eps))
(*
(/ (fma (* (* eps x) 5.0) x (* (* 10.0 (* eps eps)) x)) (* x x))
t_0)))))
double code(double x, double eps) {
double t_0 = (x * x) * (x * x);
double tmp;
if (x <= -8.5e-47) {
tmp = ((fma(10.0, eps, (5.0 * x)) * eps) / x) * t_0;
} else if (x <= 5.8e-39) {
tmp = (fma(5.0, x, eps) * (eps * eps)) * (eps * eps);
} else {
tmp = (fma(((eps * x) * 5.0), x, ((10.0 * (eps * eps)) * x)) / (x * x)) * t_0;
}
return tmp;
}
function code(x, eps) t_0 = Float64(Float64(x * x) * Float64(x * x)) tmp = 0.0 if (x <= -8.5e-47) tmp = Float64(Float64(Float64(fma(10.0, eps, Float64(5.0 * x)) * eps) / x) * t_0); elseif (x <= 5.8e-39) tmp = Float64(Float64(fma(5.0, x, eps) * Float64(eps * eps)) * Float64(eps * eps)); else tmp = Float64(Float64(fma(Float64(Float64(eps * x) * 5.0), x, Float64(Float64(10.0 * Float64(eps * eps)) * x)) / Float64(x * x)) * t_0); end return tmp end
code[x_, eps_] := Block[{t$95$0 = N[(N[(x * x), $MachinePrecision] * N[(x * x), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[x, -8.5e-47], N[(N[(N[(N[(10.0 * eps + N[(5.0 * x), $MachinePrecision]), $MachinePrecision] * eps), $MachinePrecision] / x), $MachinePrecision] * t$95$0), $MachinePrecision], If[LessEqual[x, 5.8e-39], N[(N[(N[(5.0 * x + eps), $MachinePrecision] * N[(eps * eps), $MachinePrecision]), $MachinePrecision] * N[(eps * eps), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(N[(eps * x), $MachinePrecision] * 5.0), $MachinePrecision] * x + N[(N[(10.0 * N[(eps * eps), $MachinePrecision]), $MachinePrecision] * x), $MachinePrecision]), $MachinePrecision] / N[(x * x), $MachinePrecision]), $MachinePrecision] * t$95$0), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(x \cdot x\right) \cdot \left(x \cdot x\right)\\
\mathbf{if}\;x \leq -8.5 \cdot 10^{-47}:\\
\;\;\;\;\frac{\mathsf{fma}\left(10, \varepsilon, 5 \cdot x\right) \cdot \varepsilon}{x} \cdot t\_0\\
\mathbf{elif}\;x \leq 5.8 \cdot 10^{-39}:\\
\;\;\;\;\left(\mathsf{fma}\left(5, x, \varepsilon\right) \cdot \left(\varepsilon \cdot \varepsilon\right)\right) \cdot \left(\varepsilon \cdot \varepsilon\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(\left(\varepsilon \cdot x\right) \cdot 5, x, \left(10 \cdot \left(\varepsilon \cdot \varepsilon\right)\right) \cdot x\right)}{x \cdot x} \cdot t\_0\\
\end{array}
\end{array}
if x < -8.4999999999999999e-47Initial program 24.3%
Taylor expanded in x around -inf
*-commutativeN/A
lower-*.f64N/A
Applied rewrites93.2%
lift-pow.f64N/A
metadata-evalN/A
pow-prod-upN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6492.7
Applied rewrites92.7%
Taylor expanded in x around 0
lower-/.f64N/A
Applied rewrites92.7%
Taylor expanded in eps around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f64N/A
lower-*.f6492.9
Applied rewrites92.9%
if -8.4999999999999999e-47 < x < 5.79999999999999975e-39Initial program 100.0%
Taylor expanded in eps around inf
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft1-inN/A
metadata-evalN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-pow.f64100.0
Applied rewrites100.0%
Taylor expanded in eps around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f64N/A
lower-pow.f6499.9
Applied rewrites99.9%
lift-pow.f64N/A
metadata-evalN/A
pow-prod-upN/A
lower-*.f64N/A
pow2N/A
lift-*.f64N/A
pow2N/A
lift-*.f6499.8
Applied rewrites99.8%
lift-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
lift-*.f6499.9
Applied rewrites99.9%
if 5.79999999999999975e-39 < x Initial program 11.5%
Taylor expanded in x around -inf
*-commutativeN/A
lower-*.f64N/A
Applied rewrites99.5%
lift-pow.f64N/A
metadata-evalN/A
pow-prod-upN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6499.3
Applied rewrites99.3%
Taylor expanded in x around 0
lower-/.f64N/A
Applied rewrites99.2%
Applied rewrites99.6%
(FPCore (x eps) :precision binary64 (if (or (<= x -8.5e-47) (not (<= x 5.8e-39))) (* (/ (* (fma 10.0 eps (* 5.0 x)) eps) x) (* (* x x) (* x x))) (* (* (fma 5.0 x eps) (* eps eps)) (* eps eps))))
double code(double x, double eps) {
double tmp;
if ((x <= -8.5e-47) || !(x <= 5.8e-39)) {
tmp = ((fma(10.0, eps, (5.0 * x)) * eps) / x) * ((x * x) * (x * x));
} else {
tmp = (fma(5.0, x, eps) * (eps * eps)) * (eps * eps);
}
return tmp;
}
function code(x, eps) tmp = 0.0 if ((x <= -8.5e-47) || !(x <= 5.8e-39)) tmp = Float64(Float64(Float64(fma(10.0, eps, Float64(5.0 * x)) * eps) / x) * Float64(Float64(x * x) * Float64(x * x))); else tmp = Float64(Float64(fma(5.0, x, eps) * Float64(eps * eps)) * Float64(eps * eps)); end return tmp end
code[x_, eps_] := If[Or[LessEqual[x, -8.5e-47], N[Not[LessEqual[x, 5.8e-39]], $MachinePrecision]], N[(N[(N[(N[(10.0 * eps + N[(5.0 * x), $MachinePrecision]), $MachinePrecision] * eps), $MachinePrecision] / x), $MachinePrecision] * N[(N[(x * x), $MachinePrecision] * N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[(5.0 * x + eps), $MachinePrecision] * N[(eps * eps), $MachinePrecision]), $MachinePrecision] * N[(eps * eps), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq -8.5 \cdot 10^{-47} \lor \neg \left(x \leq 5.8 \cdot 10^{-39}\right):\\
\;\;\;\;\frac{\mathsf{fma}\left(10, \varepsilon, 5 \cdot x\right) \cdot \varepsilon}{x} \cdot \left(\left(x \cdot x\right) \cdot \left(x \cdot x\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\left(\mathsf{fma}\left(5, x, \varepsilon\right) \cdot \left(\varepsilon \cdot \varepsilon\right)\right) \cdot \left(\varepsilon \cdot \varepsilon\right)\\
\end{array}
\end{array}
if x < -8.4999999999999999e-47 or 5.79999999999999975e-39 < x Initial program 19.7%
Taylor expanded in x around -inf
*-commutativeN/A
lower-*.f64N/A
Applied rewrites95.4%
lift-pow.f64N/A
metadata-evalN/A
pow-prod-upN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6495.0
Applied rewrites95.0%
Taylor expanded in x around 0
lower-/.f64N/A
Applied rewrites95.0%
Taylor expanded in eps around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f64N/A
lower-*.f6495.2
Applied rewrites95.2%
if -8.4999999999999999e-47 < x < 5.79999999999999975e-39Initial program 100.0%
Taylor expanded in eps around inf
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft1-inN/A
metadata-evalN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-pow.f64100.0
Applied rewrites100.0%
Taylor expanded in eps around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f64N/A
lower-pow.f6499.9
Applied rewrites99.9%
lift-pow.f64N/A
metadata-evalN/A
pow-prod-upN/A
lower-*.f64N/A
pow2N/A
lift-*.f64N/A
pow2N/A
lift-*.f6499.8
Applied rewrites99.8%
lift-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
lift-*.f6499.9
Applied rewrites99.9%
Final simplification99.1%
(FPCore (x eps)
:precision binary64
(let* ((t_0 (* (* x x) (* x x))))
(if (<= x -8.5e-47)
(* (* (fma (/ eps x) 10.0 5.0) eps) t_0)
(if (<= x 5.8e-39)
(* (* (fma 5.0 x eps) (* eps eps)) (* eps eps))
(* (+ (* (fma (/ eps x) 10.0 4.0) eps) eps) t_0)))))
double code(double x, double eps) {
double t_0 = (x * x) * (x * x);
double tmp;
if (x <= -8.5e-47) {
tmp = (fma((eps / x), 10.0, 5.0) * eps) * t_0;
} else if (x <= 5.8e-39) {
tmp = (fma(5.0, x, eps) * (eps * eps)) * (eps * eps);
} else {
tmp = ((fma((eps / x), 10.0, 4.0) * eps) + eps) * t_0;
}
return tmp;
}
function code(x, eps) t_0 = Float64(Float64(x * x) * Float64(x * x)) tmp = 0.0 if (x <= -8.5e-47) tmp = Float64(Float64(fma(Float64(eps / x), 10.0, 5.0) * eps) * t_0); elseif (x <= 5.8e-39) tmp = Float64(Float64(fma(5.0, x, eps) * Float64(eps * eps)) * Float64(eps * eps)); else tmp = Float64(Float64(Float64(fma(Float64(eps / x), 10.0, 4.0) * eps) + eps) * t_0); end return tmp end
code[x_, eps_] := Block[{t$95$0 = N[(N[(x * x), $MachinePrecision] * N[(x * x), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[x, -8.5e-47], N[(N[(N[(N[(eps / x), $MachinePrecision] * 10.0 + 5.0), $MachinePrecision] * eps), $MachinePrecision] * t$95$0), $MachinePrecision], If[LessEqual[x, 5.8e-39], N[(N[(N[(5.0 * x + eps), $MachinePrecision] * N[(eps * eps), $MachinePrecision]), $MachinePrecision] * N[(eps * eps), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(N[(eps / x), $MachinePrecision] * 10.0 + 4.0), $MachinePrecision] * eps), $MachinePrecision] + eps), $MachinePrecision] * t$95$0), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(x \cdot x\right) \cdot \left(x \cdot x\right)\\
\mathbf{if}\;x \leq -8.5 \cdot 10^{-47}:\\
\;\;\;\;\left(\mathsf{fma}\left(\frac{\varepsilon}{x}, 10, 5\right) \cdot \varepsilon\right) \cdot t\_0\\
\mathbf{elif}\;x \leq 5.8 \cdot 10^{-39}:\\
\;\;\;\;\left(\mathsf{fma}\left(5, x, \varepsilon\right) \cdot \left(\varepsilon \cdot \varepsilon\right)\right) \cdot \left(\varepsilon \cdot \varepsilon\right)\\
\mathbf{else}:\\
\;\;\;\;\left(\mathsf{fma}\left(\frac{\varepsilon}{x}, 10, 4\right) \cdot \varepsilon + \varepsilon\right) \cdot t\_0\\
\end{array}
\end{array}
if x < -8.4999999999999999e-47Initial program 24.3%
Taylor expanded in x around -inf
*-commutativeN/A
lower-*.f64N/A
Applied rewrites93.2%
lift-pow.f64N/A
metadata-evalN/A
pow-prod-upN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6492.7
Applied rewrites92.7%
Taylor expanded in x around 0
distribute-rgt-out--N/A
metadata-evalN/A
*-commutativeN/A
associate-*r/N/A
*-commutativeN/A
lower-*.f64N/A
lower-/.f64N/A
pow2N/A
lift-*.f6425.8
Applied rewrites25.8%
Taylor expanded in eps around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f6492.7
Applied rewrites92.7%
if -8.4999999999999999e-47 < x < 5.79999999999999975e-39Initial program 100.0%
Taylor expanded in eps around inf
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft1-inN/A
metadata-evalN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-pow.f64100.0
Applied rewrites100.0%
Taylor expanded in eps around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f64N/A
lower-pow.f6499.9
Applied rewrites99.9%
lift-pow.f64N/A
metadata-evalN/A
pow-prod-upN/A
lower-*.f64N/A
pow2N/A
lift-*.f64N/A
pow2N/A
lift-*.f6499.8
Applied rewrites99.8%
lift-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
lift-*.f6499.9
Applied rewrites99.9%
if 5.79999999999999975e-39 < x Initial program 11.5%
Taylor expanded in x around -inf
*-commutativeN/A
lower-*.f64N/A
Applied rewrites99.5%
lift-pow.f64N/A
metadata-evalN/A
pow-prod-upN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6499.3
Applied rewrites99.3%
Taylor expanded in eps around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lift-/.f6499.3
Applied rewrites99.3%
(FPCore (x eps) :precision binary64 (if (or (<= x -8.5e-47) (not (<= x 5.8e-39))) (* (* (fma (/ eps x) 10.0 5.0) eps) (* (* x x) (* x x))) (* (* (fma 5.0 x eps) (* eps eps)) (* eps eps))))
double code(double x, double eps) {
double tmp;
if ((x <= -8.5e-47) || !(x <= 5.8e-39)) {
tmp = (fma((eps / x), 10.0, 5.0) * eps) * ((x * x) * (x * x));
} else {
tmp = (fma(5.0, x, eps) * (eps * eps)) * (eps * eps);
}
return tmp;
}
function code(x, eps) tmp = 0.0 if ((x <= -8.5e-47) || !(x <= 5.8e-39)) tmp = Float64(Float64(fma(Float64(eps / x), 10.0, 5.0) * eps) * Float64(Float64(x * x) * Float64(x * x))); else tmp = Float64(Float64(fma(5.0, x, eps) * Float64(eps * eps)) * Float64(eps * eps)); end return tmp end
code[x_, eps_] := If[Or[LessEqual[x, -8.5e-47], N[Not[LessEqual[x, 5.8e-39]], $MachinePrecision]], N[(N[(N[(N[(eps / x), $MachinePrecision] * 10.0 + 5.0), $MachinePrecision] * eps), $MachinePrecision] * N[(N[(x * x), $MachinePrecision] * N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[(5.0 * x + eps), $MachinePrecision] * N[(eps * eps), $MachinePrecision]), $MachinePrecision] * N[(eps * eps), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq -8.5 \cdot 10^{-47} \lor \neg \left(x \leq 5.8 \cdot 10^{-39}\right):\\
\;\;\;\;\left(\mathsf{fma}\left(\frac{\varepsilon}{x}, 10, 5\right) \cdot \varepsilon\right) \cdot \left(\left(x \cdot x\right) \cdot \left(x \cdot x\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\left(\mathsf{fma}\left(5, x, \varepsilon\right) \cdot \left(\varepsilon \cdot \varepsilon\right)\right) \cdot \left(\varepsilon \cdot \varepsilon\right)\\
\end{array}
\end{array}
if x < -8.4999999999999999e-47 or 5.79999999999999975e-39 < x Initial program 19.7%
Taylor expanded in x around -inf
*-commutativeN/A
lower-*.f64N/A
Applied rewrites95.4%
lift-pow.f64N/A
metadata-evalN/A
pow-prod-upN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6495.0
Applied rewrites95.0%
Taylor expanded in x around 0
distribute-rgt-out--N/A
metadata-evalN/A
*-commutativeN/A
associate-*r/N/A
*-commutativeN/A
lower-*.f64N/A
lower-/.f64N/A
pow2N/A
lift-*.f6423.1
Applied rewrites23.1%
Taylor expanded in eps around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f6495.0
Applied rewrites95.0%
if -8.4999999999999999e-47 < x < 5.79999999999999975e-39Initial program 100.0%
Taylor expanded in eps around inf
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft1-inN/A
metadata-evalN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-pow.f64100.0
Applied rewrites100.0%
Taylor expanded in eps around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f64N/A
lower-pow.f6499.9
Applied rewrites99.9%
lift-pow.f64N/A
metadata-evalN/A
pow-prod-upN/A
lower-*.f64N/A
pow2N/A
lift-*.f64N/A
pow2N/A
lift-*.f6499.8
Applied rewrites99.8%
lift-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
lift-*.f6499.9
Applied rewrites99.9%
Final simplification99.1%
(FPCore (x eps) :precision binary64 (if (or (<= x -8.5e-47) (not (<= x 5.8e-39))) (* (* 5.0 (* (* x x) (* x x))) eps) (* (* (fma 5.0 x eps) (* eps eps)) (* eps eps))))
double code(double x, double eps) {
double tmp;
if ((x <= -8.5e-47) || !(x <= 5.8e-39)) {
tmp = (5.0 * ((x * x) * (x * x))) * eps;
} else {
tmp = (fma(5.0, x, eps) * (eps * eps)) * (eps * eps);
}
return tmp;
}
function code(x, eps) tmp = 0.0 if ((x <= -8.5e-47) || !(x <= 5.8e-39)) tmp = Float64(Float64(5.0 * Float64(Float64(x * x) * Float64(x * x))) * eps); else tmp = Float64(Float64(fma(5.0, x, eps) * Float64(eps * eps)) * Float64(eps * eps)); end return tmp end
code[x_, eps_] := If[Or[LessEqual[x, -8.5e-47], N[Not[LessEqual[x, 5.8e-39]], $MachinePrecision]], N[(N[(5.0 * N[(N[(x * x), $MachinePrecision] * N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * eps), $MachinePrecision], N[(N[(N[(5.0 * x + eps), $MachinePrecision] * N[(eps * eps), $MachinePrecision]), $MachinePrecision] * N[(eps * eps), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq -8.5 \cdot 10^{-47} \lor \neg \left(x \leq 5.8 \cdot 10^{-39}\right):\\
\;\;\;\;\left(5 \cdot \left(\left(x \cdot x\right) \cdot \left(x \cdot x\right)\right)\right) \cdot \varepsilon\\
\mathbf{else}:\\
\;\;\;\;\left(\mathsf{fma}\left(5, x, \varepsilon\right) \cdot \left(\varepsilon \cdot \varepsilon\right)\right) \cdot \left(\varepsilon \cdot \varepsilon\right)\\
\end{array}
\end{array}
if x < -8.4999999999999999e-47 or 5.79999999999999975e-39 < x Initial program 19.7%
Taylor expanded in eps around 0
*-commutativeN/A
lower-*.f64N/A
distribute-lft1-inN/A
metadata-evalN/A
lower-*.f64N/A
lower-pow.f6494.2
Applied rewrites94.2%
lift-pow.f64N/A
metadata-evalN/A
pow-prod-upN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6493.9
Applied rewrites93.9%
if -8.4999999999999999e-47 < x < 5.79999999999999975e-39Initial program 100.0%
Taylor expanded in eps around inf
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft1-inN/A
metadata-evalN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-pow.f64100.0
Applied rewrites100.0%
Taylor expanded in eps around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f64N/A
lower-pow.f6499.9
Applied rewrites99.9%
lift-pow.f64N/A
metadata-evalN/A
pow-prod-upN/A
lower-*.f64N/A
pow2N/A
lift-*.f64N/A
pow2N/A
lift-*.f6499.8
Applied rewrites99.8%
lift-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
lift-*.f6499.9
Applied rewrites99.9%
Final simplification98.9%
(FPCore (x eps) :precision binary64 (if (or (<= x -3.4e-47) (not (<= x 5.8e-39))) (* (* 5.0 (* (* x x) (* x x))) eps) (* eps (* (* eps eps) (* eps eps)))))
double code(double x, double eps) {
double tmp;
if ((x <= -3.4e-47) || !(x <= 5.8e-39)) {
tmp = (5.0 * ((x * x) * (x * x))) * eps;
} else {
tmp = eps * ((eps * eps) * (eps * 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) :: tmp
if ((x <= (-3.4d-47)) .or. (.not. (x <= 5.8d-39))) then
tmp = (5.0d0 * ((x * x) * (x * x))) * eps
else
tmp = eps * ((eps * eps) * (eps * eps))
end if
code = tmp
end function
public static double code(double x, double eps) {
double tmp;
if ((x <= -3.4e-47) || !(x <= 5.8e-39)) {
tmp = (5.0 * ((x * x) * (x * x))) * eps;
} else {
tmp = eps * ((eps * eps) * (eps * eps));
}
return tmp;
}
def code(x, eps): tmp = 0 if (x <= -3.4e-47) or not (x <= 5.8e-39): tmp = (5.0 * ((x * x) * (x * x))) * eps else: tmp = eps * ((eps * eps) * (eps * eps)) return tmp
function code(x, eps) tmp = 0.0 if ((x <= -3.4e-47) || !(x <= 5.8e-39)) tmp = Float64(Float64(5.0 * Float64(Float64(x * x) * Float64(x * x))) * eps); else tmp = Float64(eps * Float64(Float64(eps * eps) * Float64(eps * eps))); end return tmp end
function tmp_2 = code(x, eps) tmp = 0.0; if ((x <= -3.4e-47) || ~((x <= 5.8e-39))) tmp = (5.0 * ((x * x) * (x * x))) * eps; else tmp = eps * ((eps * eps) * (eps * eps)); end tmp_2 = tmp; end
code[x_, eps_] := If[Or[LessEqual[x, -3.4e-47], N[Not[LessEqual[x, 5.8e-39]], $MachinePrecision]], N[(N[(5.0 * N[(N[(x * x), $MachinePrecision] * N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * eps), $MachinePrecision], N[(eps * N[(N[(eps * eps), $MachinePrecision] * N[(eps * eps), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq -3.4 \cdot 10^{-47} \lor \neg \left(x \leq 5.8 \cdot 10^{-39}\right):\\
\;\;\;\;\left(5 \cdot \left(\left(x \cdot x\right) \cdot \left(x \cdot x\right)\right)\right) \cdot \varepsilon\\
\mathbf{else}:\\
\;\;\;\;\varepsilon \cdot \left(\left(\varepsilon \cdot \varepsilon\right) \cdot \left(\varepsilon \cdot \varepsilon\right)\right)\\
\end{array}
\end{array}
if x < -3.4000000000000002e-47 or 5.79999999999999975e-39 < x Initial program 19.7%
Taylor expanded in eps around 0
*-commutativeN/A
lower-*.f64N/A
distribute-lft1-inN/A
metadata-evalN/A
lower-*.f64N/A
lower-pow.f6494.2
Applied rewrites94.2%
lift-pow.f64N/A
metadata-evalN/A
pow-prod-upN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6493.9
Applied rewrites93.9%
if -3.4000000000000002e-47 < x < 5.79999999999999975e-39Initial program 100.0%
Taylor expanded in eps around inf
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft1-inN/A
metadata-evalN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-pow.f64100.0
Applied rewrites100.0%
Taylor expanded in eps around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f64N/A
lower-pow.f6499.9
Applied rewrites99.9%
lift-pow.f64N/A
metadata-evalN/A
pow-prod-upN/A
lower-*.f64N/A
pow2N/A
lift-*.f64N/A
pow2N/A
lift-*.f6499.8
Applied rewrites99.8%
Taylor expanded in x around 0
Applied rewrites99.8%
Final simplification98.8%
(FPCore (x eps) :precision binary64 (if (or (<= x -3.4e-47) (not (<= x 5.8e-39))) (* (* 5.0 eps) (* (* x x) (* x x))) (* eps (* (* eps eps) (* eps eps)))))
double code(double x, double eps) {
double tmp;
if ((x <= -3.4e-47) || !(x <= 5.8e-39)) {
tmp = (5.0 * eps) * ((x * x) * (x * x));
} else {
tmp = eps * ((eps * eps) * (eps * 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) :: tmp
if ((x <= (-3.4d-47)) .or. (.not. (x <= 5.8d-39))) then
tmp = (5.0d0 * eps) * ((x * x) * (x * x))
else
tmp = eps * ((eps * eps) * (eps * eps))
end if
code = tmp
end function
public static double code(double x, double eps) {
double tmp;
if ((x <= -3.4e-47) || !(x <= 5.8e-39)) {
tmp = (5.0 * eps) * ((x * x) * (x * x));
} else {
tmp = eps * ((eps * eps) * (eps * eps));
}
return tmp;
}
def code(x, eps): tmp = 0 if (x <= -3.4e-47) or not (x <= 5.8e-39): tmp = (5.0 * eps) * ((x * x) * (x * x)) else: tmp = eps * ((eps * eps) * (eps * eps)) return tmp
function code(x, eps) tmp = 0.0 if ((x <= -3.4e-47) || !(x <= 5.8e-39)) tmp = Float64(Float64(5.0 * eps) * Float64(Float64(x * x) * Float64(x * x))); else tmp = Float64(eps * Float64(Float64(eps * eps) * Float64(eps * eps))); end return tmp end
function tmp_2 = code(x, eps) tmp = 0.0; if ((x <= -3.4e-47) || ~((x <= 5.8e-39))) tmp = (5.0 * eps) * ((x * x) * (x * x)); else tmp = eps * ((eps * eps) * (eps * eps)); end tmp_2 = tmp; end
code[x_, eps_] := If[Or[LessEqual[x, -3.4e-47], N[Not[LessEqual[x, 5.8e-39]], $MachinePrecision]], N[(N[(5.0 * eps), $MachinePrecision] * N[(N[(x * x), $MachinePrecision] * N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(eps * N[(N[(eps * eps), $MachinePrecision] * N[(eps * eps), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq -3.4 \cdot 10^{-47} \lor \neg \left(x \leq 5.8 \cdot 10^{-39}\right):\\
\;\;\;\;\left(5 \cdot \varepsilon\right) \cdot \left(\left(x \cdot x\right) \cdot \left(x \cdot x\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\varepsilon \cdot \left(\left(\varepsilon \cdot \varepsilon\right) \cdot \left(\varepsilon \cdot \varepsilon\right)\right)\\
\end{array}
\end{array}
if x < -3.4000000000000002e-47 or 5.79999999999999975e-39 < x Initial program 19.7%
Taylor expanded in x around inf
*-commutativeN/A
lower-*.f64N/A
distribute-rgt1-inN/A
metadata-evalN/A
lower-*.f64N/A
lower-pow.f6494.1
Applied rewrites94.1%
lift-pow.f64N/A
metadata-evalN/A
pow-prod-upN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6493.7
Applied rewrites93.7%
if -3.4000000000000002e-47 < x < 5.79999999999999975e-39Initial program 100.0%
Taylor expanded in eps around inf
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft1-inN/A
metadata-evalN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-pow.f64100.0
Applied rewrites100.0%
Taylor expanded in eps around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f64N/A
lower-pow.f6499.9
Applied rewrites99.9%
lift-pow.f64N/A
metadata-evalN/A
pow-prod-upN/A
lower-*.f64N/A
pow2N/A
lift-*.f64N/A
pow2N/A
lift-*.f6499.8
Applied rewrites99.8%
Taylor expanded in x around 0
Applied rewrites99.8%
Final simplification98.8%
(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(eps * Float64(Float64(eps * eps) * Float64(eps * eps))) end
function tmp = code(x, eps) tmp = eps * ((eps * eps) * (eps * eps)); end
code[x_, eps_] := N[(eps * N[(N[(eps * eps), $MachinePrecision] * N[(eps * eps), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\varepsilon \cdot \left(\left(\varepsilon \cdot \varepsilon\right) \cdot \left(\varepsilon \cdot \varepsilon\right)\right)
\end{array}
Initial program 86.8%
Taylor expanded in eps around inf
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft1-inN/A
metadata-evalN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-pow.f6486.2
Applied rewrites86.2%
Taylor expanded in eps around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f64N/A
lower-pow.f6486.1
Applied rewrites86.1%
lift-pow.f64N/A
metadata-evalN/A
pow-prod-upN/A
lower-*.f64N/A
pow2N/A
lift-*.f64N/A
pow2N/A
lift-*.f6486.0
Applied rewrites86.0%
Taylor expanded in x around 0
Applied rewrites86.0%
herbie shell --seed 2025037
(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)))