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interval_intel.mli
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(*
Copyright 2011 Jean-Marc Alliot / Jean-Baptiste Gotteland
This file is part of the OCaml interval library.
The OCaml interval library is free software:
you can redistribute it and/or modify it under the terms of
the GNU Lesser General Public License as published by
the Free Software Foundation, either version 3 of the License, or
(at your option) any later version.
The OCaml interval library is distributed in the hope that it will be
useful,but WITHOUT ANY WARRANTY; without even the implied warranty of
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
GNU Lesser General Public License for more details.
You should have received a copy of the GNU Lesser General Public
License along with the OCaml interval library.
If not, see <http://www.gnu.org/licenses/>.
*)
(** Interval library in OCaml. ONLY FOR INTEL PROCESSORS.
All operations use correct rounding.
It is recommended to open this module. It will put into scope
the interval type and a module [I] (see {!Interval.I})
containing interval operations:
{[open Interval_intel
let x = I.(v 0.5 1. + sin(v 3. 3.125))
]}
When the module [I] is open, the integer operators ([+], [-],...)
and the floating point ones ([+.], [-.],...) are redefined. If, in
the middle of an expression, you need to use the usual operators,
locally open the module {!I.U} as in [I.(x /. U.(float(n + 1)))].
The names symbols for infix operators have been chosen to try to
make the standard cases short and the overall expression readable.
The rationale is as follows.
- The integer operators [+], [-], [*], [/], [~-] and [~+]
act on intervals;
- The float operators [+.], [-.], [/.] take an interval to
the left and a float to the right, but [*.] does the opposite.
This is to match the standard presentation of polynomials.
Example: [I.(3. *. x**2 + 2. *. x +. 4.)].
WARNING: you should {i only} use these functions when the float
argument represent the exact mathematical value (taking into account
that the compiler will round literals). For example, [42.] is fine
while [0.1] is not (because it has an infinite binary representation).
- Operators [+:], [-:], [*:] and [/:] are as in the previous
point but with the interval and float swapped. Note that [+:] and
[*:] are not really needed because the operations are commutative
but are present for consistency.
- For exponentiation, [**] has been chosen for integer exponent
because they are the more frequent, [**.] when the exponent is a
float, [**:] when the base is a float and [***] for exponentiation
of two intervals.
You do not have to worry about remembering these rules. The type
system will enforce them.
It is not mandatory, but still wise, to read the documentation of
the {!Fpu} module.
This library has been mainly designed to be used in a branch and
bound optimization algorithm. So, some choices have been made:
- NaN is never used. We either extend functions by pseudo
continuity or raise exceptions. For example, [{low=2.;high=3.} /
{low=0.;high=2.}] returns [{low=1.;high=Inf}], while
[{low=2.;high=3.} / {low=0.;high=0.}] or [{low=0.;high=0.} /
{low=0.;high=0.}] raises [Interval_base.Division_by_zero].
- Intervals \[+Inf,+Inf\] or \[-Inf,-Inf\] are never used and never
returned.
- When using a float in the following operations, it must never be
equal to +Inf or -Inf or Nan.
- Functions such as [log], [sqrt], [acos] or [asin] are restricted
to their definition domain but raise an exception rather than
returning an empty interval: for example [sqrt {low=-4;high=4}]
returns [{low=0;high=2}] while [sqrt {low=-4;high=-2}] will raise
an exception.
Another design choice was to have non mutable elements in interval
structure, and to maintain an "ordinary" syntax for operations,
such as [let a = b + c in ...] thus mapping interval computation
formula on airthmetic formula. We could have instead chosen to have
mutable elements, and to write for example ([Interval.add a b c])
to perform “a ← b + c”. The first choice is, to our point of view,
more elegant and easier to use. The second is more efficient,
especially when computing functions with many temporary results,
which force the GC to create and destroy lot of intervals when
using the implementation we chose. Nothing's perfect.
The older deprecated interface is still available.
The library is implemented in x87 assembly mode and is quite
efficient ({{:#perf}see below}).
@version %%VERSION%% *)
(** {2 Intervals (for Intel processors)} *)
(** The interval type. Be careful however when creating intervals. For
example, the following code: [let a = {low=1./.3.; high=1./.3.}]
creates an interval which does NOT contain the mathematical object
1/3.
If you want to create an interval representing 1/3, you have to
write [let a = I.(inv(v 3. 3.))] because rounding will then be
properly handled by {!I.inv} and the resulting interval will indeed
contain the exact value of 1/3. *)
type interval = Interval_base.interval = {
low: float; (** lower bound, possibly = -∞ *)
high: float (** higher bound, possibly = +∞ *)
}
exception Division_by_zero
exception Domain_error of string
(** Interval operations. Locally open this module — using
e.g. [I.(...)] — to redefine classical arithmetic operators for
interval arithmetic. *)
module I : sig
include module type of Interval_base.I
val mod_f: t -> float -> t
(** [mod_f a f] returns [a] mod [f] according to interval arithmetic
and OCaml [mod_float] definition.
Raise [Interval.Division_by_zero] if [f=0.0]. *)
val sqrt: t -> t
(** [sqrt x] returns
- [{low=sqrt x.low; high=sqrt x.high}] (properly rounded)
if [x.low] ≥ [0.],
- [{low=0.; high=sqrt x.high}] if [x.low] < 0 ≤ [x.high].
@raise Domain_error if [x.high < 0.0]. *)
val ( ** ): t -> int -> t
(** [a**n] returns interval [a] raised to [n]th power according
to interval arithmetic. If [n=0] then {!one} is returned.
Computed with exp-log in base2.
@raise Domain_error if [n <= 0] and [a=]{!zero}. *)
val ( **. ): t -> float -> t
(** [a **. f] returns interval [a] raised to [f] power according to
interval arithmetic. If [f=0.] then {!one} is returned.
Computed with exp-log in base2.
@raise Domain_error if [f <= 0.] and [a=]{!zero} or if [f]
is not an integer value and [a.high < 0.]. *)
val ( **: ): float -> t -> t
(** [x **: a] returns float [x] raised to interval [a] power
according to interval arithmetic, considering the restiction of [x]
to x >= 0.
@raise Domain_error if [x < 0.] and [a.high <= 0.0]. *)
val ( *** ): t -> t -> t
(** [a *** b] returns interval [a] raised to [b] power according to
interval arithmetic, considering the restriction of "x power y" to
x >= 0.
@raise Domain_error if [a.high < 0] or
([a.high = 0.] and [b.high <= 0.]). *)
(** {2 Logarithmic and exponential functions} *)
val log: t -> t
(** [log a] returns, properly rounded,
- [{low=log a.low; high=log a.high}] if [a.low>0.], and
- [{low=neg_infinity; high=log a.high}] if [a.low<0<=a.high].
Raise [Domain_error] if [a.high] ≤ 0. *)
val exp: t -> t
(** [exp a] returns [{low=exp a.high; high=exp b.high}], properly rounded. *)
(** {2 Trigonometric functions} *)
val cos: t -> t
(** [cos a] returns the proper extension of cos to interval arithmetic.
Returns \[-1,1\] if one of the bounds is greater or lower than ±2⁵³. *)
val sin: t -> t
(** [sin a] returns the proper extension of sin to interval arithmetic.
Returns \[-1,1\] if one of the bounds is greater or lower than ±2⁵³. *)
val tan: t -> t
(** [tan a] returns the proper extension of tan to interval arithmetic.
Returns \[-∞,∞\] if one of the bounds is greater or lower than ±2⁵³. *)
val acos: t -> t
(** [acos a] returns [{low=(if a.high<1. then acos a.high else 0);
high=(if a.low>-1. then acos a.low else pi)}].
All values are in \[0,π\].
@raise Domain_error if [a.low > 1.] or [a.high < -1.] *)
val asin: t -> t
(** [asin a] returns [{low=(if a.low > -1. then asin a.low else -pi/2);
high=(if a.low < 1. then asin a.high else pi/2)}].
All values are in \[-π/2,π/2\].
@raise Domain_error if [a.low > 1.] or [a.high < -1.] *)
val atan: t -> t
(** [atan a] returns [{low=atan a.low; high=atan a.high}] properly
rounded. *)
val atan2mod: t -> t -> t
(** [atan2mod y x] returns the proper extension of interval arithmetic
to [atan2] but with values in \[-π, 2π\] instead of \[-π, π\].
When [y.low < 0] and [y.high > 0] and [x.high < 0],
then the returned interval is [{low=atan2 y.high x.high;
high=(atan2 y.low x.high) + 2π}]. This preserves the best
inclusion function possible but is not compatible with the standard
definition of [atan2]. *)
val atan2: t -> t -> t
(** Same function as above but when [y.low < 0] and [y.high > 0] and
[x.high < 0] the returned interval is \[-π, π\]. This does not
preserve the best inclusion function but is compatible with the
[atan2] regular definition. *)
(** {2 Hyperbolic functions} *)
val cosh: t -> t
(** [cosh] is the proper extension of cosh to interval arithmetic. *)
val sinh: t -> t
(** sinh is the proper extension of sinh to interval arithmetic. *)
val tanh: t -> t
(** tanh is the proper extension of tanh to interval arithmetic. *)
(** {2 Arrays of intervals} *)
(** Operations on arrays of intervals. *)
module Arr : sig
val size_max: t array -> float
(** Computes the size of the largest interval of the interval vector. *)
val size_mean: t array -> float
(** Computes the mean of the size of intervals of the interval vector. *)
val to_string : ?fmt: (float -> 'b, 'a, 'b) format -> t array -> string
(** [to_string a] returns a string representation of [a].
@param fmt is the format used to print the two bounds of [i].
Default: ["%g"]. *)
val pr : out_channel -> t array -> unit
(** Print the interval array to the channel. To be used with
[Printf] format "%a". *)
val pp : Format.formatter -> t array -> unit
(** Print the interval array to the formatter. To be used with
[Format] format "%a". *)
val fmt : (float -> 'b, 'a, 'b) format -> (t array -> 'c, 'd, 'e, 'c) format4
end
end
module Fpu = Fpu
module RoundDown = Fpu.RoundDown
module RoundUp = Fpu.RoundUp
module Low = RoundDown [@@deprecated "Use Interval_intel.RoundDown"]
module High = RoundUp [@@deprecated "Use Interval_intel.RoundUp"]
(** {2 Old interface (deprecated)} *)
(** The functions below are the ones of the older versions of
[Interval]. They will soon be removed. *)
type t = interval
[@@deprecated "Use Interval.interval or better I.t instead"]
(** Neutral element for addition *)
val zero_I : interval [@@deprecated "Use I.zero instead"]
(** Neutral element for multiplication *)
val one_I : interval [@@deprecated "Use I.one instead"]
(** [pi] with bounds properly rounded *)
val pi_I: interval [@@deprecated "Use I.pi instead"]
(** [e] with bounds properly rounded *)
val e_I: interval [@@deprecated "Use I.euler instead"]
(** Prints an interval with the same format applied to both
endpoints. Formats follow the same specification than the one
used for the regular printf function *)
val printf_I : (float -> string, unit, string) format -> interval -> unit
[@@deprecated "Use I.pr or I.fmt instead"]
(** Prints an interval into an out_channel with the same format
applied to both endpoints *)
val fprintf_I :
out_channel -> (float -> string, unit, string) format -> interval -> unit
[@@deprecated "Use I.pr ot I.fmt instead"]
(** Returns a string holding the interval printed with the same
format applied to both endpoints *)
val sprintf_I: (float -> string, unit, string) format -> interval -> string
[@@deprecated "Use I.to_string instead"]
(** Returns the interval containing the float conversion of an
integer *)
val float_i: int -> interval [@@deprecated "Use I.of_int instead"]
(** [compare_I_f a x] returns [1] if [a.high<x],
[0] if [a.low<=x<=a.high] and [-1] if [x<a.low] *)
val compare_I_f: interval -> float -> int
[@@deprecated "Use I.compare_f instead"]
(** [size_I a] returns [a.high-a.low] *)
val size_I: interval -> float [@@deprecated "Use I.size_up instead"]
(** [sgn a] returns [{low=float (compare a.low 0.);high=float
(compare a.high 0.)}] *)
val sgn_I: interval -> interval [@@deprecated "Use I.sgn instead"]
(** [truncate_I a] returns [{low=floor a.low;high=ceil a.high}] *)
val truncate_I: interval -> interval [@@deprecated "Use I.truncate instead"]
(** [abs_I a] returns [{low=a.low;high=a.high}] if [a.low>=0.],
[{low=-a.high;high=-a.low}] if [a.high<=0.], and
[{low=0.;high=max -a.low a.high}] otherwise *)
val abs_I: interval -> interval [@@deprecated "Use I.abs instead"]
(** [union_I_I a b] returns [{low=min a.low b.low; high=max a.high b.high}] *)
val union_I_I: interval -> interval -> interval
[@@deprecated "Use I.hull instead"]
(** [max_I_I a b] returns [{low=max a.low b.low; high=max a.high b.high}] *)
val max_I_I: interval -> interval -> interval
[@@deprecated "Use I.max instead"]
(** [min_I_I a b] returns [{low=min a.low b.low; high=min a.high b.high}] *)
val min_I_I: interval -> interval -> interval
[@@deprecated "Use I.min instead"]
(** [a +$ b] returns [{low=a.low+.b.low;high=a.high+.b.high}] *)
val (+$): interval -> interval -> interval [@@deprecated "Use I.( + ) instead"]
(** [a +$. x] returns [{low=a.low+.x;high=a.high+.x}] *)
val (+$.): interval -> float -> interval [@@deprecated "Use I.( +. ) instead"]
(** [x +.$ a] returns [{low=a.low+.x;high=a.high+.x}] *)
val (+.$): float -> interval -> interval [@@deprecated "Use I.( +: ) instead"]
(** [a -$ b] returns [{low=a.low-.b.high;high=a.high-.b.low}] *)
val (-$): interval -> interval -> interval [@@deprecated "Use I.( - ) instead"]
(** [a -$. x] returns [{low=a.low-.x;high=a.high-.x}] *)
val (-$.): interval -> float -> interval [@@deprecated "Use I.( -. ) instead"]
(** [x -.$ a] returns [{low=x-.a.high;high=x-.a.low}] *)
val (-.$): float -> interval -> interval [@@deprecated "Use I.( -: ) instead"]
(** [~-$ a] returns [{low=-a.high;high=-a.low}] *)
val (~-$): interval -> interval [@@deprecated "Use I.( ~- ) instead"]
(** [a *$. x] multiplies [a] by [x] according to interval arithmetic
and returns the proper result. If [x=0.] then [zero_I] is
returned *)
val ( *$.): interval -> float -> interval [@@deprecated "Use I.( *: ) instead"]
(** [x *$. a] multiplies [a] by [x] according to interval arithmetic
and returns the proper result. If [x=0.] then [zero_I] is
returned. *)
val ( *.$): float -> interval -> interval
[@@deprecated "Use I.( *. ) instead"]
(** [a *$ b] multiplies [a] by [b] according to interval arithmetic
and returns the proper result. If [a=zero_I] or [b=zero_I] then
[zero_I] is returned*)
val ( *$): interval -> interval -> interval
[@@deprecated "Use I.( * ) instead"]
(** [a /$. x] divides [a] by [x] according to interval arithmetic
and returns the proper result. Raise [Failure "/$."] if [x=0.] *)
val (/$.): interval -> float -> interval
[@@deprecated "Use I.( /. ) instead and adjust exn"]
(** [x /.$ a] divides [x] by [a] according to interval arithmetic
and returns the result. Raise [Failure "/.$"] if [a=zero_I] *)
val (/.$): float -> interval -> interval
[@@deprecated "Use I.( /: ) instead and adjust exn"]
(** [a /$ b] divides the first interval by the second according to
interval arithmetic and returns the proper result. Raise
[Failure "/$"] if [b=zero_I] *)
val (/$): interval -> interval -> interval
[@@deprecated "Use I.( / ) instead and adjust exn"]
(** [mod_I_f a f] returns [a] mod [f] according to interval
arithmetic et OCaml mod_float definition. Raise [Failure
"mod_I_f"] if [f=0.] *)
val mod_I_f: interval -> float -> interval
[@@deprecated "Use I.mod_f instead and adjust exn"]
(** [inv_I a] returns [1. /.$ a].
Raise [Failure "inv_I"] if [a=zero_I] *)
val inv_I: interval -> interval
[@@deprecated "Use I.inv instead and adjust exn"]
(** [sqrt_I a] returns [{low=sqrt a;high=sqrt b}] if [a>=0.],
[{low=0.;high=sqrt b}] if [a<0.<=b].
Raise [Failure "sqrt_I"] if [b<0.] *)
val sqrt_I: interval -> interval
[@@deprecated "Use I.sqrt instead and adjust exn"]
(** [Pow_I_i a n] with [n] integer returns interval [a] raised to
nth power according to interval arithmetic. If [n=0] then
[{low=1.;high=1.}] is returned. Raise [Failure "pow_I_f"] if
[n<=0] and [a=zero_I]. Computed with exp-log in base2. *)
val pow_I_i: interval -> int -> interval
[@@deprecated "Use I.( ** ) instead and adjust exn"]
(** [a **$. f] returns interval [a] raised to f power according to
interval arithmetic. If [f=0.] then [{low=1.;high=1.}] is returned.
Raise [Failure "**$."] if [f<=0. and a=zero_I]
or if [f is not an integer value and a.high<0.].
Computed with exp-log in base2. *)
val ( **$.): interval -> float -> interval
[@@deprecated "Use I.( **. ) instead and adjust exn"]
(** [a **$ b] returns interval [a] raised to [b] power according to
interval arithmetic, considering the restriction of x power y to
x >= 0. Raise [Failure "**$"] if [a.high < 0] or [(a.high=0. and
b.high<=0.)] *)
val ( **$): interval -> interval -> interval
[@@deprecated "Use I.( *** ) instead and adjust exn"]
(** [x **.$ a] returns float [x] raised to interval [a] power
according to interval arithmetic, considering the restiction of x
power y to x >= 0.
Raise [Failure "**.$"] if [x < 0] and [a.high <= 0]*)
val ( **.$): float -> interval -> interval
[@@deprecated "Use I.( **: ) instead and adjust exn"]
(** [log_I a] returns [{low=log a.low; high=log a.high}] if [a.low>0.],
[{low=neg_infinity; high=log a.high}] if [a.low<0<=a.high].
Raise [Failure "log_I"] if [a.high<=0.] *)
val log_I: interval -> interval
[@@deprecated "Use I.log instead and adjust exn"]
(** [exp_I a] returns [{low=exp a.high;high=exp b.high}] *)
val exp_I: interval -> interval [@@deprecated "Use I.exp instead"]
(** [cos_I a] returns the proper extension of cos to arithmetic interval
Returns \[-1,1\] if one of the bounds is greater or lower than +/-2**53 *)
val cos_I: interval -> interval [@@deprecated "Use I.cos instead"]
(** [sin_I a] returns the proper extension of sin to arithmetic interval
Returns \[-1,1\] if one of the bounds is greater or lower than +/-2**53 *)
val sin_I: interval -> interval [@@deprecated "Use I.sin instead"]
(** [tan_I a] returns the proper extension of tan to arithmetic interval
Returns \[-Inf,Inf\] if one of the bounds is greater or lower
than +/-2**53 *)
val tan_I: interval -> interval [@@deprecated "Use I.tan instead"]
(** [acos_I a] raise [Failure "acos_I"] if [a.low>1. or a.high<-1.],
else returns [{low=if a.high<1. then acos a.high else 0;
high=if a.low>-1. then acos a.low else pi}].
All values are in \[0,pi\].*)
val acos_I: interval -> interval
[@@deprecated "Use I.acos instead and adjust exn"]
(** [asin_I a] raise [Failure "asin_I"] if [a.low>1. or a.high<-1.]
else returns [{low=if a.low>-1. then asin a.low else -pi/2;
high=if a.low<1. then asin a.high else pi/2}].
All values are in \[-pi/2,pi/2\]. *)
val asin_I: interval -> interval
[@@deprecated "Use I.asin instead and adjust exn"]
(** [atan_I a] returns [{low=atan a.low;high=atan a.high}] *)
val atan_I: interval -> interval [@@deprecated "Use I.atan instead"]
(** [atan2mod_I_I y x] returns the proper extension of interval
arithmetic to atan2 but with values in \[-pi,2 pi\] instead of
\[-pi,pi\]. This can happen when y.low<0 and y.high>0 and
x.high<0: then the returned interval is [{low=atan2 y.high
x.high;high=(atan2 y.low x.high)+2 pi}]. This preserves the best
inclusion function possible but is not compatible with the
standard definition of atan2 *)
val atan2mod_I_I: interval -> interval -> interval
[@@deprecated "Use I.atan2mod instead"]
(** Same function as above but when y.low<0 and y.high>0 and
x.high<0 the returned interval is \[-pi,pi\]. This does not
preserve the best inclusion function but is compatible with the
atan2 regular definition *)
val atan2_I_I: interval -> interval -> interval
[@@deprecated "Use I.atan2 instead"]
(** cosh_I is the proper extension of interval arithmetic to cosh *)
val cosh_I: interval -> interval [@@deprecated "Use I.cosh instead"]
(** sinh_I is the proper extension of interval arithmetic to sinh *)
val sinh_I: interval -> interval [@@deprecated "Use I.sinh instead"]
(** tanh_I is the proper extension of interval arithmetic to tanh *)
val tanh_I: interval -> interval [@@deprecated "Use I.tanh instead"]
(** Computes the size of the largest interval of the interval vector *)
val size_max_X: interval array -> float
[@@deprecated "Use I.Arr.size_max instead"]
(** Computes the mean of the size of intervals of the interval vector *)
val size_mean_X: interval array -> float
[@@deprecated "Use I.Arr.size_mean instead"]
(** Prints an interval vector with the same format applied to all
endpoints. *)
val printf_X : (float -> string, unit, string) format ->
interval array -> unit
[@@deprecated "Use I.Arr.pr or I.Arr.fmt instead"]
(** Prints an interval vector into an out_channel
with the same format applied to all endpoints *)
val fprintf_X : out_channel -> (float -> string, unit, string) format ->
interval array -> unit
[@@deprecated "Use I.Arr.pr or I.Arr.fmt instead"]
(** Returns a string holding the interval vector printed with the
same format applied to all endpoints *)
val sprintf_X: (float -> string, unit, string) format ->
interval array -> string
[@@deprecated "Use I.Arr.to_string instead"]
(** Deprecated *)
val print_X: interval array -> unit [@@deprecated "Use I.Arr.pr instead"]
(** Deprecated *)
val print_I: interval -> unit [@@deprecated "Use I.pr instead"]
(** Deprecated *)
val size_X: interval array -> float [@@deprecated "Use I.Arr.size_max instead"]
(** Deprecated *)
val size2_X: interval array -> float
[@@deprecated "Use I.Arr.size_mean instead"]
(** Deprecated *)
val (<$.): interval -> float -> int [@@deprecated "Use I.compare_f instead"]
(** Deprecated *)
val pow_I_f : interval -> float -> interval
[@@deprecated "Use I.( **. ) instead"]
(** Deprecated *)
val pow_I_I : interval -> interval -> interval
[@@deprecated "Use I.( *** ) instead"]
(** {2:perf Performance}
Intel Atom 230 Linux 32 bits:
- [ftan] speed (10000000 calls): 2.528158
- [fcos] speed (10000000 calls): 2.076129
- [fsin] speed (10000000 calls): 1.972123
- [I.tan] speed (10000000 calls): 4.416276
- [I.cos] speed (10000000 calls): 4.936308
- [I.sin] speed (10000000 calls): 5.396338
- [fadd] speed (10000000 calls): 0.980062
- [fsub] speed (10000000 calls): 0.980061
- [fmul] speed (10000000 calls): 0.980061
- [fdiv] speed (10000000 calls): 1.424089
- [I.( + )] speed (10000000 calls): 1.656103
- [I.( - )] speed (10000000 calls): 1.636103
- [I.( * )] speed (10000000 calls): 4.568285
- [I.( / )] speed (10000000 calls): 4.552285
Intel 980X Linux 64 bits:
- [ftan] speed (10000000 calls): 0.472029
- [fcos] speed (10000000 calls): 0.400025
- [fsin] speed (10000000 calls): 0.400025
- [I.tan] speed (10000000 calls): 0.752047
- [I.cos] speed (10000000 calls): 1.036065
- [I.sin] speed (10000000 calls): 1.104069
- [fadd] speed (10000000 calls): 0.124008
- [fsub] speed (10000000 calls): 0.120008
- [fmul] speed (10000000 calls): 0.128008
- [fdiv] speed (10000000 calls): 0.156010
- [I.( + )] speed (10000000 calls): 0.340021
- [I.( - )] speed (10000000 calls): 0.332021
- [I.( * )] speed (10000000 calls): 0.556035
- [I.( / )] speed (10000000 calls): 0.468029
*)