Math::Random::OO - Consistent object-oriented interface for generating random numbers
# Using factory functions use Math::Random::OO qw( Uniform UniformInt ); push @prngs, Uniform(), UniformInt(1,6); # Explicit creation of subclasses use Math::Random::OO::Normal; push @prngs, Math::Random::OO::Normal->new(0,2); $_->seed(23) for (@prngs); print( $_->next(), "\n") for (@prngs);
CPAN contains many modules for generating random numbers in various ways and from various probability distributions using pseudo-random number generation algorithms or other entropy sources. (The "SEE ALSO" section has some examples.) Unfortunately, no standard interface exists across these modules. This module defines an abstract interface for random number generation. Subclasses of this model will implement specific types of random number generators or will wrap existing random number generators.
This consistency will come at the cost of some efficiency, but will enable generic routines to be written that can manipulate any provided random number generator that adheres to the interface. E.g., a stochastic simulation could take a number of user-supplied parameters, each of which is a Math::Random::OO subclass object and which represent a stochastic variable with a particular probability distribution.
use Math::Random::OO qw( Uniform UniformInt Normal Bootstrap ); $uniform = Uniform(-1,1); $uni_int = UniformInt(1,6); $normal = Normal(1,1); $boot = Bootstrap( 2, 3, 3, 4, 4, 4, 5, 5, 5 );
In addition to defining the abstract interface for subclasses, this module imports subclasses and exports factory functions upon request to simplify creating many random number generators at once without typing
Math::Random::OO::Subclass->new() each time. The factory function names are the same as the suffix of the subclass following
Math::Random::OO. When called, they pass their arguments directly to the
new constructor method of the corresponding subclass and return a new object of the subclass type. Supported functions and their subclasses include:
Uniform-- Math::Random::OO::Uniform (uniform distribution over a range)
UniformInt-- Math::Random::OO::UniformInt (uniform distribution of integers over a range)
Normal-- Math::Random::OO::Normal (normal distribution with specified mean and standard deviation)
Bootstrap-- Math::Random::OO::Bootstrap (bootstrap resampling from a non-parameteric distribution)
All Math::Random::OO subclasses must follow a standard interface. They must provide a
new method, a
seed method, and a
next method. Specific details are left to each interface.
This is the standard constructor. Each subclass will define parameters specific to the subclass.
$prng->seed( @seeds );
This method takes seed (or list of seeds) and uses it to set the initial state of the random number generator. As some subclasses may optionally use/require a list of seeds, the interface mandates that a list must be acceptable. Generators requiring a single seed must use the first value in the list.
As seeds may be passed to the built-in
srand() function, they may be truncated as integers, so 0.12 and 0.34 would be the same seed. Only positive integers should be used.
$rnd = $prng->next();
This method returns the next random number from the random number generator. It does not take (and must not use) any parameters.
This is not an exhaustive list -- search CPAN for that -- but represents some of the more common or established random number generators that I've come across.
Please report any bugs or feature requests through the issue tracker at https://github.com/dagolden/math-random-oo/issues. You will be notified automatically of any progress on your issue.
This is open source software. The code repository is available for public review and contribution under the terms of the license.
David Golden <firstname.lastname@example.org>
This software is Copyright (c) 2013 by David Golden.
This is free software, licensed under:
The Apache License, Version 2.0, January 2004