Crypt::Isaac
ISAAC is a cryptographically secure PRNG for generating high quality random numbers. Detailed information about the algorithm can be found at:
http://burtleburtle.net/bob/rand/isaac.html
This library combines a pure Ruby implementation with a C implementation bound to ruby as an extension. The C extension implementation currently runs many times faster than the pure ruby implementation.
When originally written, running on Ruby 1.8.2 under a venerable 800Mhz PIII Linux system, it could do 15000 to 16000 numbers per second. On Ruby 2.3.1, testing via an Ubuntu shell session on a Windows 10 system running a 2.3Ghz Intel i5 processor, the library will generate over ten million floats per second, or almost nine million integers per second:
Benchmark integer prng generation
user system total real
1.130000 0.000000 1.130000 ( 1.138785)
10000000 numbers generated in 1.1393164 seconds; 8777193 per second
Benchmark float prng generation
user system total real
0.950000 0.000000 0.950000 ( 0.967220)
10000000 numbers generated in 0.967398 seconds; 10337007 per second
Ruby uses the Mersenne Twister as its PRNG. This algorithm is used by many languages because it is relatively fast, and has a long period. It, however, is not cryptographically strong; observing a window of as few as 624 generated values is enough to establish the state of the generator and to predict all future numbers. Nor is it well suited to Monte Carlo type simulations unless the seeds are quite different (generators with similar keys tend to produce number sequences that are the same for quite a long time before diverging), and the generators are ran for a while to ensure strong divergence.
ISAAC is very fast. This implementation is currently very comparable to Random's performance for both floats and for integers. ISAAC has strong statistical properties, like the Mersenne Twister, but it is also cryptographically strong, and different generators produce completely unique streams of numbers, even if seeded with similar seeds (though the seed size is substantial, so good seeding should make it difficult for two generators to be similarly seeded).
Installation
Add this line to your application's Gemfile:
gem 'crypt-isaac'
And then execute:
$ bundle
Or install it yourself as:
$ gem install crypt-isaac
Usage
require 'crypt/isaac'
rng = Crypt::ISAAC.new
ISAAC will seed itself, by default, using /dev/urandom, if the device exists on the system being used. This is the same as:
rng = Crypt::ISAAC.new( true )
If one wants to use /dev/random instead (though there is really no reason to do so), pass false instead:
rng = Crypt::ISAAC.new( false )
If /dev/urandom is not available, or nil is specifically passed, then Crypt::ISAAC will use Crypt::Xorshift, if it is installed, or a bundled microimplementation of Crypt::Xorshift64Star to generate a series of high quality pseudorandom numbers which will in turn be used to seed the ISAAC generator, as it produces better streams of numbers than the Mersenne Twister, in a very simple implementation.
rng = Crypt::ISAAC.new( nil )
Finally, ISAAC may be seeded deterministically by passing an integer seed into it. Any ISAAC generator seeded with the same value will produce the same sequence of random numbers.
rng = Crypt::ISAAC.new(17773845992) # New ISAAC object, seeded from a deterministic point.
TODO: One should be able to seed an ISAAC PRNG with an array of seed values, as well.
r1 = rng.rand() # returns a floating point number between 0 and 1
r2 = rng.rand(10.57) # returns a floating point number between 0 and 10.57
r2 = rnd.rand(1000) # returns an integer between 0 and 999
r3 = rnd.rand(3..12) # returns an integer between 3 and 12
noise = rng.bytes(1024) # return a 1k string of random bytes
Crypt::ISAAC should provide the same API as the Ruby 2.2 version of Random.
This implementation returns 32 bit values. TODO is to add support for the 64 bit version of ISAAC.
Enjoy it. Let me know if you find anything that can be improved or that needs to be fixed.
Development
After checking out the repo, run bin/setup
to install dependencies. Then, run rake test
to run the tests. You can also run bin/console
for an interactive prompt that will allow you to experiment.
To install this gem onto your local machine, run bundle exec rake install
. To release a new version, update the version number in version.rb
, and then run bundle exec rake release
, which will create a git tag for the version, push git commits and tags, and push the .gem
file to rubygems.org.
Contributing
Bug reports and pull requests are welcome on GitHub at https://github.com/wyhaines/crypt-isaac. This project is intended to be a safe, welcoming space for collaboration, and contributors are expected to adhere to the Contributor Covenant code of conduct.
License
The gem is available as open source under the terms of the MIT License.