markov-chain

A generic markov chain library.


Keywords
data-structures, markov, markov-chain, random-generation
License
ISC

Documentation

markov-chain

A markov chain library for Rust.

Documentation

Crates.io

Features

  • Training sequences of arbitrary types
  • Nodes of N order
  • Specialized string generation and training
  • Serialization via serde
  • Generation utility

Wishlist

  • Iterator for getting random items one-at-a-time
  • Infinite chain generation
  • Implementations of serde file writing in a utility module
  • Finished documentation complete with examples

Building

By default, the library does not build the full markov-util binary. To include the binary in the build, add the flags --features "generator serde_cbor serde_yaml" to cargo build to generate the binary. Additionally, if you do not want to compile with CBOR or YAML support, you can remove whichever you want to omit. Also note that at least one serde_* library is required to build markov-util.

Basic usage

In your Cargo.toml file, make sure you have the line markov_chain = "0.1" under the [dependencies] section.

Markov chains may be created with any type that implements Clone, Hash, and Eq, and with some order (which is the number of items per node on the markov chain).

It can be used with numbers:

use markov_chain::Chain;

let mut chain = Chain::new(1); // 1 is the order of the chain

// Train the chain on some vectors
chain.train(vec![1, 2, 3, 2, 1, 2, 3, 4, 3, 2, 1])
    .train(vec![5, 4, 3, 2, 1]);

// Generate a sequence and print it out
let sequence = chain.generate();
for number in sequence {
    print!("{} ", number);
}
println!("");

Chain<T> also derives from the serde Serialize and Deserialize traits, so any T that derives those traits may be converted to and from a serialized form. This is useful for writing to/from files. (File writing is on the TODO list).

// TODO: file writing example

License

ISC, see COPYING for details.