Markov chains for Christmas
Tags: programming, projects, software
I have always been fascinated by “Markov chains” for text generation. Despite their simple structure, a sufficiently large body of text will result in strikingly interesting products. Naturally, I had to provide my own implementation for simple text generation.
My algorithm first tokenizes each input file. I consider each punctuation mark to be a token as well because the results sound slightly more natural that way. This treatment requires me to check for punctuation marks when writing the text to STDOUT because punctuation marks should of course not introduce additional whitespace.
Having tokenized the file, I extract prefixes of a certain length (say 2) and map them to the subsequent. This yields a function from the set of prefixes to the set of potential candidate words. To start the Markov chain generation, I choose a prefix at random and choose a new candidate using a uniform distribution. Since I do not check for duplicates in the list of candidate words, I do not need to take relative frequencies into account. The old prefix is updated to include the new candidate. This yields a new prefix from which I may choose a new candidate, and so on.
I opted for the lazy implementation and simple repeat this step until a predefined number of iterations has been reached.
This is an example of a new Christmas song. Some of the lines appear to be taken verbatim from a song because there is too little text for the algorithm to choose from. Still, the result is quite nice:
Mary, and the bitter weather. Sire, the baby awakes, But the fire is so hard to sleep tonight They know that Santa's on his sleigh And ev'ry mother's child is gonna spy To see if reindeer really know how to fly And so, I'm Telling you why: Santa Claus comes tonight. Here were are as follows, and on my back I fell; A gent was riding by, in a pear tree.
Using the King James bible (and hence a larger text corpus), the result sounds rather ominous:
Restrained they the things that are desolate in the eyes of my people, then thou shalt take all the inhabitants of the land of Judah, and fall; and they opened their mouths, that they might know thee, O LORD, I shall eat of the giant. 21:19 And it came to pass. 24:13 And I went to Pilate, and they let her own, and the vail that is written, He that hath not sent to the wilderness of Paran.
Usage and code
$ mkdir build $ cd build $ cmake ../ $ make $ markov --prefix 2 --iterations 10 ../Christmas.txt
Anything that does not belong to either one of the optional
parameters is considered a filename. The program currently combines all files into a large database.
This is subject to change.