A simple codebase to provide command-line access for computing topic models with Mallet and language models with BerkeleyLM. Also, it has some data for others to try the stuff I did for my blog post on SXSW proposal titles in maul/data/sxsw.
Note: Mallet is used as a standard dependency. The code for BerkeleyLM is included directly in this project as there is no up-to-date published version of it.
To use it, you need to obtain and compile the code. Here's the recipe, with an attempt to be helpful if you are not an experienced Unix user.
First, clone this repository and compile the code.
$ git clone https://github.com/jasonbaldridge/maul.git
$ cd maul
$ ./build compile
If this went smoothly, you should be ready to go!
First, you need some data, so go to the maul top-level and do the following:
$ wget http://qwone.com/~jason/20Newsgroups/20news-bydate.tar.gz
$ tar xzf 20news-bydate.tar.gz
This will give you the 20 Newsgroup data. We'll use the 20news-bydate-train directory that you should have as a result of this.
To compute topics from it, boot up SBT:
$ ./build
You will now be in SBT, which can compile the (minimal) code in this repository and ensure that all the relevant classes (e.g. from Mallet) are available. Now, you can learn topics for the 20 Newsgroups data above by doing the following:
> run-main maul.topics.MalletLda 20news-bydate-train
This will show Mallet estimating the topics and end with output.
There are a number of options, which you can see by using the --help option with either MalletLda or FactorieLda
> run-main MalletLda --help
> run-main FactorieLda --help
Here are example commands with options:
> run-main maul.topics.MalletLda --num-topics 200 --num-iterations 1000 --num-threads 1 20news-bydate-train
> run-main maul.topics.FactorieLda --num-topics 200 --num-iterations 1000 --num-threads 1 --read-dirs 20news-bydate-train
There is also a script to try it out without SBT. Run the following command (assuming that you have compiled the project):
$ ./maul.sh mallet-lda --num-topics 200 --num-iterations 1000 --num-threads 1 20news-bydate-train
$ ./maul.sh factorie-lda --num-topics 200 --num-iterations 1000 --num-threads 1 --read-dirs 20news-bydate-train
Here is an example of some further options that (a) turn off standard tokenization (useful if you have non-language data or just want to be sure to split on whitespace), (b) output topics to a named file, (c) output the topics as one word per line (each topic is headed by it's topic index with its words on following lines), and (d) specify the number of words to display per topic.
$ ./maul.sh mallet-lda --num-topics 200 --num-iterations 1000 --whitespace-tokenization --output topics-20news-output.txt --output-new-lines --words-to-display 100 20news-bydate-train