If you loaded it during initialisation of mod_perl, you would just have it in memory at all times instead. Which probably isn't quite the best answer, either.

Any thoughts on putting it in a database instead? Or, if your software can't do that, you could write a wrapper that creates the model, loads it into memory, dumps it to a database, and then your CGI code could use that database instead?