Ask YC:What should I use for a persistence layer for an NB classifier?

I need to store a seperate NB classifier for each user (to tfc count). The operations will be read heavy, but I need to continue to do reads during a write (eventual consistency is perfectly acceptable). Eventually I might want to make it distributed. Is something like CouchDB the correct answer? suggestions greatly appreciated