Enabling vocab persistence alongside word2vec dump
more doc examples in utils.lemmatize
Parameterize LdaModel variational magic numbers

This commit removes the VAR_MAXITER and VAR_THRESH constants from
LdaModel and allows each to be set when a new model is made, or
during a call to update(). They have been named iterations and
gamma_threshold.

Logging messages for the number of passes were changed to use the word
"pass" instead of "iteration", to avoid any confusion. Other logging
messages were also updated to include these vars.

This is a non-automatic fix for Issue #58.
Merge pull request #174 from cscorley/lda-convergence-params

Parameterize LdaModel variational magic numbers
add Christopher to CHANGELOG authors
Merge branch 'develop' of github.com:piskvorky/gensim into develop
remove relative imports, fixes #167
Merge pull request #172 from moustaki/develop

Enabling saving/loading vocabulary alongside word2vec dump
use smart_open for word2vec files
add Yves Raimond to CHANGELOG
fix logging message
add wrapper for Mallet's LDA
test Mallet LDA on Lee test data
* test is commented out for now, needs path to mallet bin etc