Merge branch 'develop' into pickle-worker

.gitignore

@@ -68,3 +68,6 @@ data
 *.model
 *~
 *_out.txt
+*.html
+*.inv
+*.js

CHANGELOG.md

@@ -1,17 +1,25 @@
 Changes
 =======
 
-0.13.3, 2016-09-26
-
-* Fixed issue #743 , In word2vec's n_similarity method if atleast one empty list is passed ZeroDivisionError is raised, added test cases in test/test_word2vec.py(@pranay360, #883)
-* Added Save/Load interface to AnnoyIndexer for ondex persistence (@fortiema, [#845](https://github.com/RaRe-Technologies/gensim/pull/845))
-* Change export_phrases in Phrases model. Fix issue #794 (@AadityaJ,
-[#879](https://github.com/RaRe-Technologies/gensim/pull/879))
+0.13.3, 2016-10-20
+
+* Add vocabulary expansion feature to word2vec. (@isohyt, [#900](https://github.com/RaRe-Technologies/gensim/pull/900))
+* Tutorial: Reproducing Doc2vec paper result on wikipedia. (@isohyt, [#654](https://github.com/RaRe-Technologies/gensim/pull/654))
+* Add Save/Load interface to AnnoyIndexer for index persistence (@fortiema, [#845](https://github.com/RaRe-Technologies/gensim/pull/845))
+* Fixed issue [#938](https://github.com/RaRe-Technologies/gensim/issues/938),Creating a unified base class for all topic models. ([@markroxor](https://github.com/markroxor), [#946](https://github.com/RaRe-Technologies/gensim/pull/946))
+    -  _breaking change in HdpTopicFormatter.show_\__topics_
+* Add Phraser for Phrases optimization. ( @gojomo & @anujkhare , [#837](https://github.com/RaRe-Technologies/gensim/pull/837))
+* Fix issue #743, in word2vec's n_similarity method if at least one empty list is passed ZeroDivisionError is raised (@pranay360, [#883](https://github.com/RaRe-Technologies/gensim/pull/883))
+* Change export_phrases in Phrases model. Fix issue #794 (@AadityaJ, [#879](https://github.com/RaRe-Technologies/gensim/pull/879))
     - bigram construction can now support multiple bigrams within one sentence
-* Fixed issue #838, RuntimeWarning: overflow encountered in exp  (@markroxor, [#895](https://github.com/RaRe-Technologies/gensim/pull/895))
-*  Changed some log messages to warnings as suggested in issue #828. (@rhnvrm, [#884](https://github.com/RaRe-Technologies/gensim/pull/884))
-*  Fixed issue #851, In summarizer.py, RunTimeError is raised if single sentence input is provided to avoid ZeroDivionError. (@metalaman, #887)
-
+* Fix issue [#838](https://github.com/RaRe-Technologies/gensim/issues/838), RuntimeWarning: overflow encountered in exp  ([@markroxor](https://github.com/markroxor), [#895](https://github.com/RaRe-Technologies/gensim/pull/895))
+*  Change some log messages to warnings as suggested in issue #828. (@rhnvrm, [#884](https://github.com/RaRe-Technologies/gensim/pull/884))
+*  Fix issue #851, In summarizer.py, RunTimeError is raised if single sentence input is provided to avoid ZeroDivionError. (@metalaman, #887)
+* Fix issue [#791](https://github.com/RaRe-Technologies/gensim/issues/791), correct logic for iterating over SimilarityABC interface. ([@MridulS](https://github.com/MridulS), [#839](https://github.com/RaRe-Technologies/gensim/pull/839))
+* Fix RP model loading for large Fortran-order arrays (@piskvorky, [#605](https://github.com/RaRe-Technologies/gensim/issues/938))
+* Remove ShardedCorpus from init because of Theano dependency (@tmylk, [#919](https://github.com/RaRe-Technologies/gensim/pull/919))
+* Documentation improvements ( @dsquareindia & @tmylk, [#914](https://github.com/RaRe-Technologies/gensim/pull/914), [#906](https://github.com/RaRe-Technologies/gensim/pull/906) )
+* Add Annoy memory-mapping example (@harshul1610, [#899](https://github.com/RaRe-Technologies/gensim/pull/899))
 
 0.13.2, 2016-08-19
 

MANIFEST.in

@@ -2,6 +2,7 @@ recursive-include docs *
 recursive-include gensim/test/test_data *
 recursive-include . *.sh
 prune docs/src*
+prune docs/notebooks/datasets
 include README.md
 include CHANGELOG.md
 include COPYING
@@ -10,5 +11,6 @@ include ez_setup.py
 include gensim/models/voidptr.h
 include gensim/models/word2vec_inner.c
 include gensim/models/word2vec_inner.pyx
+include gensim/models/word2vec_inner.pxd
 include gensim/models/doc2vec_inner.c
 include gensim/models/doc2vec_inner.pyx

README.md

@@ -1,7 +1,7 @@
 gensim – Topic Modelling in Python
 ==================================
 
-[![Build Status](https://travis-ci.org/RaRe-Technologies/gensim.svg?branch=develop)](https://travis-ci.org/RaRe-Technologies/gensim)![Wheel]
+[![Build Status](https://travis-ci.org/RaRe-Technologies/gensim.svg?branch=develop)](https://travis-ci.org/RaRe-Technologies/gensim)[![GitHub release](https://img.shields.io/github/release/rare-technologies/gensim.svg?maxAge=2592000)]()![Wheel] 
 
 Gensim is a Python library for *topic modelling*, *document indexing*
 and *similarity retrieval* with large corpora. Target audience is the