3.0.0, 2017-09-27
🌟 New features:
- Add unsupervised FastText to Gensim (@chinmayapancholi13, #1525)
- Add sklearn API for gensim models (@chinmayapancholi13, #1462)
- Add callback metrics for LdaModel and integration with Visdom (@parulsethi, #1399)
- Add TranslationMatrix model (@robotcator, #1434)
- Add word2vec-based coherence. Fix #1380 (@macks22, #1530)
👍 Improvements:
- Add 'diagonal' parameter for LdaModel.diff (@parulsethi, #1448)
- Add 'score' function for SklLdaModel (@chinmayapancholi13, #1445)
- Update sklearn API for gensim models (@chinmayapancholi13, #1473) [⚠️ breaks backward compatibility]
- Add CoherenceModel to LdaModel.top_topics. Fix #1128 (@macks22, #1427)
- Add dendrogram viz for topics and JS metric (@parulsethi, #1484)
- Add topic network viz (@parulsethi, #1536)
- Replace viewitems to iteritems. Fix #1495 (@HodorTheCoder, #1508)
- Fix Travis config and add style-checking for Ipython Notebooks. Fix #1518, #1520 (@menshikh-iv, #1522)
- Remove mutable args from definitions. Fix #1561 (@zsef123, #1562)
- Add Appveyour for all PRs. Fix #1565 (@menshikh-iv, #1565)
- Refactor code by PEP8. Partially fix #1521 (@zsef123, #1550)
- Refactor code by PEP8 with additional limitations. Fix #1521 (@menshikh-iv, #1569)
- Update FastTextKeyedVectors.__contains__ (@ELind77, #1499)
- Update WikiCorpus tokenization. Fix #1534 (@roopalgarg, #1537)
🔴 Bug fixes:
- Remove round in LdaSeqModel.print_topic. Fix #1480 (@menshikh-iv, #1547)
- Fix TextCorpus.samle_text (@menshikh-iv, #1548)
- Fix Mallet wrapper and tests for HDPTransform (@menshikh-iv, #1555)
- Fix incorrect initialization ShardedCorpus with a generator. Fix #1511 (@karkkainenk1, #1512)
- Add verification when summarize_corpus returns null. Fix #1531 (@fbarrios, #1570)
- Fix doctag unicode problem. Fix 1543 (@englhardt, #1544)
- Fix Translation Matrix (@robotcator, #1594)
- Add trainable flag to KeyedVectors.get_embedding_layer. Fix #1557 (@zsef123, #1558)
📚 Tutorial and doc improvements:
- Update exception text in TextCorpus.samle_text. Partial fix #308 (@vlejd, #1444)
- Remove extra filter_token from tutorial (@VorontsovIE, #1502)
- Update Doc2Vec-IMDB notebook (@pahdo, #1476)
- Add Google Tag Manager for site (@yardos, #1556)
- Update docstring explaining lack of multistream support in WikiCopus. Fix #1496 (@polm and @menshikh-iv, #1515)
- Fix PathLineSentences docstring (@gojomo)
- Fix typos from Translation Matrix notebook (@robotcator, #1598)