Merge remote-tracking branch 'upstream/develop' into develop

CHANGELOG.md

@@ -1,5 +1,66 @@
 Changes
 ===========
+
+## Unreleased
+
+### :red_circle: Bug fixes
+
+* Fix unicode error when loading FastText vocabulary (__[@mpenkov](https://github.com/mpenkov)__, [#2390](https://github.com/RaRe-Technologies/gensim/pull/2390))
+
+### :books: Tutorial and doc improvements
+
+* Add link to bindr (__[rogueleaderr](https://github.com/rogueleaderr)__, [#2387](https://github.com/RaRe-Technologies/gensim/pull/2387))
+
+## 3.7.1, 2019-01-31
+
+### :+1: Improvements
+
+* NMF optimization & documentation (__[@anotherbugmaster](https://github.com/anotherbugmaster)__, [#2361](https://github.com/RaRe-Technologies/gensim/pull/2361))
+* Optimize `FastText.load_fasttext_model` (__[@mpenkov](https://github.com/mpenkov)__, [#2340](https://github.com/RaRe-Technologies/gensim/pull/2340))
+* Add warning when string is used as argument to `Doc2Vec.infer_vector` (__[@tobycheese](https://github.com/tobycheese)__, [#2347](https://github.com/RaRe-Technologies/gensim/pull/2347))
+* Fix light linting issues in `LdaSeqModel` (__[@horpto](https://github.com/horpto)__, [#2360](https://github.com/RaRe-Technologies/gensim/pull/2360))
+* Move out `process_result_queue` from cycle in `LdaMulticore` (__[@horpto](https://github.com/horpto)__, [#2358](https://github.com/RaRe-Technologies/gensim/pull/2358))
+
+
+### :red_circle: Bug fixes
+
+* Fix infinite diff in `LdaModel.do_mstep` (__[@horpto](https://github.com/horpto)__, [#2344](https://github.com/RaRe-Technologies/gensim/pull/2344))
+* Fix backward compatibility issue: loading `FastTextKeyedVectors` using `KeyedVectors` (missing attribute `compatible_hash`) (__[@menshikh-iv](https://github.com/menshikh-iv)__, [#2349](https://github.com/RaRe-Technologies/gensim/pull/2349))
+* Fix logging issue (conda-forge related) (__[@menshikh-iv](https://github.com/menshikh-iv)__, [#2339](https://github.com/RaRe-Technologies/gensim/pull/2339))
+* Fix `WordEmbeddingsKeyedVectors.most_similar` (__[@Witiko](https://github.com/Witiko)__, [#2356](https://github.com/RaRe-Technologies/gensim/pull/2356))
+* Fix issues of `flake8==3.7.1` (__[@horpto](https://github.com/horpto)__, [#2365](https://github.com/RaRe-Technologies/gensim/pull/2365))
+
+
+### :books: Tutorial and doc improvements
+
+* Improve `FastText` documentation (__[@mpenkov](https://github.com/mpenkov)__, [#2353](https://github.com/RaRe-Technologies/gensim/pull/2353))
+* Minor corrections and improvements in `Any*Vec` docstrings (__[@tobycheese](https://github.com/tobycheese)__, [#2345](https://github.com/RaRe-Technologies/gensim/pull/2345))
+* Fix the example code for SparseTermSimilarityMatrix (__[@Witiko](https://github.com/Witiko)__, [#2359](https://github.com/RaRe-Technologies/gensim/pull/2359))
+* Update `poincare` documentation to indicate the relation format (__[@AMR-KELEG](https://github.com/AMR-KELEG)__, [#2357](https://github.com/RaRe-Technologies/gensim/pull/2357))
+
+
+### :warning: Deprecations (will be removed in the next major release)
+
+* Remove
+    - `gensim.models.wrappers.fasttext` (obsoleted by the new native `gensim.models.fasttext` implementation)
+    - `gensim.examples`
+    - `gensim.nosy`
+    - `gensim.scripts.word2vec_standalone`
+    - `gensim.scripts.make_wiki_lemma`
+    - `gensim.scripts.make_wiki_online`
+    - `gensim.scripts.make_wiki_online_lemma`
+    - `gensim.scripts.make_wiki_online_nodebug`
+    - `gensim.scripts.make_wiki` (all of these obsoleted by the new native  `gensim.scripts.segment_wiki` implementation)
+    - "deprecated" functions and attributes
+
+* Move
+    - `gensim.scripts.make_wikicorpus` ➡ `gensim.scripts.make_wiki.py`
+    - `gensim.summarization` ➡ `gensim.models.summarization`
+    - `gensim.topic_coherence` ➡ `gensim.models._coherence`
+    - `gensim.utils` ➡ `gensim.utils.utils` (old imports will continue to work)
+    - `gensim.parsing.*` ➡ `gensim.utils.text_utils`
+
+
 ## 3.7.0, 2019-01-18
 
 ### :star2: New features

ISSUE_TEMPLATE.md

@@ -1,48 +1,29 @@
 <!--
-If your issue is a usage or a general question, please submit it here instead:
-- Mailing List: https://groups.google.com/forum/#!forum/gensim
-For more information, see Recipes&FAQ: https://github.com/RaRe-Technologies/gensim/wiki/Recipes-&-FAQ
--->
-
-<!-- Instructions For Filing a Bug: https://github.com/RaRe-Technologies/gensim/blob/develop/CONTRIBUTING.md -->
+**IMPORTANT**:
 
-#### Description
-TODO: change commented example
-<!-- Example: Vocabulary size is not what I expected when training Word2Vec. -->
-
-#### Steps/Code/Corpus to Reproduce
-<!--
-Example:
-```
-from gensim.models import word2vec
+- Use the [Gensim mailing list](https://groups.google.com/forum/#!forum/gensim) to ask general or usage questions. Github issues are only for bug reports.
+- Check [Recipes&FAQ](https://github.com/RaRe-Technologies/gensim/wiki/Recipes-&-FAQ) first for common answers.
 
-sentences = ['human', 'machine']
-model = word2vec.Word2Vec(sentences)
-print(model.syn0.shape) 
-```
-If the code is too long, feel free to put it in a public gist and link
-it in the issue: https://gist.github.com
+Github bug reports that do not include relevant information and context will be closed without an answer. Thanks!
 -->
 
-#### Expected Results
-<!-- Example: Expected shape of (100,2).-->
+#### Problem description
 
-#### Actual Results
-<!-- Example: Actual shape of (100,5). 
+What are you trying to achieve? What is the expected result? What are you seeing instead?
 
-Please paste or specifically describe the actual output or traceback. -->
+#### Steps/code/corpus to reproduce
+
+Include full tracebacks, logs and datasets if necessary. Please keep the examples minimal ("minimal reproducible example").
 
 #### Versions
-<!--
-Please run the following snippet and paste the output below.
+
+Please provide the output of:
+
+```python
 import platform; print(platform.platform())
 import sys; print("Python", sys.version)
 import numpy; print("NumPy", numpy.__version__)
 import scipy; print("SciPy", scipy.__version__)
 import gensim; print("gensim", gensim.__version__)
 from gensim.models import word2vec;print("FAST_VERSION", word2vec.FAST_VERSION)
--->
-
-
-<!-- Thanks for contributing! -->
-
+```

MANIFEST.in

@@ -6,6 +6,7 @@ include COPYING.LESSER
 include ez_setup.py
 
 include gensim/models/voidptr.h
+include gensim/models/stdint_wrapper.h
 include gensim/models/fast_line_sentence.h
 
 include gensim/models/word2vec_inner.c