Preparing 1.0.6 release

Author: NicolasHug

CHANGELOG.md

@@ -1,20 +1,41 @@
 Latest version, in development
 ==============================
 
+Todo :)
+
+VERSION 1.0.6
+=============
+
+Date: 22/04/18
+
 Enhancements
 ------------
 
+* Added verbose option to algorithms using a similarity matrix or baseline
+  computation, to avoid unwanted printed messages.
 * When PredictionImpossible is raised, the prediction is now deferred to
   default_prediction() method, which can be overridden is child classes. This
   allows to not always set the default prediction to the average rating, which
-  can be useful for some algorithms (e.g. thos working with implicit positive
+  can be useful for some algorithms (e.g. those working with implicit positive
   feedback).
 * LeaveOneOut() now accepts a min_n_ratings parameter to make sure users in the
   trainset have at least min_n_ratings ratings.
+* Dumping is now done with pickle's highest protocol which allows for larger
+  files.
+
+Bug Fixes
+---------
+
+* Joblib parameter `n_jobs` now defaults to 1 (no use of multiprocessing).
+  Should fix issues with Windows users.
+* `cross_validate` now returns correct values for training measures (used to
+  return test measures instead).
 
 VERSION 1.0.5
 =============
 
+Date: 09/01/18
+
 Enhancements
 ------------
 

README.md

@@ -189,9 +189,10 @@ Contributors
 
 The following persons have contributed to [Surprise](http://surpriselib.com):
 
-Олег Демиденко, Charles-Emmanuel Dias, Lukas Galke, Pierre-François Gimenez, Nicolas Hug,
-Hengji Liu,  Maher Malaeb, Naturale0, nju-luke, Skywhat, David Stevens, Mike Lee Williams,
-Chenchen Xu.
+Олег Демиденко, Charles-Emmanuel Dias, dmamylin, franckjay, Lukas Galke,
+Pierre-François Gimenez, Nicolas Hug, Hengji Liu,  Maher Malaeb, Manoj K,
+Naturale0, nju-luke, Skywhat, David Stevens, Mike Lee Williams, Chenchen Xu,
+YaoZh1918.
 
 Thanks a lot :) !
 

setup.py

@@ -5,27 +5,23 @@
 """
 Release instruction:
 
-pandoc must be install on machine so that readme (in markdown for jekyll) can
-be converted to rst (for pypi).
-
 Check that tests run correctly for 36 and 27 and doc compiles without warning
 (make clean first).
 
 change __version__ in setup.py to new version name.
 
 First upload to test pypi:
     mktmpenv (Python version should not matter)
-    pip install numpy cython pypandoc twine
+    pip install numpy cython twine
     python setup.py sdist
     twine upload dist/blabla.tar.gz -r testpypi
 
-Check that install works on testpypi (also check md is converted to rst), then
-upload to pypi and check again.
+Check that install works on testpypi, then upload to pypi and check again.
 to install from testpypi:
 pip install --index-url https://test.pypi.org/simple/ --extra-index-url https://pypi.org/simple scikit-surprise  # noqa
 
-push new release tag on github:
-    git tag v1.0.x
+push new release tag on github (commit last changes first if needed):
+    git tag vX.Y.Z
     git push --tags
 
 Check that RTD has updated 'stable' to the new release (may take a while).
@@ -56,17 +52,13 @@
 else:
     USE_CYTHON = True
 
-__version__ = 'latest'
+__version__ = '1.0.6'
 
 here = path.abspath(path.dirname(__file__))
 
-# Get the long description from the README file and convert it to rst
-try:
-    import pypandoc
-    long_description = pypandoc.convert(path.join(here, 'README.md'), 'rst')
-except(IOError, ImportError):
-    with open(path.join(here, 'README.md'), encoding='utf-8') as f:
-        long_description = f.read()
+# Get the long description from README.md
+with open(path.join(here, 'README.md'), encoding='utf-8') as f:
+    long_description = f.read()
 
 # get the dependencies and installs
 with open(path.join(here, 'requirements.txt'), encoding='utf-8') as f:
@@ -114,6 +106,7 @@
 
     description=('An easy-to-use library for recommender systems.'),
     long_description=long_description,
+    long_description_content_type='text/markdown',
 
     version=__version__,
     url='http://surpriselib.com',