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-rw-r--r--RELEASES.md31
-rw-r--r--ot/gpu/__init__.py2
2 files changed, 27 insertions, 6 deletions
diff --git a/RELEASES.md b/RELEASES.md
index 57ea61d..93af09c 100644
--- a/RELEASES.md
+++ b/RELEASES.md
@@ -4,8 +4,29 @@
## 0.5.0 Year 2
*Sep 2018*
-POT is 2 years old! This release bring both numerous new features to the toolbox as listed below but also several
-
+POT is 2 years old! This release brings numerous new features to the
+toolbox as listed below but also several bug correction.
+
+Among the new features, we can highlight a [non-regularized Gromov-Wasserstein
+solver](https://github.com/rflamary/POT/blob/master/notebooks/plot_gromov.ipynb),
+a new [greedy variant of sinkhorn](https://pot.readthedocs.io/en/latest/all.html#ot.bregman.greenkhorn),
+[non-regularized](https://pot.readthedocs.io/en/latest/all.html#ot.lp.barycenter),
+[convolutional (2D)](https://github.com/rflamary/POT/blob/master/notebooks/plot_convolutional_barycenter.ipynb)
+and [free support](https://github.com/rflamary/POT/blob/master/notebooks/plot_free_support_barycenter.ipynb)
+ Wasserstein barycenters and [smooth](https://github.com/rflamary/POT/blob/prV0.5/notebooks/plot_OT_1D_smooth.ipynb)
+ and [stochastic](https://pot.readthedocs.io/en/latest/all.html#ot.stochastic.sgd_entropic_regularization)
+implementation of entropic OT.
+
+POT 0.5 also comes with a rewriting of ot.gpu using the cupy framework instead of
+the unmaintained cudamat. Note that while we tried to keed changes to the
+minimum, the OTDA classes were deprecated.
+
+The code quality has also improved with 92% code coverage in tests that is now
+printed to the log in the Travis builds. The documentation has also been
+greatly improved with new modules and examples/notebooks.
+
+This new release is so full of new stuff and corrections thanks to the old
+and new POT contributors (you can see the list in the readme).
#### Features
@@ -26,9 +47,9 @@ POT is 2 years old! This release bring both numerous new features to the toolbox
#### Deprecation
-Deprecated OTDA Classes were removed for version 0.5 (PR #48 and PR #67). The
-deprecation messagehas been for a year here since 0.4 and it is time to pull
-the plug.
+Deprecated OTDA Classes were removed from ot.da and ot.gpu for version 0.5
+(PR #48 and PR #67). The deprecation message has been for a year here since
+0.4 and it is time to pull the plug.
#### Closed issues
diff --git a/ot/gpu/__init__.py b/ot/gpu/__init__.py
index 213578c..deda6b1 100644
--- a/ot/gpu/__init__.py
+++ b/ot/gpu/__init__.py
@@ -9,7 +9,7 @@ By default, the functions in this module accept and return numpy arrays
in order to proide drop-in replacement for the other POT function but
the transfer between CPU en GPU comes with a significant overhead.
-In order to get the best erformances, we recommend to given only cupy
+In order to get the best erformances, we recommend to give only cupy
arrays to the functions and desactivate the conversion to numpy of the
result of the function with parameter ``to_numpy=False``.