[MRG] Proper links in release file in documentation (#350)

* propreer links in release file in documentation

* add pr in release file

Author: rflamary

.circleci/config.yml

@@ -57,6 +57,11 @@ jobs:
                which python
                python -c "import ot"
 
+        - run:
+            name: Correct link in release file
+            command: |
+              sed -i -r 's/PR #([[:digit:]]*)/\[PR #\1\]\(https:\/\/github.com\/PythonOT\/POT\/pull\/\1\)/' RELEASES.md
+              sed -i -r 's/Issue #([[:digit:]]*)/\[Issue #\1\]\(https:\/\/github.com\/PythonOT\/POT\/issues\/\1\)/' RELEASES.md
         # Build docs
         - run:
             name: make html

RELEASES.md

@@ -11,12 +11,13 @@
 - Backend implementation for `ot.lp.free_support_barycenter` (PR #340).
 - Add weak OT solver + example  (PR #341).
 - Add (F)GW linear dictionary learning solvers + example  (PR #319)
+- Add links to related PR and Issues in the doc release page (PR #350)
 
 #### Closed issues
 
-- Bug in instantiating an `autograd` function (`ValFunction`, Issue #337, PR
-  #338)
-- Make POT ABI compatible with old and new numpy (Issue #346, PR #349)
+- Fix bug in instantiating an `autograd` function `ValFunction` (Issue #337, 
+  PR #338)
+- Fix POT ABI compatibility with old and new numpy (Issue #346, PR #349)
 
 ## 0.8.1.0
 *December 2021*
@@ -60,10 +61,10 @@ As always we want to that the contributors who helped make POT better (and bug f
 
 - Fix bug in older Numpy ABI (<1.20) (Issue #308, PR #326)
 - Fix bug  in `ot.dist` function when non euclidean distance (Issue #305, PR #306)
-- Fix gradient scaling for functions using `nx.set_gradients` (Issue #309, PR
-  #310)
-- Fix bug in generalized Conditional gradient solver and SinkhornL1L2 (Issue
-  #311, PR #313)
+- Fix gradient scaling for functions using `nx.set_gradients` (Issue #309, 
+  PR #310)
+- Fix bug in generalized Conditional gradient solver and SinkhornL1L2 
+  (Issue #311, PR #313)
 - Fix log error in `gromov_barycenters` (Issue #317, PR #3018)
 
 ## 0.8.0