Improve latex (#53)

* replace infegal by leqslant

* index

* fix

* remove

* fix yml

* misspelling

* fix issues

* fix link

* doc

* fix req

* fix

Author: xadupre

.github/workflows/documentation.yml

@@ -35,7 +35,7 @@ jobs:
         run: python -m pip install -r requirements-dev.txt
 
       - name: Cache pip
-        uses: actions/cache@v2
+        uses: actions/cache@v4
         with:
           path: ~/.cache/pip
           key: ${{ runner.os }}-pip-${{ hashFiles('requirements-dev.txt') }}
@@ -52,7 +52,7 @@ jobs:
           export PYTHONPATH=
 
       - name: test notebooks
-        run: python -m pytest _unittests/ut_xrun_doc/test_documentation_notebook.py --durations=10
+        run: SCIPY_ARRAY_API=1 python -m pytest _unittests/ut_xrun_doc/test_documentation_notebook.py --durations=10
 
       - name: Upload coverage reports to Codecov
         uses: codecov/codecov-action@v3
@@ -68,7 +68,7 @@ jobs:
         run: cp CHANGELOGS* ./_doc
 
       - name: Documentation
-        run: python -m sphinx ./_doc ./dist/html -n -w doc.txt
+        run: SCIPY_ARRAY_API=1 python -m sphinx ./_doc ./dist/html -n -w doc.txt
 
       - name: Summary
         run: cat doc.txt
@@ -86,6 +86,6 @@ jobs:
             exit 1
           fi
 
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         with:
           path: ./dist/html/**

.github/workflows/wheels-any.yml

@@ -24,6 +24,6 @@ jobs:
       - name: build wheel
         run: python -m pip wheel .
 
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         with:
           path: ./mlstatpy*.whl

.gitignore

@@ -18,6 +18,7 @@ prof
 temp_*
 .ipynb_checkpoints
 _doc/CHANGELOGS.rst
+_doc/sg_execution_times.rst
 _doc/LICENSE.txt
 _doc/auto_examples/*
 _doc/examples/_cache/*

CHANGELOGS.rst

@@ -4,11 +4,11 @@ Change Logs
 0.5.0
 +++++
 
+0.4.0
++++++
+
 * :pr:`42`: quantization
 * :pr:`39`: refactoring, use black, better documentation
-
-0.4.0
-=====
 * :pr:`32`: Improves usability of distance_matching_graphs_paths (2021-08-10)
 * :pr:`31`: Links to notebooks are broken, notebooks slides are not working. (2021-03-31)
 * :pr:`30`: Fixes #26, implements a compact architecture (2021-01-23)
@@ -28,4 +28,3 @@ Change Logs
 * :pr:`9`: fix unittest on wikipedia_dump after a change on wikipedia website (2018-04-01)
 * :pr:`4`: implémentation la complétion en C++ (2016-09-25)
 * :pr:`1`: ajouter les petits exposés finance... (2016-06-29)
-

_doc/api/data.rst

@@ -2,10 +2,6 @@
 Source de données
 =================
 
-.. contents::
-    :local:
-    :depth: 2
-
 Wikipédia
 +++++++++
 

_doc/api/graph.rst

@@ -2,10 +2,6 @@
 Graphes
 =======
 
-.. contents::
-    :local:
-    :depth: 2
-
 Distance
 ++++++++
 

_doc/api/image.rst

@@ -2,10 +2,6 @@
 Image
 =====
 
-.. contents::
-    :local:
-    :depth: 2
-
 Conversion
 ++++++++++
 

_doc/api/ml.rst

@@ -2,10 +2,6 @@
 Machine Learning
 ================
 
-.. contents::
-    :local:
-    :depth: 2
-
 Matrices
 ++++++++
 

_doc/api/optim.rst

@@ -2,10 +2,6 @@
 Optimisation
 ================
 
-.. contents::
-    :local:
-    :depth: 2
-
 Gradient
 ++++++++
 

_doc/api/text.rst

@@ -1,10 +1,6 @@
 Traitement du langage naturel
 =============================
 
-.. contents::
-    :local:
-    :depth: 2
-
 Complétion
 ++++++++++