Add ask wiki link and init depth

* Update read the docs config

*Update copyright year in docs

* Update python version

* Change build configuration

* Change version read in config

* Refactor config files

* Refactor api config

.readthedocs.yaml

@@ -3,8 +3,12 @@ version: 2
 sphinx:
   configuration: docs/source/conf.py
 
+build:
+  os: ubuntu-22.04
+  tools:
+    python: "3.12"
+
 python:
-  version: 3.8
   install:
     - requirements: requirements.txt
     - requirements: docs/requirements.txt

README.md

@@ -1,16 +1,18 @@
+# STree
+
 ![CI](https://github.com/Doctorado-ML/STree/workflows/CI/badge.svg)
 [![CodeQL](https://github.com/Doctorado-ML/STree/actions/workflows/codeql-analysis.yml/badge.svg)](https://github.com/Doctorado-ML/STree/actions/workflows/codeql-analysis.yml)
 [![codecov](https://codecov.io/gh/doctorado-ml/stree/branch/master/graph/badge.svg)](https://codecov.io/gh/doctorado-ml/stree)
 [![Codacy Badge](https://app.codacy.com/project/badge/Grade/35fa3dfd53a24a339344b33d9f9f2f3d)](https://www.codacy.com/gh/Doctorado-ML/STree?utm_source=github.com&utm_medium=referral&utm_content=Doctorado-ML/STree&utm_campaign=Badge_Grade)
 [![PyPI version](https://badge.fury.io/py/STree.svg)](https://badge.fury.io/py/STree)
-![https://img.shields.io/badge/python-3.8%2B-blue](https://img.shields.io/badge/python-3.8%2B-brightgreen)
+![https://img.shields.io/badge/python-3.11%2B-blue](https://img.shields.io/badge/python-3.11%2B-brightgreen)
+[![Ask DeepWiki](https://deepwiki.com/badge.svg)](https://deepwiki.com/Doctorado-ML/STree)
 [![DOI](https://zenodo.org/badge/262658230.svg)](https://zenodo.org/badge/latestdoi/262658230)
 
-# STree
+![Stree](https://raw.github.com/doctorado-ml/stree/master/example.png)
 
 Oblique Tree classifier based on SVM nodes. The nodes are built and splitted with sklearn SVC models. Stree is a sklearn estimator and can be integrated in pipelines, grid searches, etc.
 
-![Stree](https://raw.github.com/doctorado-ml/stree/master/example.png)
 
 ## Installation
 

docs/source/api/Siterator.rst

@@ -1,9 +1,10 @@
 Siterator
 =========
 
-.. automodule:: Splitter
+.. automodule:: stree
 .. autoclass:: Siterator
     :members:
     :undoc-members:
     :private-members:
-    :show-inheritance:
+    :show-inheritance:
+    :noindex:

docs/source/api/Snode.rst

@@ -1,9 +1,9 @@
 Snode
 =====
 
-.. automodule:: Splitter
+.. autoclass:: stree.Splitter.Snode
-.. autoclass:: Snode
     :members:
     :undoc-members:
     :private-members:
-    :show-inheritance:
+    :show-inheritance:
+    :noindex:

docs/source/api/Splitter.rst

@@ -1,9 +1,10 @@
 Splitter
 ========
 
-.. automodule:: Splitter
+.. automodule:: stree.Splitter
 .. autoclass:: Splitter
     :members:
     :undoc-members:
     :private-members:
-    :show-inheritance:
+    :show-inheritance:
+    :noindex:

docs/source/api/Stree.rst

@@ -6,4 +6,5 @@ Stree
     :members:
     :undoc-members:
     :private-members:
-    :show-inheritance:
+    :show-inheritance:
+    :noindex:

docs/source/conf.py

@@ -6,26 +6,21 @@
 
 # -- Path setup --------------------------------------------------------------
 
-# If extensions (or modules to document with autodoc) are in another directory,
-# add these directories to sys.path here. If the directory is relative to the
-# documentation root, use os.path.abspath to make it absolute, like shown here.
-#
-import os
 import sys
-from stree._version import __version__
+from pathlib import Path
 
-sys.path.insert(0, os.path.abspath("../../stree/"))
+sys.path.insert(0, str(Path(__file__).parent.parent.parent))
+
+import stree
 
 # -- Project information -----------------------------------------------------
 
 project = "STree"
-copyright = "2020 - 2022, Ricardo Montañana Gómez"
+copyright = "2020 - 2024, Ricardo Montañana Gómez"
 author = "Ricardo Montañana Gómez"
 
 # The full version, including alpha/beta/rc tags
-version = __version__
+version = release = stree.__version__
-release = version
-
 
 # -- General configuration ---------------------------------------------------
 

docs/source/index.rst

@@ -5,7 +5,6 @@ Welcome to STree's documentation!
    :caption: Contents:
    :titlesonly:
 
-
    stree
    install
    hyperparameters

requirements.txt

@@ -1,2 +1,3 @@
-scikit-learn>0.24
+scikit-learn==1.5.2
-mufs
+coverage
+mufs

stree/Splitter.py

@@ -746,7 +746,7 @@ class Splitter:
             Train time - True / Test time - False
         """
         # data contains the distances of every sample to every class hyperplane
-        # array of (m, nc) nc = # classes
+        # array of (m, nc) nc = k if ovr, nc = k*(k-1)/2 if ovo
         data = self._distances(node, samples)
         if data.shape[0] < self._min_samples_split:
             # there aren't enough samples to split

stree/Strees.py

@@ -168,16 +168,17 @@ class Stree(BaseEstimator, ClassifierMixin):
         self.splitter = splitter
         self.normalize = normalize
         self.multiclass_strategy = multiclass_strategy
+        self.depth_ = 0
 
     @staticmethod
     def version() -> str:
         """Return the version of the package."""
         return __version__
 
-    def __call__(self) -> str:
+    def __call__(self) -> None:
-        """Only added to comply with scikit-learn base sestimator for ensembles
+        """Only added to comply with scikit-learn base sestimator for
-        """
+        ensembles"""
-        return self.version()
+        pass
 
     def _more_tags(self) -> dict:
         """Required by sklearn to supply features of the classifier

stree/tests/Stree_test.py

@@ -728,7 +728,7 @@ class Stree_test(unittest.TestCase):
     def test_call(self) -> None:
         """Check call method."""
         clf = Stree()
-        self.assertEqual(__version__, clf())
+        self.assertIsNone(clf())
 
     def test_graph(self):
         """Check graphviz representation of the tree."""