mathLab · ndem0 · Dec 12, 2025 · Dec 12, 2025
diff --git a/docs/source/ae.rst b/docs/source/ae.rst
@@ -1,9 +1,9 @@
 AE
 =====================
 
-.. currentmodule:: ezyrb.ae
+.. currentmodule:: ezyrb.reduction.ae
 
-.. automodule:: ezyrb.ae
+.. automodule:: ezyrb.reduction.ae
 
 .. autosummary::
     :toctree: _summaries

diff --git a/docs/source/ann.rst b/docs/source/ann.rst
@@ -1,9 +1,9 @@
 ANN
 =====================
 
-.. currentmodule:: ezyrb.ann
+.. currentmodule:: ezyrb.approximation.ann
 
-.. automodule:: ezyrb.ann
+.. automodule:: ezyrb.approximation.ann
 
 .. autosummary::
     :toctree: _summaries

diff --git a/docs/source/code.rst b/docs/source/code.rst
@@ -2,14 +2,17 @@ Code Documentation
 ==================
 
 .. toctree::
-    :maxdepth: 2
+   :maxdepth: 2
 
    database
+   parameter
+   snapshot
    approximation
    linear
    rbf
    radius_neighbors_regressor
    kneighbors_regressor
+   neighbors_regressor
    gpr
    ann
    reduction

diff --git a/docs/source/conf.py b/docs/source/conf.py
@@ -14,10 +14,7 @@
 
 import sys
 import os
-import shlex
 import sphinx
-from sphinx.errors import VersionRequirementError
-import sphinx_rtd_theme
 import time
 import importlib.metadata
 
@@ -32,17 +29,11 @@
 _DISTRIBUTION_METADATA = importlib.metadata.metadata("ezyrb")
 project = _DISTRIBUTION_METADATA["Name"]
 copyright = f'2016-{time.strftime("%Y")}, EZyRB contributors'
-author = _DISTRIBUTION_METADATA["Author"]
+author = _DISTRIBUTION_METADATA["Author-email"]
 
 
 # -- General configuration ------------------------------------------------
 
-# If your documentation needs a minimal Sphinx version, state it here.
-needs_sphinx = '1.4'
-if needs_sphinx > sphinx.__display_version__:
-    message = 'This project needs at least Sphinx v{0!s}'.format(needs_sphinx)
-    raise VersionRequirementError(message)
-
 # Add any Sphinx extension module names here, as strings. They can be
 # extensions coming with Sphinx (named 'sphinx.ext.*') or your custom
 # ones.
@@ -56,14 +47,16 @@
     'sphinx.ext.todo',
     'sphinx.ext.viewcode',
     'sphinx.ext.coverage',
-    'sphinx.ext.imgmath',
     'sphinx.ext.ifconfig',
+    'sphinx.ext.mathjax',
 ]
 
-intersphinx_mapping = {'python': ('http://docs.python.org/2', None),
-                       'numpy': ('http://docs.scipy.org/doc/numpy/', None),
-                       'scipy': ('http://docs.scipy.org/doc/scipy/reference/', None),
-                       'matplotlib': ('http://matplotlib.sourceforge.net/', None)}
+intersphinx_mapping = {
+    "python": ("https://docs.python.org/3", None),
+    "numpy": ("https://numpy.org/doc/stable/", None),
+    "scipy": ("https://docs.scipy.org/doc/scipy/", None),
+    "matplotlib": ("https://matplotlib.org/stable", None),
+}
 
 # Add any paths that contain templates here, relative to this directory.
 templates_path = ['_templates']
@@ -97,7 +90,7 @@
 #
 # This is also used if you do content translation via gettext catalogs.
 # Usually you set "language" from the command line for these cases.
-language = None
+language = 'en'
 
 # There are two options for replacing |today|: either, you set today to some
 # non-false value, then it is used:
@@ -142,7 +135,7 @@
 # classes and attributes. As side effects, this option ... ???
 # If false, ... ???.
 # The default is True.
-viewcode_import = True
+viewcode_follow_imported_members = True
 
 # -- Options for HTML output ----------------------------------------------
 
@@ -157,7 +150,7 @@
 #html_theme_options = {}
 
 # Add any paths that contain custom themes here, relative to this directory.
-html_theme_path = [sphinx_rtd_theme.get_html_theme_path()]
+# html_theme_path = [sphinx_rtd_theme.get_html_theme_path()]
 
 # The name for this set of Sphinx documents.  If None, it defaults to
 # "<project> v<release> documentation".

diff --git a/docs/source/database.rst b/docs/source/database.rst
@@ -10,8 +10,6 @@ Database
     :nosignatures:
 
     Database
-    Database.parameters
-    Database.snapshots
     Database.__getitem__
     Database.__len__
     Database.add

diff --git a/docs/source/gpr.rst b/docs/source/gpr.rst
@@ -1,9 +1,9 @@
 GPR
 =====================
 
-.. currentmodule:: ezyrb.gpr
+.. currentmodule:: ezyrb.approximation.gpr
 
-.. automodule:: ezyrb.gpr
+.. automodule:: ezyrb.approximation.gpr
 
 .. autosummary::
     :toctree: _summaries

diff --git a/docs/source/kneighbors_regressor.rst b/docs/source/kneighbors_regressor.rst
@@ -1,9 +1,9 @@
 KNeighborsRegressor
 =====================
 
-.. currentmodule:: ezyrb.kneighbors_regressor
+.. currentmodule:: ezyrb.approximation.kneighbors_regressor
 
-.. automodule:: ezyrb.kneighbors_regressor
+.. automodule:: ezyrb.approximation.kneighbors_regressor
 
 .. autosummary::
     :toctree: _summaries

diff --git a/docs/source/linear.rst b/docs/source/linear.rst
@@ -1,9 +1,9 @@
 Linear
 =====================
 
-.. currentmodule:: ezyrb.linear
+.. currentmodule:: ezyrb.approximation.linear
 
-.. automodule:: ezyrb.linear
+.. automodule:: ezyrb.approximation.linear
 
 .. autosummary::
     :toctree: _summaries

diff --git a/docs/source/neighbors_regressor.rst b/docs/source/neighbors_regressor.rst
@@ -1,9 +1,9 @@
 NeighborsRegressor
 =====================
 
-.. currentmodule:: ezyrb.neighbors_regressor
+.. currentmodule:: ezyrb.approximation.neighbors_regressor
 
-.. automodule:: ezyrb.neighbors_regressor
+.. automodule:: ezyrb.approximation.neighbors_regressor
 
 .. autosummary::
     :toctree: _summaries

diff --git a/docs/source/parameter.rst b/docs/source/parameter.rst
@@ -0,0 +1,17 @@
+Parameter
+=====================
+
+.. currentmodule:: ezyrb.parameter
+
+.. automodule:: ezyrb.parameter
+
+.. autosummary::
+    :toctree: _summaries
+    :nosignatures:
+
+.. autoclass:: Parameter
+    :members:
+    :private-members:
+    :undoc-members:
+    :show-inheritance:
+    :noindex:
diff --git a/docs/source/pod.rst b/docs/source/pod.rst
@@ -1,9 +1,9 @@
 POD
 =====================
 
-.. currentmodule:: ezyrb.pod
+.. currentmodule:: ezyrb.reduction.pod
 
-.. automodule:: ezyrb.pod
+.. automodule:: ezyrb.reduction.pod
 
 .. autosummary::
     :toctree: _summaries

diff --git a/docs/source/podae.rst b/docs/source/podae.rst
@@ -1,9 +1,9 @@
 PODAE
 =====================
 
-.. currentmodule:: ezyrb.pod_ae
+.. currentmodule:: ezyrb.reduction.pod_ae
 
-.. automodule:: ezyrb.pod_ae
+.. automodule:: ezyrb.reduction.pod_ae
 
 .. autosummary::
     :toctree: _summaries

diff --git a/docs/source/radius_neighbors_regressor.rst b/docs/source/radius_neighbors_regressor.rst
@@ -1,9 +1,9 @@
 RadiusNeighborsRegressor
 =====================
 
-.. currentmodule:: ezyrb.radius_neighbors_regressor
+.. currentmodule:: ezyrb.approximation.radius_neighbors_regressor
 
-.. automodule:: ezyrb.radius_neighbors_regressor
+.. automodule:: ezyrb.approximation.radius_neighbors_regressor
 
 .. autosummary::
     :toctree: _summaries

diff --git a/docs/source/rbf.rst b/docs/source/rbf.rst
@@ -1,9 +1,9 @@
 RBF
 =====================
 
-.. currentmodule:: ezyrb.rbf
+.. currentmodule:: ezyrb.approximation.rbf
 
-.. automodule:: ezyrb.rbf
+.. automodule:: ezyrb.approximation.rbf
 
 .. autosummary::
     :toctree: _summaries

diff --git a/docs/source/snapshot.rst b/docs/source/snapshot.rst
@@ -0,0 +1,17 @@
+Snapshot
+=====================
+
+.. currentmodule:: ezyrb.snapshot
+
+.. automodule:: ezyrb.snapshot
+
+.. autosummary::
+    :toctree: _summaries
+    :nosignatures:
+
+.. autoclass:: Snapshot
+    :members:
+    :private-members:
+    :undoc-members:
+    :show-inheritance:
+    :noindex:
diff --git a/ezyrb/reduction/reduction.py b/ezyrb/reduction/reduction.py
@@ -21,3 +21,11 @@ def transform(self):
     @abstractmethod
     def inverse_transform(self):
         """Abstract `inverse_transform`"""
+
+    @abstractmethod
+    def expand(self):
+        """Abstract `expand`"""
+
+    @abstractmethod
+    def reduce(self):
+        """Abstract `reduce`"""
diff --git a/pyproject.toml b/pyproject.toml
@@ -17,7 +17,7 @@ dependencies = [
     "numpy", 
     "scipy",
     "matplotlib",
-    "scikit-learn>=1.0",
+    "scikit-learn",
     "torch",
     "datasets"
 ]