diff --git a/docs/source/_static/params.css b/docs/source/_static/params.css
deleted file mode 100644
index dc5cb96406..0000000000
--- a/docs/source/_static/params.css
+++ /dev/null
@@ -1,9 +0,0 @@
-/* Mirrors the change in:
- *   https://github.com/sphinx-doc/sphinx/pull/5976
- * which is not showing up in our theme.
- */
-.classifier:before {
-    font-style: normal;
-    margin: 0.5em;
-    content: ":";
-}
diff --git a/docs/source/conf.py b/docs/source/conf.py
index 9d3764853d..630e1ff71e 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -23,11 +23,11 @@
 # 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.
-sys.path.insert(0, os.path.abspath('sphinxext'))
-sys.path.insert(0, os.path.abspath('../../python/raft'))
-sys.path.insert(0, os.path.abspath('../../python/pylibraft'))
+sys.path.insert(0, os.path.abspath("sphinxext"))
+sys.path.insert(0, os.path.abspath("../../python/raft"))
+sys.path.insert(0, os.path.abspath("../../python/pylibraft"))
 
-from github_link import make_linkcode_resolve # noqa
+from github_link import make_linkcode_resolve  # noqa
 
 
 # -- General configuration ------------------------------------------------
@@ -40,12 +40,12 @@
 # extensions coming with Sphinx (named 'sphinx.ext.*') or your custom
 # ones.
 extensions = [
-    'numpydoc',
-    'sphinx.ext.autodoc',
-    'sphinx.ext.autosummary',
-    'sphinx.ext.doctest',
-    'sphinx.ext.intersphinx',
-    'sphinx.ext.linkcode',
+    "numpydoc",
+    "sphinx.ext.autodoc",
+    "sphinx.ext.autosummary",
+    "sphinx.ext.doctest",
+    "sphinx.ext.intersphinx",
+    "sphinx.ext.linkcode",
     "IPython.sphinxext.ipython_console_highlighting",
     "IPython.sphinxext.ipython_directive",
     "breathe",
@@ -60,7 +60,7 @@
 ipython_mplbackend = "str"
 
 # Add any paths that contain templates here, relative to this directory.
-templates_path = ['_templates']
+templates_path = ["_templates"]
 
 # generate autosummary even if no references
 # autosummary_generate = True
@@ -72,28 +72,28 @@
 source_suffix = {".rst": "restructuredtext", ".md": "markdown"}
 
 # The master toctree document.
-master_doc = 'index'
+master_doc = "index"
 
 # General information about the project.
-project = 'raft'
-copyright = '2022, nvidia'
-author = 'nvidia'
+project = "raft"
+copyright = "2022, nvidia"
+author = "nvidia"
 
 # The version info for the project you're documenting, acts as replacement for
 # |version| and |release|, also used in various other places throughout the
 # built documents.
 #
 # The short X.Y version.
-version = '22.08'
+version = "22.08"
 # The full version, including alpha/beta/rc tags.
-release = '22.08.00'
+release = "22.08.00"
 
 # The language for content autogenerated by Sphinx. Refer to documentation
 # for a list of supported languages.
 #
 # This is also used if you do content translation via gettext catalogs.
 # Usually you set "language" from the command line for these cases.
-language = 'en'
+language = "en"
 
 # List of patterns, relative to source directory, that match files and
 # directories to ignore when looking for source files.
@@ -101,7 +101,7 @@
 exclude_patterns = []
 
 # The name of the Pygments (syntax highlighting) style to use.
-pygments_style = 'sphinx'
+pygments_style = "sphinx"
 
 # If true, `todo` and `todoList` produce output, else they produce nothing.
 todo_include_todos = False
@@ -112,17 +112,18 @@
 # a list of builtin themes.
 #
 
-html_theme = 'sphinx_rtd_theme'
+html_theme = "sphinx_rtd_theme"
 
 # on_rtd is whether we are on readthedocs.org
-on_rtd = os.environ.get('READTHEDOCS', None) == 'True'
+on_rtd = os.environ.get("READTHEDOCS", None) == "True"
 
 if not on_rtd:
     # only import and set the theme if we're building docs locally
     # otherwise, readthedocs.org uses their theme by default,
     # so no need to specify it
     import sphinx_rtd_theme
-    html_theme = 'sphinx_rtd_theme'
+
+    html_theme = "sphinx_rtd_theme"
     html_theme_path = [sphinx_rtd_theme.get_html_theme_path()]
 
 # Theme options are theme-specific and customize the look and feel of a theme
@@ -134,14 +135,14 @@
 # Add any paths that contain custom static files (such as style sheets) here,
 # relative to this directory. They are copied after the builtin static files,
 # so a file named "default.css" will overwrite the builtin "default.css".
-html_static_path = ['_static']
+html_static_path = ["_static"]
 
 html_js_files = ["example_mod.js"]
 
 # -- Options for HTMLHelp output ------------------------------------------
 
 # Output file base name for HTML help builder.
-htmlhelp_basename = 'raftdoc'
+htmlhelp_basename = "raftdoc"
 
 # -- Options for LaTeX output ---------------------------------------------
 
@@ -149,15 +150,12 @@
     # The paper size ('letterpaper' or 'a4paper').
     #
     # 'papersize': 'letterpaper',
-
     # The font size ('10pt', '11pt' or '12pt').
     #
     # 'pointsize': '10pt',
-
     # Additional stuff for the LaTeX preamble.
     #
     # 'preamble': '',
-
     # Latex figure (float) alignment
     #
     # 'figure_align': 'htbp',
@@ -167,14 +165,14 @@
 # (source start file, target name, title,
 #  author, documentclass [howto, manual, or own class]).
 latex_documents = [
-    (master_doc, 'raft.tex', 'RAFT Documentation', 'nvidia', 'manual'),
+    (master_doc, "raft.tex", "RAFT Documentation", "nvidia", "manual"),
 ]
 
 # -- Options for manual page output ---------------------------------------
 
 # One entry per manual page. List of tuples
 # (source start file, name, description, authors, manual section).
-man_pages = [(master_doc, 'raft', 'RAFT Documentation', [author], 1)]
+man_pages = [(master_doc, "raft", "RAFT Documentation", [author], 1)]
 
 # -- Options for Texinfo output -------------------------------------------
 
@@ -182,14 +180,21 @@
 # (source start file, target name, title, author,
 #  dir menu entry, description, category)
 texinfo_documents = [
-    (master_doc, 'raft', 'RAFT Documentation', author, 'raft',
-     'One line description of project.', 'Miscellaneous'),
+    (
+        master_doc,
+        "raft",
+        "RAFT Documentation",
+        author,
+        "raft",
+        "One line description of project.",
+        "Miscellaneous",
+    ),
 ]
 
 # Example configuration for intersphinx: refer to the Python standard library.
 intersphinx_mapping = {
-    "python": ('https://docs.python.org/', None),
-    "scipy": ('https://docs.scipy.org/doc/scipy/reference', None)
+    "python": ("https://docs.python.org/", None),
+    "scipy": ("https://docs.scipy.org/doc/scipy/reference", None),
 }
 
 # Config numpydoc
@@ -198,17 +203,22 @@
 
 
 def setup(app):
-    app.add_css_file('copybutton.css')
-    app.add_css_file('infoboxes.css')
-    app.add_css_file('params.css')
-    app.add_css_file('references.css')
+    app.add_css_file("copybutton.css")
+    app.add_css_file("infoboxes.css")
+    app.add_css_file("references.css")
+    app.add_css_file("https://docs.rapids.ai/assets/css/custom.css")
+    app.add_js_file(
+        "https://docs.rapids.ai/assets/js/custom.js", loading_method="defer"
+    )
 
 
 # The following is used by sphinx.ext.linkcode to provide links to github
 linkcode_resolve = make_linkcode_resolve(
-    'raft', 'https://github.com/rapidsai/raft'
-    'raft/blob/{revision}/python/'
-    '{package}/{path}#L{lineno}')
+    "raft",
+    "https://github.com/rapidsai/raft"
+    "raft/blob/{revision}/python/"
+    "{package}/{path}#L{lineno}",
+)
 
 # Set the default role for interpreted code (anything surrounded in `single
 # backticks`) to be a python object. See