diff --git a/docs/_templates/versions.html b/docs/_templates/versions.html
new file mode 100644
index 000000000..c49f844c4
--- /dev/null
+++ b/docs/_templates/versions.html
@@ -0,0 +1,27 @@
+{%- if current_version %}
+<div class="rst-versions" data-toggle="rst-versions" role="note" aria-label="versions">
+    <span class="rst-current-version" data-toggle="rst-current-version">
+        <span class="fa fa-book"> Other Versions</span>
+        v: {{ current_version.name }}
+        <span class="fa fa-caret-down"></span>
+    </span>
+    <div class="rst-other-versions">
+        {%- if versions.tags %}
+        <dl>
+            <dt>Tags</dt>
+            {%- for item in versions.tags %}
+            <dd><a href="{{ item.url }}">{{ item.name }}</a></dd>
+            {%- endfor %}
+        </dl>
+        {%- endif %}
+        {%- if versions.branches %}
+        <dl>
+            <dt>Branches</dt>
+            {%- for item in versions.branches %}
+            <dd><a href="{{ item.url }}">{{ item.name }}</a></dd>
+            {%- endfor %}
+        </dl>
+        {%- endif %}
+    </div>
+</div>
+{%- endif %}
\ No newline at end of file
diff --git a/docs/conf.py b/docs/conf.py
index 67a14f47a..f63627b62 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -66,25 +66,38 @@ def setup(app):
 import sys
 import os
 sys.path.insert(0, os.path.abspath('../python/'))
-extensions = ['sphinx.ext.autodoc', 'sphinx.ext.intersphinx', 'sphinx.ext.autosummary', 'sphinx.ext.coverage', 'sphinx.ext.napoleon']
+extensions = ['sphinx.ext.autodoc', 'sphinx.ext.intersphinx', 'sphinx.ext.autosummary', 'sphinx.ext.coverage', 'sphinx.ext.napoleon', 'sphinx_multiversion']
 autosummary_generate = True
 
+# versioning config
+smv_tag_whitelist = r'^(v1.1.1)$'
+smv_branch_whitelist = r'^master$'
+smv_remote_whitelist = None
+smv_released_pattern = r'^tags/.*$'
+smv_outputdir_format = '{ref.name}'
+smv_prefer_remote_refs = False
+
 # Sphinx gallery
-extensions += ['sphinx_gallery.gen_gallery']
-from sphinx_gallery.sorting import FileNameSortKey
-sphinx_gallery_conf = {
-    'examples_dirs': '../python/tutorials/',
-    'gallery_dirs': 'getting-started/tutorials',
-    'filename_pattern': '',
-    'ignore_pattern': r'__init__\.py',
-    'within_subsection_order': FileNameSortKey,
-    'reference_url': {
-        'sphinx_gallery': None,
-    }
-}
+# extensions += ['sphinx_gallery.gen_gallery']
+# from sphinx_gallery.sorting import FileNameSortKey
+# sphinx_gallery_conf = {
+#     'examples_dirs': '../python/tutorials/',
+#     'gallery_dirs': 'getting-started/tutorials',
+#     'filename_pattern': '',
+#     'ignore_pattern': r'__init__\.py',
+#     'within_subsection_order': FileNameSortKey,
+#     'reference_url': {
+#         'sphinx_gallery': None,
+#     }
+# }
 
 # Add any paths that contain templates here, relative to this directory.
 templates_path = ['_templates']
+html_sidebars = {
+    '**': [
+        '_templates/versions.html',
+    ],
+}
 
 # The suffix(es) of source filenames.
 # You can specify multiple suffix as a list of string: