Use nmslib-metabrainz for Python 3.11 and upper (#180)

The official nmslib doesn't provide wheels for Python 3.11 and 3.12. For
convenience, let's allow the use of the forked version wheel, i.e.,
nmslib-metabrainz.

Author: chezou

CHANGELOG.md

@@ -13,6 +13,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 - `nbformat >= 4.2.0` dependency to `[visuals]` extra ([#169](https://github.com/MobileTeleSystems/RecTools/pull/169))
 - `filter_interactions` method of `Dataset` ([#177](https://github.com/MobileTeleSystems/RecTools/pull/177))
 - `on_unsupported_targets` parameter to  `recommend` and `recommend_to_items` model methods ([#177](https://github.com/MobileTeleSystems/RecTools/pull/177))
+- Use nmslib-metabrainz for Python 3.11 and upper ([#180](https://github.com/MobielTeleSystems/RecTools/pull/180))
 
 ### Fixed
 - `display()` method in `MetricsApp` ([#169](https://github.com/MobileTeleSystems/RecTools/pull/169))

Makefile

@@ -61,7 +61,7 @@ install: .venv .reports
 	poetry run pytest ${TESTS} --cov=${SOURCES} --cov-report=xml
 
 .doctest:
-	poetry run pytest --doctest-modules ${SOURCES} --ignore=rectools/tools/ann.py --ignore=rectools/models/lightfm.py
+	poetry run pytest --doctest-modules ${SOURCES} --ignore=rectools/models/lightfm.py
 
 coverage: .venv .reports
 	poetry run coverage run --source ${SOURCES} --module pytest

poetry.lock

@@ -14,7 +14,7 @@ authors = [
     "Mikhail Khasykov <[email protected]>",
     "Mike Sokolov <[email protected]>",
     "Andrey Semenov <[email protected]>",
-    "Maxim Lukin <[email protected]>" 
+    "Maxim Lukin <[email protected]>"
 ]
 maintainers = [
     "Emiliy Feldman <[email protected]>",
@@ -74,6 +74,8 @@ typeguard = "^4.1.0"
 rectools-lightfm = {version="1.17.1", python = "<3.12", optional = true}
 
 nmslib = {version = "^2.0.4", python = "<3.11", optional = true}
+# nmslib officialy doens't support Python 3.11 and 3.12. Use https://github.com/metabrainz/nmslib-metabrainz instead
+nmslib-metabrainz = {version = "^2.1.3", python = ">=3.11, <3.13", optional = true}
 
 # The latest torch version available for MacOSX + x86_64 is 2.2.2
 torch = [
@@ -89,12 +91,12 @@ nbformat = {version = ">=4.2.0", optional = true}
 
 [tool.poetry.extras]
 lightfm = ["rectools-lightfm"]
-nmslib = ["nmslib"]
+nmslib = ["nmslib", "nmslib-metabrainz"]
 torch = ["torch", "pytorch-lightning"]
 visuals = ["ipywidgets", "plotly", "nbformat"]
 all = [
     "rectools-lightfm",
-    "nmslib", 
+    "nmslib", "nmslib-metabrainz",
     "torch", "pytorch-lightning",
     "ipywidgets", "plotly", "nbformat",
 ]

pyproject.toml

@@ -13,7 +13,6 @@
 #  limitations under the License.
 
 import pickle
-import sys
 from typing import Callable, Dict, Hashable, List, Union
 
 import numpy as np
@@ -22,8 +21,6 @@
 from rectools.dataset import IdMap
 from rectools.tools import ItemToItemAnnRecommender, UserToItemAnnRecommender
 
-pytestmark = pytest.mark.skipif(sys.version_info >= (3, 11), reason="`nmslib` is not compatible with Python >= 3.11")
-
 
 class TestItemToItemAnnRecommender:
     @pytest.fixture