Use nmslib-metabrainz for Python 3.11 and upper

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

pyproject.toml

@@ -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",
 ]