MobileTeleSystems · feldlime · Feb 21, 2026 · Feb 20, 2026 · Feb 20, 2026 · Feb 20, 2026
diff --git a/CHANGELOG.md b/CHANGELOG.md
@@ -6,11 +6,14 @@ The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
 and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
 
 
-## Unreleased
+## [0.18.0] - 21.02.2026
 
 ### Added
 - Two-stage candidate ranking system with `CandidateRankingModel` and supporting classes (`CandidateGenerator`, `CandidateFeatureCollector`, `Reranker`, `CatBoostReranker`, `PerUserNegativeSampler`) ([#296](https://github.com/MobileTeleSystems/RecTools/pull/296))
 
+### Changed
+- Used `pm-implicit` instead of `implicit` for Python>=3.10 to support Cuda 12.x ([#298](https://github.com/MobileTeleSystems/RecTools/pull/298))
+
 
 ## [0.17.0] - 03.09.2025
 

diff --git a/Makefile b/Makefile
@@ -59,7 +59,7 @@ install: .venv .reports
 # Tests
 
 .pytest:
-	poetry run pytest -n 0 ${TESTS} --cov=${SOURCES} --cov-report=xml
+	poetry run pytest ${TESTS} --cov=${SOURCES} --cov-report=xml
 
 .doctest:
 	poetry run pytest --doctest-modules ${SOURCES} --ignore=rectools/tools/ann.py

diff --git a/pyproject.toml b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "RecTools"
-version = "0.17.0"
+version = "0.18.0"
 description = "An easy-to-use Python library for building recommendation systems"
 license = "Apache-2.0"
 authors = [

diff --git a/rectools/columns.py b/rectools/columns.py
@@ -1,4 +1,4 @@
-#  Copyright 2022-2024 MTS (Mobile Telesystems)
+#  Copyright 2022-2026 MTS (Mobile Telesystems)
 #
 #  Licensed under the Apache License, Version 2.0 (the "License");
 #  you may not use this file except in compliance with the License.

diff --git a/rectools/compat.py b/rectools/compat.py
@@ -1,4 +1,4 @@
-#  Copyright 2022-2025 MTS (Mobile Telesystems)
+#  Copyright 2022-2026 MTS (Mobile Telesystems)
 #
 #  Licensed under the Apache License, Version 2.0 (the "License");
 #  you may not use this file except in compliance with the License.

diff --git a/rectools/exceptions.py b/rectools/exceptions.py
@@ -1,4 +1,4 @@
-#  Copyright 2022 MTS (Mobile Telesystems)
+#  Copyright 2022-2026 MTS (Mobile Telesystems)
 #
 #  Licensed under the Apache License, Version 2.0 (the "License");
 #  you may not use this file except in compliance with the License.

diff --git a/rectools/models/base.py b/rectools/models/base.py
@@ -1,4 +1,4 @@
-#  Copyright 2022-2025 MTS (Mobile Telesystems)
+#  Copyright 2022-2026 MTS (Mobile Telesystems)
 #
 #  Licensed under the Apache License, Version 2.0 (the "License");
 #  you may not use this file except in compliance with the License.

diff --git a/rectools/models/nn/transformers/data_preparator.py b/rectools/models/nn/transformers/data_preparator.py
@@ -1,4 +1,4 @@
-#  Copyright 2025 MTS (Mobile Telesystems)
+#  Copyright 2025-2026 MTS (Mobile Telesystems)
 #
 #  Licensed under the Apache License, Version 2.0 (the "License");
 #  you may not use this file except in compliance with the License.

diff --git a/rectools/models/ranking/__init__.py b/rectools/models/ranking/__init__.py
@@ -1,4 +1,4 @@
-#  Copyright 2024 MTS (Mobile Telesystems)
+#  Copyright 2026 MTS (Mobile Telesystems)
 #
 #  Licensed under the Apache License, Version 2.0 (the "License");
 #  you may not use this file except in compliance with the License.

diff --git a/rectools/models/ranking/candidate_ranking.py b/rectools/models/ranking/candidate_ranking.py
@@ -1,3 +1,17 @@
+#  Copyright 2026 MTS (Mobile Telesystems)
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+
 import typing as tp
 import warnings
 from collections import defaultdict

diff --git a/rectools/models/ranking/catboost_reranker.py b/rectools/models/ranking/catboost_reranker.py
@@ -1,3 +1,17 @@
+#  Copyright 2026 MTS (Mobile Telesystems)
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+
 import typing as tp
 
 import pandas as pd

diff --git a/rectools/version.py b/rectools/version.py
@@ -1,4 +1,4 @@
-#  Copyright 2022-2025 MTS (Mobile Telesystems)
+#  Copyright 2022-2026 MTS (Mobile Telesystems)
 #
 #  Licensed under the Apache License, Version 2.0 (the "License");
 #  you may not use this file except in compliance with the License.
@@ -12,4 +12,4 @@
 #  See the License for the specific language governing permissions and
 #  limitations under the License.
 
-VERSION = "0.17.0"
+VERSION = "0.18.0"
diff --git a/tests/models/ranking/test_candidate_ranking.py b/tests/models/ranking/test_candidate_ranking.py
@@ -1,3 +1,17 @@
+#  Copyright 2026 MTS (Mobile Telesystems)
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+
 import typing as tp
 from unittest.mock import MagicMock
 

diff --git a/tests/models/ranking/test_catboost_reranker.py b/tests/models/ranking/test_catboost_reranker.py
@@ -1,3 +1,17 @@
+#  Copyright 2026 MTS (Mobile Telesystems)
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+
 import typing as tp
 
 import numpy as np

diff --git a/tests/models/test_implicit_bpr.py b/tests/models/test_implicit_bpr.py
@@ -1,4 +1,4 @@
-#  Copyright 2025 MTS (Mobile Telesystems)
+#  Copyright 2025-2026 MTS (Mobile Telesystems)
 #
 #  Licensed under the Apache License, Version 2.0 (the "License");
 #  you may not use this file except in compliance with the License.

diff --git a/tests/models/test_serialization.py b/tests/models/test_serialization.py
@@ -1,4 +1,4 @@
-#  Copyright 2024-2025 MTS (Mobile Telesystems)
+#  Copyright 2024-2026 MTS (Mobile Telesystems)
 #
 #  Licensed under the Apache License, Version 2.0 (the "License");
 #  you may not use this file except in compliance with the License.

diff --git a/tests/test_compat.py b/tests/test_compat.py
@@ -1,4 +1,4 @@
-#  Copyright 2022-2025 MTS (Mobile Telesystems)
+#  Copyright 2022-2026 MTS (Mobile Telesystems)
 #
 #  Licensed under the Apache License, Version 2.0 (the "License");
 #  you may not use this file except in compliance with the License.