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Merged
feldlime merged 5 commits into from
Feb 21, 2026
Merged

Release/0.18.0 #304

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1fed8ed
updated version
feldlime Feb 20, 2026
d8ee82a
fixed license headers
feldlime Feb 20, 2026
41465a3
updated changelog
feldlime Feb 20, 2026
3baabb6
fixed date in changelog
feldlime Feb 20, 2026
78a384c
removed xdist mention from test command
feldlime Feb 21, 2026
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5 changes: 4 additions & 1 deletion CHANGELOG.md
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Expand Up @@ -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] - 20.02.2025

### 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

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2 changes: 1 addition & 1 deletion pyproject.toml
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[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 = [
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2 changes: 1 addition & 1 deletion rectools/columns.py
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# 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.
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2 changes: 1 addition & 1 deletion rectools/compat.py
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# 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.
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2 changes: 1 addition & 1 deletion rectools/exceptions.py
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# 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.
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2 changes: 1 addition & 1 deletion rectools/models/base.py
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# 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.
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2 changes: 1 addition & 1 deletion rectools/models/nn/transformers/data_preparator.py
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# 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.
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2 changes: 1 addition & 1 deletion rectools/models/ranking/__init__.py
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# 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.
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14 changes: 14 additions & 0 deletions rectools/models/ranking/candidate_ranking.py
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# 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
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14 changes: 14 additions & 0 deletions rectools/models/ranking/catboost_reranker.py
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# 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
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4 changes: 2 additions & 2 deletions rectools/version.py
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# 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.
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# See the License for the specific language governing permissions and
# limitations under the License.

VERSION = "0.17.0"
VERSION = "0.18.0"
14 changes: 14 additions & 0 deletions tests/models/ranking/test_candidate_ranking.py
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# 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

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14 changes: 14 additions & 0 deletions tests/models/ranking/test_catboost_reranker.py
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# 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
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2 changes: 1 addition & 1 deletion tests/models/test_implicit_bpr.py
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# 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.
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2 changes: 1 addition & 1 deletion tests/models/test_serialization.py
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# 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.
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2 changes: 1 addition & 1 deletion tests/test_compat.py
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# 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.
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