diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index d89f9634..fdee14cb 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -21,7 +21,7 @@ jobs:
           python-version: "3.10"
 
       - name: Install poetry
-        run: pip install urllib3==1.26.15 poetry==1.8.3
+        run: pip install urllib3==1.26.15 poetry==1.8.5
 
       - name: Load cached venv
         id: cached-poetry-dependencies
@@ -43,7 +43,7 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
-        python-version: [ "3.9", "3.10", "3.11", "3.12" ]
+        python-version: [ "3.9", "3.10", "3.11", "3.12", "3.13" ]
 
     steps:
       - uses: actions/checkout@v4
@@ -54,7 +54,7 @@ jobs:
           python-version: ${{ matrix.python-version }}
 
       - name: Install poetry
-        run: pip install urllib3==1.26.15 poetry==1.4.0
+        run: pip install urllib3==1.26.15 poetry==1.8.5
 
       - name: Load cached venv
         id: cached-poetry-dependencies
diff --git a/.readthedocs.yml b/.readthedocs.yml
index 35a13a8e..28d7f7d3 100644
--- a/.readthedocs.yml
+++ b/.readthedocs.yml
@@ -7,19 +7,15 @@ build:
   jobs:
     pre_build:
       - cp -r examples docs/source/
+    post_create_environment:
+      - pip install poetry
     post_install:
-      - pip install --no-cache-dir poetry==1.8.5
-      - poetry export -f requirements.txt -o requirements.txt -E all --without-hashes
-      - pip install --no-cache-dir -r requirements.txt
+      - VIRTUAL_ENV=$READTHEDOCS_VIRTUALENV_PATH poetry install -E all --no-root --with docs
 
 sphinx:
   builder: html
   configuration: docs/source/conf.py
   fail_on_warning: false
 
-python:
-   install:
-   - requirements: docs/requirements.txt
-
 formats:
   - pdf
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 83ebbf97..460245c7 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -5,13 +5,13 @@ All notable changes to this project will be documented in this file.
 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
 
 ### Added
+
 - `use_gpu` for PureSVD ([#229](https://github.com/MobileTeleSystems/RecTools/pull/229))
 - `from_params` method for models and `model_from_params` function ([#252](https://github.com/MobileTeleSystems/RecTools/pull/252))
-
+- Python 3.13 support ([#227](https://github.com/MobileTeleSystems/RecTools/pull/227))
 
 ## [0.10.0] - 16.01.2025
 
diff --git a/Makefile b/Makefile
index 00313539..fdde2edd 100644
--- a/Makefile
+++ b/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/models/lightfm.py
+	poetry run pytest --doctest-modules ${SOURCES} --ignore=rectools/dataset/torch_datasets.py --ignore=rectools/models/dssm.py --ignore=rectools/tools/ann.py
 
 coverage: .venv .reports
 	poetry run coverage run --source ${SOURCES} --module pytest
diff --git a/poetry.lock b/poetry.lock
index 93d95540..119bd109 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -123,6 +123,17 @@ files = [
 [package.dependencies]
 frozenlist = ">=1.1.0"
 
+[[package]]
+name = "alabaster"
+version = "0.7.16"
+description = "A light, configurable Sphinx theme"
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "alabaster-0.7.16-py3-none-any.whl", hash = "sha256:b46733c07dce03ae4e150330b975c75737fa60f0a7c591b6c8bf4928a28e2c92"},
+    {file = "alabaster-0.7.16.tar.gz", hash = "sha256:75a8b99c28a5dad50dd7f8ccdd447a121ddb3892da9e53d1ca5cca3106d58d65"},
+]
+
 [[package]]
 name = "annotated-types"
 version = "0.7.0"
@@ -208,6 +219,20 @@ files = [
 pycodestyle = ">=2.11.0"
 tomli = {version = "*", markers = "python_version < \"3.11\""}
 
+[[package]]
+name = "babel"
+version = "2.16.0"
+description = "Internationalization utilities"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "babel-2.16.0-py3-none-any.whl", hash = "sha256:368b5b98b37c06b7daf6696391c3240c938b37767d4584413e8438c5c435fa8b"},
+    {file = "babel-2.16.0.tar.gz", hash = "sha256:d1f3554ca26605fe173f3de0c65f750f5a42f924499bf134de6423582298e316"},
+]
+
+[package.extras]
+dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"]
+
 [[package]]
 name = "bandit"
 version = "1.7.8"
@@ -232,35 +257,56 @@ test = ["beautifulsoup4 (>=4.8.0)", "coverage (>=4.5.4)", "fixtures (>=3.0.0)",
 toml = ["tomli (>=1.1.0)"]
 yaml = ["PyYAML"]
 
+[[package]]
+name = "beautifulsoup4"
+version = "4.12.3"
+description = "Screen-scraping library"
+optional = false
+python-versions = ">=3.6.0"
+files = [
+    {file = "beautifulsoup4-4.12.3-py3-none-any.whl", hash = "sha256:b80878c9f40111313e55da8ba20bdba06d8fa3969fc68304167741bbf9e082ed"},
+    {file = "beautifulsoup4-4.12.3.tar.gz", hash = "sha256:74e3d1928edc070d21748185c46e3fb33490f22f52a3addee9aee0f4f7781051"},
+]
+
+[package.dependencies]
+soupsieve = ">1.2"
+
+[package.extras]
+cchardet = ["cchardet"]
+chardet = ["chardet"]
+charset-normalizer = ["charset-normalizer"]
+html5lib = ["html5lib"]
+lxml = ["lxml"]
+
 [[package]]
 name = "black"
-version = "24.4.2"
+version = "24.10.0"
 description = "The uncompromising code formatter."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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-    {file = "black-24.4.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8e537d281831ad0e71007dcdcbe50a71470b978c453fa41ce77186bbe0ed6021"},
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+    {file = "black-24.10.0-cp39-cp39-win_amd64.whl", hash = "sha256:2cd9c95431d94adc56600710f8813ee27eea544dd118d45896bb734e9d7a0dc7"},
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+    {file = "black-24.10.0.tar.gz", hash = "sha256:846ea64c97afe3bc677b761787993be4991810ecc7a4a937816dd6bddedc4875"},
 ]
 
 [package.dependencies]
@@ -274,26 +320,122 @@ typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
 colorama = ["colorama (>=0.4.3)"]
-d = ["aiohttp (>=3.7.4)", "aiohttp (>=3.7.4,!=3.9.0)"]
+d = ["aiohttp (>=3.10)"]
 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
+[[package]]
+name = "bleach"
+version = "6.2.0"
+description = "An easy safelist-based HTML-sanitizing tool."
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "bleach-6.2.0-py3-none-any.whl", hash = "sha256:117d9c6097a7c3d22fd578fcd8d35ff1e125df6736f554da4e432fdd63f31e5e"},
+    {file = "bleach-6.2.0.tar.gz", hash = "sha256:123e894118b8a599fd80d3ec1a6d4cc7ce4e5882b1317a7e1ba69b56e95f991f"},
+]
+
+[package.dependencies]
+webencodings = "*"
+
+[package.extras]
+css = ["tinycss2 (>=1.1.0,<1.5)"]
+
 [[package]]
 name = "certifi"
 version = "2024.8.30"
 description = "Python package for providing Mozilla's CA Bundle."
-optional = true
+optional = false
 python-versions = ">=3.6"
 files = [
     {file = "certifi-2024.8.30-py3-none-any.whl", hash = "sha256:922820b53db7a7257ffbda3f597266d435245903d80737e34f8a45ff3e3230d8"},
     {file = "certifi-2024.8.30.tar.gz", hash = "sha256:bec941d2aa8195e248a60b31ff9f0558284cf01a52591ceda73ea9afffd69fd9"},
 ]
 
+[[package]]
+name = "cffi"
+version = "1.17.1"
+description = "Foreign Function Interface for Python calling C code."
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.dependencies]
+pycparser = "*"
+
 [[package]]
 name = "charset-normalizer"
 version = "3.4.0"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
-optional = true
+optional = false
 python-versions = ">=3.7.0"
 files = [
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@@ -570,6 +712,17 @@ files = [
     {file = "decorator-5.1.1.tar.gz", hash = "sha256:637996211036b6385ef91435e4fae22989472f9d571faba8927ba8253acbc330"},
 ]
 
+[[package]]
+name = "defusedxml"
+version = "0.7.1"
+description = "XML bomb protection for Python stdlib modules"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+files = [
+    {file = "defusedxml-0.7.1-py2.py3-none-any.whl", hash = "sha256:a352e7e428770286cc899e2542b6cdaedb2b4953ff269a210103ec58f6198a61"},
+    {file = "defusedxml-0.7.1.tar.gz", hash = "sha256:1bb3032db185915b62d7c6209c5a8792be6a32ab2fedacc84e01b52c51aa3e69"},
+]
+
 [[package]]
 name = "dill"
 version = "0.3.9"
@@ -585,6 +738,17 @@ files = [
 graph = ["objgraph (>=1.7.2)"]
 profile = ["gprof2dot (>=2022.7.29)"]
 
+[[package]]
+name = "docutils"
+version = "0.17.1"
+description = "Docutils -- Python Documentation Utilities"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+files = [
+    {file = "docutils-0.17.1-py2.py3-none-any.whl", hash = "sha256:cf316c8370a737a022b72b56874f6602acf974a37a9fba42ec2876387549fc61"},
+    {file = "docutils-0.17.1.tar.gz", hash = "sha256:686577d2e4c32380bb50cbb22f575ed742d58168cee37e99117a854bcd88f125"},
+]
+
 [[package]]
 name = "exceptiongroup"
 version = "1.2.2"
@@ -617,7 +781,7 @@ tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipyth
 name = "fastjsonschema"
 version = "2.21.1"
 description = "Fastest Python implementation of JSON schema"
-optional = true
+optional = false
 python-versions = "*"
 files = [
     {file = "fastjsonschema-2.21.1-py3-none-any.whl", hash = "sha256:c9e5b7e908310918cf494a434eeb31384dd84a98b57a30bcb1f535015b554667"},
@@ -937,7 +1101,7 @@ test = ["coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock", "mypy", "pre-commit",
 name = "idna"
 version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
-optional = true
+optional = false
 python-versions = ">=3.6"
 files = [
     {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
@@ -947,6 +1111,17 @@ files = [
 [package.extras]
 all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
 
+[[package]]
+name = "imagesize"
+version = "1.4.1"
+description = "Getting image size from png/jpeg/jpeg2000/gif file"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
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+    {file = "imagesize-1.4.1.tar.gz", hash = "sha256:69150444affb9cb0d5cc5a92b3676f0b2fb7cd9ae39e947a5e11a36b4497cd4a"},
+]
+
 [[package]]
 name = "implicit"
 version = "0.7.2"
@@ -1124,7 +1299,7 @@ testing = ["Django", "attrs", "colorama", "docopt", "pytest (<9.0.0)"]
 name = "jinja2"
 version = "3.1.4"
 description = "A very fast and expressive template engine."
-optional = true
+optional = false
 python-versions = ">=3.7"
 files = [
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@@ -1152,7 +1327,7 @@ files = [
 name = "jsonschema"
 version = "4.23.0"
 description = "An implementation of JSON Schema validation for Python"
-optional = true
+optional = false
 python-versions = ">=3.8"
 files = [
     {file = "jsonschema-4.23.0-py3-none-any.whl", hash = "sha256:fbadb6f8b144a8f8cf9f0b89ba94501d143e50411a1278633f56a7acf7fd5566"},
@@ -1173,7 +1348,7 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 name = "jsonschema-specifications"
 version = "2024.10.1"
 description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
-optional = true
+optional = false
 python-versions = ">=3.9"
 files = [
     {file = "jsonschema_specifications-2024.10.1-py3-none-any.whl", hash = "sha256:a09a0680616357d9a0ecf05c12ad234479f549239d0f5b55f3deea67475da9bf"},
@@ -1183,11 +1358,34 @@ files = [
 [package.dependencies]
 referencing = ">=0.31.0"
 
+[[package]]
+name = "jupyter-client"
+version = "8.6.3"
+description = "Jupyter protocol implementation and client libraries"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "jupyter_client-8.6.3-py3-none-any.whl", hash = "sha256:e8a19cc986cc45905ac3362915f410f3af85424b4c0905e94fa5f2cb08e8f23f"},
+    {file = "jupyter_client-8.6.3.tar.gz", hash = "sha256:35b3a0947c4a6e9d589eb97d7d4cd5e90f910ee73101611f01283732bd6d9419"},
+]
+
+[package.dependencies]
+importlib-metadata = {version = ">=4.8.3", markers = "python_version < \"3.10\""}
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
+python-dateutil = ">=2.8.2"
+pyzmq = ">=23.0"
+tornado = ">=6.2"
+traitlets = ">=5.3"
+
+[package.extras]
+docs = ["ipykernel", "myst-parser", "pydata-sphinx-theme", "sphinx (>=4)", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"]
+test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pytest (<8.2.0)", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"]
+
 [[package]]
 name = "jupyter-core"
 version = "5.7.2"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
-optional = true
+optional = false
 python-versions = ">=3.8"
 files = [
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@@ -1203,6 +1401,17 @@ traitlets = ">=5.3"
 docs = ["myst-parser", "pydata-sphinx-theme", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "traitlets"]
 test = ["ipykernel", "pre-commit", "pytest (<8)", "pytest-cov", "pytest-timeout"]
 
+[[package]]
+name = "jupyterlab-pygments"
+version = "0.3.0"
+description = "Pygments theme using JupyterLab CSS variables"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "jupyterlab_pygments-0.3.0-py3-none-any.whl", hash = "sha256:841a89020971da1d8693f1a99997aefc5dc424bb1b251fd6322462a1b8842780"},
+    {file = "jupyterlab_pygments-0.3.0.tar.gz", hash = "sha256:721aca4d9029252b11cfa9d185e5b5af4d54772bb8072f9b7036f4170054d35d"},
+]
+
 [[package]]
 name = "jupyterlab-widgets"
 version = "3.0.13"
@@ -1280,7 +1489,7 @@ testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 name = "markupsafe"
 version = "3.0.2"
 description = "Safely add untrusted strings to HTML/XML markup."
-optional = true
+optional = false
 python-versions = ">=3.9"
 files = [
     {file = "MarkupSafe-3.0.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7e94c425039cde14257288fd61dcfb01963e658efbc0ff54f5306b06054700f8"},
@@ -1382,6 +1591,17 @@ files = [
     {file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"},
 ]
 
+[[package]]
+name = "mistune"
+version = "3.0.2"
+description = "A sane and fast Markdown parser with useful plugins and renderers"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "mistune-3.0.2-py3-none-any.whl", hash = "sha256:71481854c30fdbc938963d3605b72501f5c10a9320ecd412c121c163a1c7d205"},
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+]
+
 [[package]]
 name = "mpmath"
 version = "1.3.0"
@@ -1567,11 +1787,71 @@ files = [
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 ]
 
+[[package]]
+name = "nbclient"
+version = "0.10.1"
+description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
+optional = false
+python-versions = ">=3.8.0"
+files = [
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+    {file = "nbclient-0.10.1.tar.gz", hash = "sha256:3e93e348ab27e712acd46fccd809139e356eb9a31aab641d1a7991a6eb4e6f68"},
+]
+
+[package.dependencies]
+jupyter-client = ">=6.1.12"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
+nbformat = ">=5.1"
+traitlets = ">=5.4"
+
+[package.extras]
+dev = ["pre-commit"]
+docs = ["autodoc-traits", "flaky", "ipykernel (>=6.19.3)", "ipython", "ipywidgets", "mock", "moto", "myst-parser", "nbconvert (>=7.0.0)", "pytest (>=7.0,<8)", "pytest-asyncio", "pytest-cov (>=4.0)", "sphinx (>=1.7)", "sphinx-book-theme", "sphinxcontrib-spelling", "testpath", "xmltodict"]
+test = ["flaky", "ipykernel (>=6.19.3)", "ipython", "ipywidgets", "nbconvert (>=7.0.0)", "pytest (>=7.0,<8)", "pytest-asyncio", "pytest-cov (>=4.0)", "testpath", "xmltodict"]
+
+[[package]]
+name = "nbconvert"
+version = "7.16.4"
+description = "Converting Jupyter Notebooks (.ipynb files) to other formats.  Output formats include asciidoc, html, latex, markdown, pdf, py, rst, script.  nbconvert can be used both as a Python library (`import nbconvert`) or as a command line tool (invoked as `jupyter nbconvert ...`)."
+optional = false
+python-versions = ">=3.8"
+files = [
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+    {file = "nbconvert-7.16.4.tar.gz", hash = "sha256:86ca91ba266b0a448dc96fa6c5b9d98affabde2867b363258703536807f9f7f4"},
+]
+
+[package.dependencies]
+beautifulsoup4 = "*"
+bleach = "!=5.0.0"
+defusedxml = "*"
+importlib-metadata = {version = ">=3.6", markers = "python_version < \"3.10\""}
+jinja2 = ">=3.0"
+jupyter-core = ">=4.7"
+jupyterlab-pygments = "*"
+markupsafe = ">=2.0"
+mistune = ">=2.0.3,<4"
+nbclient = ">=0.5.0"
+nbformat = ">=5.7"
+packaging = "*"
+pandocfilters = ">=1.4.1"
+pygments = ">=2.4.1"
+tinycss2 = "*"
+traitlets = ">=5.1"
+
+[package.extras]
+all = ["flaky", "ipykernel", "ipython", "ipywidgets (>=7.5)", "myst-parser", "nbsphinx (>=0.2.12)", "playwright", "pydata-sphinx-theme", "pyqtwebengine (>=5.15)", "pytest (>=7)", "sphinx (==5.0.2)", "sphinxcontrib-spelling", "tornado (>=6.1)"]
+docs = ["ipykernel", "ipython", "myst-parser", "nbsphinx (>=0.2.12)", "pydata-sphinx-theme", "sphinx (==5.0.2)", "sphinxcontrib-spelling"]
+qtpdf = ["pyqtwebengine (>=5.15)"]
+qtpng = ["pyqtwebengine (>=5.15)"]
+serve = ["tornado (>=6.1)"]
+test = ["flaky", "ipykernel", "ipywidgets (>=7.5)", "pytest (>=7)"]
+webpdf = ["playwright"]
+
 [[package]]
 name = "nbformat"
 version = "5.10.4"
 description = "The Jupyter Notebook format"
-optional = true
+optional = false
 python-versions = ">=3.8"
 files = [
     {file = "nbformat-5.10.4-py3-none-any.whl", hash = "sha256:3b48d6c8fbca4b299bf3982ea7db1af21580e4fec269ad087b9e81588891200b"},
@@ -1588,6 +1868,25 @@ traitlets = ">=5.1"
 docs = ["myst-parser", "pydata-sphinx-theme", "sphinx", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"]
 test = ["pep440", "pre-commit", "pytest", "testpath"]
 
+[[package]]
+name = "nbsphinx"
+version = "0.8.9"
+description = "Jupyter Notebook Tools for Sphinx"
+optional = false
+python-versions = ">=3.6"
+files = [
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+    {file = "nbsphinx-0.8.9.tar.gz", hash = "sha256:4ade86b2a41f8f41efd3ea99dae84c3368fe8ba3f837d50c8815ce9424c5994f"},
+]
+
+[package.dependencies]
+docutils = "*"
+jinja2 = "*"
+nbconvert = "!=5.4"
+nbformat = "*"
+sphinx = ">=1.8"
+traitlets = ">=5"
+
 [[package]]
 name = "networkx"
 version = "3.2.1"
@@ -1731,6 +2030,70 @@ files = [
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 ]
 
+[[package]]
+name = "numpy"
+version = "2.2.0"
+description = "Fundamental package for array computing in Python"
+optional = false
+python-versions = ">=3.10"
+files = [
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+    {file = "numpy-2.2.0.tar.gz", hash = "sha256:140dd80ff8981a583a60980be1a655068f8adebf7a45a06a6858c873fcdcd4a0"},
+]
+
 [[package]]
 name = "nvidia-cublas-cu12"
 version = "12.1.3.1"
@@ -2125,6 +2488,17 @@ sql-other = ["SQLAlchemy (>=2.0.0)", "adbc-driver-postgresql (>=0.8.0)", "adbc-d
 test = ["hypothesis (>=6.46.1)", "pytest (>=7.3.2)", "pytest-xdist (>=2.2.0)"]
 xml = ["lxml (>=4.9.2)"]
 
+[[package]]
+name = "pandocfilters"
+version = "1.5.1"
+description = "Utilities for writing pandoc filters in python"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
+    {file = "pandocfilters-1.5.1-py2.py3-none-any.whl", hash = "sha256:93be382804a9cdb0a7267585f157e5d1731bbe5545a85b268d6f5fe6232de2bc"},
+    {file = "pandocfilters-1.5.1.tar.gz", hash = "sha256:002b4a555ee4ebc03f8b66307e287fa492e4a77b4ea14d3f934328297bb4939e"},
+]
+
 [[package]]
 name = "parso"
 version = "0.8.4"
@@ -2421,6 +2795,17 @@ files = [
     {file = "pycodestyle-2.11.1.tar.gz", hash = "sha256:41ba0e7afc9752dfb53ced5489e89f8186be00e599e712660695b7a75ff2663f"},
 ]
 
+[[package]]
+name = "pycparser"
+version = "2.22"
+description = "C parser in Python"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "pycparser-2.22-py3-none-any.whl", hash = "sha256:c3702b6d3dd8c7abc1afa565d7e63d53a1d0bd86cdc24edd75470f4de499cfcc"},
+    {file = "pycparser-2.22.tar.gz", hash = "sha256:491c8be9c040f5390f5bf44a5b07752bd07f56edf992381b05c701439eec10f6"},
+]
+
 [[package]]
 name = "pydantic"
 version = "2.10.3"
@@ -2627,13 +3012,13 @@ testutils = ["gitpython (>3)"]
 
 [[package]]
 name = "pytest"
-version = "8.1.1"
+version = "8.3.3"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "pytest-8.1.1-py3-none-any.whl", hash = "sha256:2a8386cfc11fa9d2c50ee7b2a57e7d898ef90470a7a34c4b949ff59662bb78b7"},
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+    {file = "pytest-8.3.3-py3-none-any.whl", hash = "sha256:a6853c7375b2663155079443d2e45de913a911a11d669df02a50814944db57b2"},
+    {file = "pytest-8.3.3.tar.gz", hash = "sha256:70b98107bd648308a7952b06e6ca9a50bc660be218d53c257cc1fc94fda10181"},
 ]
 
 [package.dependencies]
@@ -2641,11 +3026,11 @@ colorama = {version = "*", markers = "sys_platform == \"win32\""}
 exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
 iniconfig = "*"
 packaging = "*"
-pluggy = ">=1.4,<2.0"
+pluggy = ">=1.5,<2"
 tomli = {version = ">=1", markers = "python_version < \"3.11\""}
 
 [package.extras]
-testing = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
+dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
 
 [[package]]
 name = "pytest-cov"
@@ -2756,7 +3141,7 @@ files = [
 name = "pywin32"
 version = "308"
 description = "Python for Window Extensions"
-optional = true
+optional = false
 python-versions = "*"
 files = [
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@@ -2841,6 +3226,127 @@ files = [
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 ]
 
+[[package]]
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+python-versions = ">=3.7"
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+lint = ["mypy", "ruff (==0.5.5)", "types-docutils"]
+standalone = ["Sphinx (>=5)"]
+test = ["html5lib", "pytest"]
+
+[[package]]
+name = "sphinxcontrib-jsmath"
+version = "1.0.1"
+description = "A sphinx extension which renders display math in HTML via JavaScript"
+optional = false
+python-versions = ">=3.5"
+files = [
+    {file = "sphinxcontrib-jsmath-1.0.1.tar.gz", hash = "sha256:a9925e4a4587247ed2191a22df5f6970656cb8ca2bd6284309578f2153e0c4b8"},
+    {file = "sphinxcontrib_jsmath-1.0.1-py2.py3-none-any.whl", hash = "sha256:2ec2eaebfb78f3f2078e73666b1415417a116cc848b72e5172e596c871103178"},
+]
+
+[package.extras]
+test = ["flake8", "mypy", "pytest"]
+
+[[package]]
+name = "sphinxcontrib-qthelp"
+version = "2.0.0"
+description = "sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp documents"
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "sphinxcontrib_qthelp-2.0.0-py3-none-any.whl", hash = "sha256:b18a828cdba941ccd6ee8445dbe72ffa3ef8cbe7505d8cd1fa0d42d3f2d5f3eb"},
+    {file = "sphinxcontrib_qthelp-2.0.0.tar.gz", hash = "sha256:4fe7d0ac8fc171045be623aba3e2a8f613f8682731f9153bb2e40ece16b9bbab"},
+]
+
+[package.extras]
+lint = ["mypy", "ruff (==0.5.5)", "types-docutils"]
+standalone = ["Sphinx (>=5)"]
+test = ["defusedxml (>=0.7.1)", "pytest"]
+
+[[package]]
+name = "sphinxcontrib-serializinghtml"
+version = "2.0.0"
+description = "sphinxcontrib-serializinghtml is a sphinx extension which outputs \"serialized\" HTML files (json and pickle)"
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "sphinxcontrib_serializinghtml-2.0.0-py3-none-any.whl", hash = "sha256:6e2cb0eef194e10c27ec0023bfeb25badbbb5868244cf5bc5bdc04e4464bf331"},
+    {file = "sphinxcontrib_serializinghtml-2.0.0.tar.gz", hash = "sha256:e9d912827f872c029017a53f0ef2180b327c3f7fd23c87229f7a8e8b70031d4d"},
+]
+
+[package.extras]
+lint = ["mypy", "ruff (==0.5.5)", "types-docutils"]
+standalone = ["Sphinx (>=5)"]
+test = ["pytest"]
+
 [[package]]
 name = "stack-data"
 version = "0.6.3"
@@ -3242,23 +3956,6 @@ mpmath = ">=1.1.0,<1.4"
 [package.extras]
 dev = ["hypothesis (>=6.70.0)", "pytest (>=7.1.0)"]
 
-[[package]]
-name = "sympy"
-version = "1.13.3"
-description = "Computer algebra system (CAS) in Python"
-optional = true
-python-versions = ">=3.8"
-files = [
-    {file = "sympy-1.13.3-py3-none-any.whl", hash = "sha256:54612cf55a62755ee71824ce692986f23c88ffa77207b30c1368eda4a7060f73"},
-    {file = "sympy-1.13.3.tar.gz", hash = "sha256:b27fd2c6530e0ab39e275fc9b683895367e51d5da91baa8d3d64db2565fec4d9"},
-]
-
-[package.dependencies]
-mpmath = ">=1.1.0,<1.4"
-
-[package.extras]
-dev = ["hypothesis (>=6.70.0)", "pytest (>=7.1.0)"]
-
 [[package]]
 name = "tenacity"
 version = "9.0.0"
@@ -3285,6 +3982,24 @@ files = [
     {file = "threadpoolctl-3.5.0.tar.gz", hash = "sha256:082433502dd922bf738de0d8bcc4fdcbf0979ff44c42bd40f5af8a282f6fa107"},
 ]
 
+[[package]]
+name = "tinycss2"
+version = "1.4.0"
+description = "A tiny CSS parser"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "tinycss2-1.4.0-py3-none-any.whl", hash = "sha256:3a49cf47b7675da0b15d0c6e1df8df4ebd96e9394bb905a5775adb0d884c5289"},
+    {file = "tinycss2-1.4.0.tar.gz", hash = "sha256:10c0972f6fc0fbee87c3edb76549357415e94548c1ae10ebccdea16fb404a9b7"},
+]
+
+[package.dependencies]
+webencodings = ">=0.4"
+
+[package.extras]
+doc = ["sphinx", "sphinx_rtd_theme"]
+test = ["pytest", "ruff"]
+
 [[package]]
 name = "tomli"
 version = "2.2.1"
@@ -3475,6 +4190,26 @@ text = ["ipadic (>=1.0.0)", "mecab-python3 (>=1.0.6)", "nltk (>3.8.1)", "regex (
 typing = ["mypy (==1.13.0)", "torch (==2.5.1)", "types-PyYAML", "types-emoji", "types-protobuf", "types-requests", "types-setuptools", "types-six", "types-tabulate"]
 visual = ["SciencePlots (>=2.0.0)", "matplotlib (>=3.6.0)"]
 
+[[package]]
+name = "tornado"
+version = "6.4.2"
+description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "tornado-6.4.2-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:e828cce1123e9e44ae2a50a9de3055497ab1d0aeb440c5ac23064d9e44880da1"},
+    {file = "tornado-6.4.2-cp38-abi3-macosx_10_9_x86_64.whl", hash = "sha256:072ce12ada169c5b00b7d92a99ba089447ccc993ea2143c9ede887e0937aa803"},
+    {file = "tornado-6.4.2-cp38-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1a017d239bd1bb0919f72af256a970624241f070496635784d9bf0db640d3fec"},
+    {file = "tornado-6.4.2-cp38-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:c36e62ce8f63409301537222faffcef7dfc5284f27eec227389f2ad11b09d946"},
+    {file = "tornado-6.4.2-cp38-abi3-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bca9eb02196e789c9cb5c3c7c0f04fb447dc2adffd95265b2c7223a8a615ccbf"},
+    {file = "tornado-6.4.2-cp38-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:304463bd0772442ff4d0f5149c6f1c2135a1fae045adf070821c6cdc76980634"},
+    {file = "tornado-6.4.2-cp38-abi3-musllinux_1_2_i686.whl", hash = "sha256:c82c46813ba483a385ab2a99caeaedf92585a1f90defb5693351fa7e4ea0bf73"},
+    {file = "tornado-6.4.2-cp38-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:932d195ca9015956fa502c6b56af9eb06106140d844a335590c1ec7f5277d10c"},
+    {file = "tornado-6.4.2-cp38-abi3-win32.whl", hash = "sha256:2876cef82e6c5978fde1e0d5b1f919d756968d5b4282418f3146b79b58556482"},
+    {file = "tornado-6.4.2-cp38-abi3-win_amd64.whl", hash = "sha256:908b71bf3ff37d81073356a5fadcc660eb10c1476ee6e2725588626ce7e5ca38"},
+    {file = "tornado-6.4.2.tar.gz", hash = "sha256:92bad5b4746e9879fd7bf1eb21dce4e3fc5128d71601f80005afa39237ad620b"},
+]
+
 [[package]]
 name = "tqdm"
 version = "4.67.1"
@@ -3500,7 +4235,7 @@ telegram = ["requests"]
 name = "traitlets"
 version = "5.14.3"
 description = "Traitlets Python configuration system"
-optional = true
+optional = false
 python-versions = ">=3.8"
 files = [
     {file = "traitlets-5.14.3-py3-none-any.whl", hash = "sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f"},
@@ -3601,7 +4336,7 @@ files = [
 name = "urllib3"
 version = "2.2.3"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
-optional = true
+optional = false
 python-versions = ">=3.8"
 files = [
     {file = "urllib3-2.2.3-py3-none-any.whl", hash = "sha256:ca899ca043dcb1bafa3e262d73aa25c465bfb49e0bd9dd5d59f1d0acba2f8fac"},
@@ -3625,6 +4360,17 @@ files = [
     {file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"},
 ]
 
+[[package]]
+name = "webencodings"
+version = "0.5.1"
+description = "Character encoding aliases for legacy web content"
+optional = false
+python-versions = "*"
+files = [
+    {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"},
+    {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
+]
+
 [[package]]
 name = "widgetsnbextension"
 version = "4.0.13"
@@ -3761,5 +4507,5 @@ visuals = ["ipywidgets", "nbformat", "plotly"]
 
 [metadata]
 lock-version = "2.0"
-python-versions = ">=3.9, <3.13"
-content-hash = "894765cd6220c87dd20ad10a0926b39298bfbc2d215ef0091dbf0849a468b349"
+python-versions = ">=3.9, <3.14"
+content-hash = "1bd64d0d6425a10f94b5d873bdf2feff7c2fde65675f18e98ecbcf2c0cf39c2b"
diff --git a/pyproject.toml b/pyproject.toml
index 50a9b973..c363c0b1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -38,6 +38,7 @@ classifiers = [
     "Programming Language :: Python :: 3.10",
     "Programming Language :: Python :: 3.11",
     "Programming Language :: Python :: 3.12",
+    "Programming Language :: Python :: 3.13",
     "Programming Language :: Python :: 3",
     "Topic :: Software Development :: Libraries :: Python Modules",
     "Intended Audience :: Science/Research",
@@ -52,13 +53,20 @@ packages = [
 
 
 [tool.poetry.dependencies]
-python = ">=3.9, <3.13"
+python = ">=3.9, <3.14"
 numpy = [
     {version = ">=1.22, <2.0.0", python = "<3.12"},
-    {version = ">=1.26, <2.0.0", python = "3.12"}  # numpy <1.26 fails to install on Python 3.12
+    {version = ">=1.26, <2.0.0", python = "3.12"},  # numpy <1.26 fails to install on Python 3.12
+    {version = ">=2.1.0, <3.0.0", python = ">=3.13"}  # numpy <2.1 fails to install on Python 3.13
+]
+pandas = [
+    {version = ">=1.5.0, <3.0.0", python = "<3.13"},
+    {version = ">=2.2.3, <3.0.0", python = ">=3.13"}  # pandas <2.2.3 fails to install on Python 3.13
+]
+scipy = [
+    {version = "^1.10.1, <1.13", python = "<3.10"},  # there is a bug in 1.13* https://github.com/scipy/scipy/issues/20670
+    {version = ">=1.14.1, <2.0.0", python = ">=3.10"}  # scipy >=1.14.1 fails to install on Python 3.9
 ]
-pandas = ">=1.5.0, <3.0.0"
-scipy = "^1.10.1, <1.13"  # in 1.13 were introduced significant changes breaking our logic
 tqdm = "^4.27.0"
 implicit = "^0.7.1"
 attrs = ">=19.1.0,<24.0.0"
@@ -76,17 +84,16 @@ nmslib-metabrainz = {version = "^2.1.3", python = ">=3.11, <3.13", optional = tr
 
 # The latest torch version available for MacOSX + x86_64 is 2.2.2
 torch = [
-    {version = ">=1.6.0, <2.3.0", markers = "sys_platform == 'darwin' and platform_machine == 'x86_64'", optional = true},
-    {version = ">=1.6.0, <3.0.0", optional = true}
+    {version = ">=1.6.0, <2.3.0", python = "<3.13", markers = "sys_platform == 'darwin' and platform_machine == 'x86_64'", optional = true},
+    {version = ">=1.6.0, <3.0.0", python = "<3.13", optional = true},
 ]
-pytorch-lightning = {version = ">=1.6.0, <3.0.0", optional = true}
+pytorch-lightning = {version = ">=1.6.0, <3.0.0", python = "<3.13", optional = true}
 
 ipywidgets = {version = ">=7.7,<8.2", optional = true}
 plotly = {version="^5.22.0", optional = true}
 nbformat = {version = ">=4.2.0", optional = true}
 cupy-cuda12x = {version = "^13.3.0", python = "<3.13", optional = true}
 
-
 [tool.poetry.extras]
 lightfm = ["rectools-lightfm"]
 nmslib = ["nmslib", "nmslib-metabrainz"]
@@ -103,13 +110,13 @@ all = [
 
 
 [tool.poetry.group.dev.dependencies]
-black = "24.4.2"
+black = "24.10.0"
 isort = "5.13.2"
 pylint = "3.1.0"
 mypy = "1.13.0"
 flake8 = "7.0.0"
 bandit = "1.7.8"
-pytest = "8.1.1"
+pytest = "8.3.3"
 radon = "6.0.1"
 coverage = "7.5.0"
 autopep8 = "2.1.0"
@@ -122,10 +129,17 @@ pytest-mock = "3.14.0"
 click = "8.1.7"
 gitpython = "3.1.43"
 
+[tool.poetry.group.docs]
+optional = true
+
+[tool.poetry.group.docs.dependencies]
+sphinx = "5.1.1"
+nbsphinx = "0.8.9"
+sphinx-rtd-theme = "1.0.0"
 
 [tool.black]
 line-length = 120
-target-version = ["py39", "py310", "py311", "py312"]
+target-version = ["py39", "py310", "py311", "py312", "py313"]
 
 
 [build-system]
diff --git a/rectools/metrics/scoring.py b/rectools/metrics/scoring.py
index 91d370b1..bb58715e 100644
--- a/rectools/metrics/scoring.py
+++ b/rectools/metrics/scoring.py
@@ -211,4 +211,4 @@ def calc_metrics(  # noqa  # pylint: disable=too-many-branches,too-many-locals,t
     if len(results) < expected_results_len:
         warnings.warn("Custom metrics are not supported.")
 
-    return results
+    return {k: v.item() if hasattr(v, "item") else v for k, v in results.items()}
diff --git a/tests/dataset/test_torch_dataset.py b/tests/dataset/test_torch_dataset.py
index 0881a5be..8f88e6f2 100644
--- a/tests/dataset/test_torch_dataset.py
+++ b/tests/dataset/test_torch_dataset.py
@@ -13,15 +13,28 @@
 #  limitations under the License.
 
 # pylint: disable=attribute-defined-outside-init,consider-using-enumerate
+import sys
+
 import numpy as np
 import pandas as pd
 import pytest
-import torch
+
+try:
+    import torch
+except ImportError:
+    pass
+
 from scipy import sparse
 
 from rectools.columns import Columns
 from rectools.dataset import Dataset
-from rectools.dataset.torch_datasets import DSSMItemDataset, DSSMTrainDataset, DSSMUserDataset
+
+try:
+    from rectools.dataset.torch_datasets import DSSMItemDataset, DSSMTrainDataset, DSSMUserDataset
+except ModuleNotFoundError:
+    pass
+
+pytestmark = pytest.mark.skipif(sys.version_info >= (3, 13), reason="`torch` is not compatible with Python >= 3.13")
 
 
 class WithFixtures:
diff --git a/tests/models/test_dssm.py b/tests/models/test_dssm.py
index 0af6a71f..c38e4932 100644
--- a/tests/models/test_dssm.py
+++ b/tests/models/test_dssm.py
@@ -12,25 +12,48 @@
 #  See the License for the specific language governing permissions and
 #  limitations under the License.
 
+import sys
 import typing as tp
 
 import numpy as np
 import pandas as pd
 import pytest
-from lightning_fabric import seed_everything
+
+try:
+    from lightning_fabric import seed_everything
+except ImportError:
+    pass
+
+try:
+    import pytorch_lightning  # noqa  # pylint: disable=unused-import
+
+    filter_warnings_decorator = pytest.mark.filterwarnings(
+        "ignore::pytorch_lightning.utilities.warnings.PossibleUserWarning"
+    )
+except ImportError:
+
+    def filter_warnings_decorator(func):  # type: ignore
+        return func
+
 
 from rectools.columns import Columns
 from rectools.dataset import Dataset
 from rectools.exceptions import NotFittedError
-from rectools.models import DSSMModel
-from rectools.models.dssm import DSSM
+
+try:
+    from rectools.models import DSSMModel
+    from rectools.models.dssm import DSSM
+except ModuleNotFoundError:
+    pass
 from rectools.models.vector import ImplicitRanker
 from tests.models.utils import assert_dumps_loads_do_not_change_model, assert_second_fit_refits_model
 
 from .data import INTERACTIONS
 
+pytestmark = pytest.mark.skipif(sys.version_info >= (3, 13), reason="`torch` is not compatible with Python >= 3.13")
+
 
-@pytest.mark.filterwarnings("ignore::pytorch_lightning.utilities.warnings.PossibleUserWarning")
+@filter_warnings_decorator
 @pytest.mark.filterwarnings("ignore::UserWarning")
 class TestDSSMModel:
     def setup_method(self) -> None:
diff --git a/tests/models/test_implicit_knn.py b/tests/models/test_implicit_knn.py
index 354c01e6..46c67cd9 100644
--- a/tests/models/test_implicit_knn.py
+++ b/tests/models/test_implicit_knn.py
@@ -136,7 +136,7 @@ def test_with_whitelist(self, dataset: Dataset, filter_viewed: bool, expected: p
                 pd.DataFrame(
                     {
                         Columns.TargetItem: [11, 11, 12, 12],
-                        Columns.Item: [12, 15, 11, 14],
+                        Columns.Item: [12, 14, 11, 14],
                         Columns.Rank: [1, 2, 1, 2],
                     }
                 ),
@@ -154,10 +154,32 @@ def test_with_whitelist(self, dataset: Dataset, filter_viewed: bool, expected: p
             ),
         ),
     )
-    def test_i2i(
-        self, dataset: Dataset, filter_itself: bool, whitelist: tp.Optional[np.ndarray], expected: pd.DataFrame
-    ) -> None:
+    def test_i2i(self, filter_itself: bool, whitelist: tp.Optional[np.ndarray], expected: pd.DataFrame) -> None:
         base_model = TFIDFRecommender(K=5, num_threads=2)
+        # Recreate dataset to prevent same co-occurrence count between (11, 14) and (11, 15)
+        # which leads to different results in the test in Python 3.13
+        # This is because numpy.argpartition behavior was changed.
+        # See also: https://github.com/MobileTeleSystems/RecTools/pull/227#discussion_r1941872699
+        interactions = pd.DataFrame(
+            [
+                [10, 11],
+                [10, 12],
+                [10, 14],
+                [20, 11],
+                [20, 12],
+                [20, 13],
+                [30, 11],
+                [30, 12],
+                [30, 14],
+                [40, 11],
+                [40, 15],
+                [40, 17],
+            ],
+            columns=Columns.UserItem,
+        )
+        interactions[Columns.Weight] = 1
+        interactions[Columns.Datetime] = "2021-09-09"
+        dataset = Dataset.construct(interactions)
         model = ImplicitItemKNNWrapperModel(model=base_model).fit(dataset)
         actual = model.recommend_to_items(
             target_items=np.array([11, 12]),
diff --git a/tests/models/test_pure_svd.py b/tests/models/test_pure_svd.py
index 408023da..c7114037 100644
--- a/tests/models/test_pure_svd.py
+++ b/tests/models/test_pure_svd.py
@@ -363,8 +363,8 @@ def test_from_config(self, mocker: MockerFixture, use_gpu: bool) -> None:
     def test_get_config(
         self, mocker: MockerFixture, random_state: tp.Optional[int], simple_types: bool, use_gpu: bool
     ) -> None:
-        mocker.patch("rectools.models.pure_svd.cp.cuda.is_available", return_value=True)
         mocker.patch("rectools.models.pure_svd.cp", return_value=True)
+        mocker.patch("rectools.models.pure_svd.cp.cuda.is_available", return_value=True)
         model = PureSVDModel(
             factors=100,
             tol=1.0,
diff --git a/tests/models/test_serialization.py b/tests/models/test_serialization.py
index b3b4636c..9ad57185 100644
--- a/tests/models/test_serialization.py
+++ b/tests/models/test_serialization.py
@@ -12,6 +12,7 @@
 #  See the License for the specific language governing permissions and
 #  limitations under the License.
 
+import sys
 import typing as tp
 from tempfile import NamedTemporaryFile
 from unittest.mock import MagicMock
@@ -182,6 +183,7 @@ def test_fails_on_incorrect_model_cls(self, mode: tp.Literal["pydantic", "dict"]
         with pytest.raises(ValidationError):
             model_from_config(config)
 
+    @pytest.mark.skipif(sys.version_info >= (3, 13), reason="`torch` is not compatible with Python 3.13")
     @pytest.mark.parametrize("model_cls", ("rectools.models.DSSMModel", DSSMModel))
     def test_fails_on_model_cls_without_from_config_support(self, model_cls: tp.Any) -> None:
         config = {"cls": model_cls}
diff --git a/tests/tools/test_ann.py b/tests/tools/test_ann.py
index 7a0759ba..2e8b5c5b 100644
--- a/tests/tools/test_ann.py
+++ b/tests/tools/test_ann.py
@@ -13,6 +13,7 @@
 #  limitations under the License.
 
 import pickle
+import sys
 from collections.abc import Hashable
 from typing import Callable, Dict, List, Union
 
@@ -20,7 +21,14 @@
 import pytest
 
 from rectools.dataset import IdMap
-from rectools.tools import ItemToItemAnnRecommender, UserToItemAnnRecommender
+
+try:
+    from rectools.tools import ItemToItemAnnRecommender, UserToItemAnnRecommender
+except ImportError:
+    pass
+
+
+pytestmark = pytest.mark.skipif(sys.version_info >= (3, 13), reason="`nsmlib` is not compatible with Python >= 3.13")
 
 
 class TestItemToItemAnnRecommender: