diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml
index 9eacfe81..bb260925 100644
--- a/.github/workflows/publish.yml
+++ b/.github/workflows/publish.yml
@@ -26,7 +26,7 @@ jobs:
       - name: Set up Python
         uses: actions/setup-python@v2
         with:
-          python-version: "3.8"
+          python-version: "3.10"
 
       - name: Install poetry
         run: pip install urllib3==1.26.15 poetry==1.4.0
diff --git a/.github/workflows/publish_dev.yml b/.github/workflows/publish_dev.yml
index 55f2352c..bab93b86 100644
--- a/.github/workflows/publish_dev.yml
+++ b/.github/workflows/publish_dev.yml
@@ -24,7 +24,7 @@ jobs:
       - name: Set up Python
         uses: actions/setup-python@v2
         with:
-          python-version: "3.8"
+          python-version: "3.10"
 
       - name: Install poetry
         run: pip install urllib3==1.26.15 poetry==1.4.0
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index adc15bb9..d47916d0 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -18,7 +18,7 @@ jobs:
       - name: Set up Python
         uses: actions/setup-python@v2
         with:
-          python-version: 3.8
+          python-version: "3.10"
 
       - name: Install poetry
         run: pip install urllib3==1.26.15 poetry==1.4.0
@@ -28,7 +28,7 @@ jobs:
         uses: actions/cache@v3
         with:
           path: .venv
-          key: venv-${{ runner.os }}-3.8-${{ hashFiles('**/poetry.lock') }}
+          key: venv-lint-${{ runner.os }}-${{ hashFiles('**/poetry.lock') }}
   
       - name: Install dependencies
         if: steps.cached-poetry-dependencies.outputs.cache-hit != 'true'
@@ -38,16 +38,12 @@ jobs:
         run: make lint
 
   test:
-    name: test (${{ matrix.python-version }}, old-deps - ${{ matrix.old-deps }})
+    name: test ${{ matrix.python-version }}
     runs-on: ubuntu-22.04
     strategy:
       fail-fast: false
       matrix:
-        python-version: [ "3.7", "3.8", "3.9", "3.10" ]
-        old-deps: [ "false" ]
-        include:
-          - python-version: "3.7"
-            old-deps: "true"
+        python-version: [ "3.8", "3.9", "3.10", "3.11", "3.12" ]
 
     steps:
       - uses: actions/checkout@v2
@@ -65,16 +61,12 @@ jobs:
         uses: actions/cache@v3
         with:
           path: .venv
-          key: venv-${{ runner.os }}-${{ matrix.python-version }}-old-deps-${{ matrix.old-deps }}-${{ hashFiles('**/poetry.lock') }}
+          key: venv-test-${{ runner.os }}-${{ matrix.python-version }}-${{ hashFiles('**/poetry.lock') }}
   
       - name: Install dependencies
         if: steps.cached-poetry-dependencies.outputs.cache-hit != 'true'
         run: make install 
 
-      - name: Install old dependencies versions
-        if: matrix.old-deps == 'true'
-        run: poetry run pip install -r requirements-old-versions.txt
-
       - name: Run tests
         run: make test
 
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 675bbdd6..ae2cd5c0 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -15,6 +15,8 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 - [Breaking] Default value for train dataset type and params for user and item dataset types in `DSSMModel` ([#122](https://github.com/MobileTeleSystems/RecTools/pull/122))
 - [Breaking] `n_factors` and `deterministic` params to `DSSMModel` ([#122](https://github.com/MobileTeleSystems/RecTools/pull/122))
 - Hit Rate metric ([#124](https://github.com/MobileTeleSystems/RecTools/pull/124))
+- Python `3.11` support (without `nmslib`) ([#126](https://github.com/MobileTeleSystems/RecTools/pull/126))
+- Python `3.12` support (without `nmslib` and `lightfm`) ([#126](https://github.com/MobileTeleSystems/RecTools/pull/126))
 
 ### Changed
 - Changed the logic of choosing random sampler for `RandomModel` and increased the sampling speed ([#120](https://github.com/MobileTeleSystems/RecTools/pull/120))
@@ -22,9 +24,12 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 - Torch datasets to support warm recommendations ([#122](https://github.com/MobileTeleSystems/RecTools/pull/122))
 - [Breaking] Replaced `include_warm` parameter in `Dataset.get_user_item_matrix` to pair `include_warm_users` and `include_warm_items` ([#122](https://github.com/MobileTeleSystems/RecTools/pull/122))
 - [Breaking] Renamed torch datasets and `dataset_type` to `train_dataset_type` param in `DSSMModel` ([#122](https://github.com/MobileTeleSystems/RecTools/pull/122))
+- [Breaking] Updated minimum versions of `numpy`, `scipy`, `pandas`, `typeguard` ([#126](https://github.com/MobileTeleSystems/RecTools/pull/126))
+- [Breaking] Set restriction `scipy < 1.13` ([#126](https://github.com/MobileTeleSystems/RecTools/pull/126))
 
 ### Removed
-- `return_external_ids` parameter in `recommend` and `recommend_to_items` model methods ([#77](https://github.com/MobileTeleSystems/RecTools/pull/77))
+- [Breaking] `return_external_ids` parameter in `recommend` and `recommend_to_items` model methods ([#77](https://github.com/MobileTeleSystems/RecTools/pull/77))
+- [Breaking] Python `3.7` support ([#126](https://github.com/MobileTeleSystems/RecTools/pull/126))
 
 
 ## [0.5.0] - 22.03.2024
diff --git a/Makefile b/Makefile
index c8a75eb4..ded56acb 100644
--- a/Makefile
+++ b/Makefile
@@ -60,7 +60,7 @@ install: .venv .reports
 	poetry run pytest ${TESTS} --cov=${SOURCES} --cov-report=xml
 
 .doctest:
-	poetry run pytest --doctest-modules ${SOURCES}
+	poetry run pytest --doctest-modules ${SOURCES} --ignore=rectools/tools/ann.py --ignore=rectools/models/lightfm.py
 
 coverage: .venv .reports
 	poetry run coverage run --source ${SOURCES} --module pytest
diff --git a/SECURITY.md b/SECURITY.md
index 69538ea9..8f548cb5 100644
--- a/SECURITY.md
+++ b/SECURITY.md
@@ -3,7 +3,7 @@ Security Policy
 
 **Supported Python versions**
 
-3.7 or above
+3.8 or above
 
 **Product development security recommendations**
 
diff --git a/benchmark/__init__.py b/benchmark/__init__.py
index 397fba5c..8592260b 100644
--- a/benchmark/__init__.py
+++ b/benchmark/__init__.py
@@ -4,7 +4,7 @@
 
 Benchmark RecTools models on a dataset chosen.
 One can choose either a built-in dataset or a custom dataset.
-Benchmark calcuation includes fitting a model, evaluating recommender metrics and profiling
+Benchmark calculation includes fitting a model, evaluating recommender metrics and profiling
 time and memory required for calculations.
 
 Subpackages
diff --git a/docs/source/index.rst b/docs/source/index.rst
index 2dc6b36c..2df31999 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -64,7 +64,7 @@ Install from PyPi using pip
 
     $ pip install rectools
 
-RecTools is compatible with all operating systems and with Python 3.7+.
+RecTools is compatible with all operating systems and with Python 3.8+.
 The default version doesn't contain all the dependencies. Optional dependencies are the following:
 
 lightfm: adds wrapper for LightFM model,
diff --git a/poetry.lock b/poetry.lock
index 67f41201..acd3e09b 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -2,114 +2,100 @@
 
 [[package]]
 name = "aiohttp"
-version = "3.8.6"
+version = "3.9.5"
 description = "Async http client/server framework (asyncio)"
 category = "main"
 optional = true
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 files = [
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+    {file = "aiohttp-3.9.5-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9e3a1ae66e3d0c17cf65c08968a5ee3180c5a95920ec2731f53343fac9bad106"},
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+    {file = "aiohttp-3.9.5-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:0cbf56238f4bbf49dab8c2dc2e6b1b68502b1e88d335bea59b3f5b9f4c001475"},
+    {file = "aiohttp-3.9.5-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:d1469f228cd9ffddd396d9948b8c9cd8022b6d1bf1e40c6f25b0fb90b4f893ed"},
+    {file = "aiohttp-3.9.5-cp39-cp39-musllinux_1_1_ppc64le.whl", hash = "sha256:45731330e754f5811c314901cebdf19dd776a44b31927fa4b4dbecab9e457b0c"},
+    {file = "aiohttp-3.9.5-cp39-cp39-musllinux_1_1_s390x.whl", hash = "sha256:3fcb4046d2904378e3aeea1df51f697b0467f2aac55d232c87ba162709478c46"},
+    {file = "aiohttp-3.9.5-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:8cf142aa6c1a751fcb364158fd710b8a9be874b81889c2bd13aa8893197455e2"},
+    {file = "aiohttp-3.9.5-cp39-cp39-win32.whl", hash = "sha256:7b179eea70833c8dee51ec42f3b4097bd6370892fa93f510f76762105568cf09"},
+    {file = "aiohttp-3.9.5-cp39-cp39-win_amd64.whl", hash = "sha256:38d80498e2e169bc61418ff36170e0aad0cd268da8b38a17c4cf29d254a8b3f1"},
+    {file = "aiohttp-3.9.5.tar.gz", hash = "sha256:edea7d15772ceeb29db4aff55e482d4bcfb6ae160ce144f2682de02f6d693551"},
 ]
 
 [package.dependencies]
 aiosignal = ">=1.1.2"
-async-timeout = ">=4.0.0a3,<5.0"
-asynctest = {version = "0.13.0", markers = "python_version < \"3.8\""}
+async-timeout = {version = ">=4.0,<5.0", markers = "python_version < \"3.11\""}
 attrs = ">=17.3.0"
-charset-normalizer = ">=2.0,<4.0"
 frozenlist = ">=1.1.1"
 multidict = ">=4.5,<7.0"
-typing-extensions = {version = ">=3.7.4", markers = "python_version < \"3.8\""}
 yarl = ">=1.0,<2.0"
 
 [package.extras]
-speedups = ["Brotli", "aiodns", "cchardet"]
+speedups = ["Brotli", "aiodns", "brotlicffi"]
 
 [[package]]
 name = "aiosignal"
@@ -126,118 +112,51 @@ files = [
 [package.dependencies]
 frozenlist = ">=1.1.0"
 
-[[package]]
-name = "anyio"
-version = "3.7.1"
-description = "High level compatibility layer for multiple asynchronous event loop implementations"
-category = "main"
-optional = true
-python-versions = ">=3.7"
-files = [
-    {file = "anyio-3.7.1-py3-none-any.whl", hash = "sha256:91dee416e570e92c64041bd18b900d1d6fa78dff7048769ce5ac5ddad004fbb5"},
-    {file = "anyio-3.7.1.tar.gz", hash = "sha256:44a3c9aba0f5defa43261a8b3efb97891f2bd7d804e0e1f56419befa1adfc780"},
-]
-
-[package.dependencies]
-exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
-idna = ">=2.8"
-sniffio = ">=1.1"
-typing-extensions = {version = "*", markers = "python_version < \"3.8\""}
-
-[package.extras]
-doc = ["Sphinx", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme (>=1.2.2)", "sphinxcontrib-jquery"]
-test = ["anyio[trio]", "coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "mock (>=4)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
-trio = ["trio (<0.22)"]
-
 [[package]]
 name = "appnope"
-version = "0.1.3"
+version = "0.1.4"
 description = "Disable App Nap on macOS >= 10.9"
 category = "main"
 optional = true
-python-versions = "*"
+python-versions = ">=3.6"
 files = [
-    {file = "appnope-0.1.3-py2.py3-none-any.whl", hash = "sha256:265a455292d0bd8a72453494fa24df5a11eb18373a60c7c0430889f22548605e"},
-    {file = "appnope-0.1.3.tar.gz", hash = "sha256:02bd91c4de869fbb1e1c50aafc4098827a7a54ab2f39d9dcba6c9547ed920e24"},
+    {file = "appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c"},
+    {file = "appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee"},
 ]
 
 [[package]]
-name = "argon2-cffi"
-version = "23.1.0"
-description = "Argon2 for Python"
-category = "main"
-optional = true
-python-versions = ">=3.7"
+name = "astroid"
+version = "3.1.0"
+description = "An abstract syntax tree for Python with inference support."
+category = "dev"
+optional = false
+python-versions = ">=3.8.0"
 files = [
-    {file = "argon2_cffi-23.1.0-py3-none-any.whl", hash = "sha256:c670642b78ba29641818ab2e68bd4e6a78ba53b7eff7b4c3815ae16abf91c7ea"},
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+    {file = "astroid-3.1.0-py3-none-any.whl", hash = "sha256:951798f922990137ac090c53af473db7ab4e70c770e6d7fae0cec59f74411819"},
+    {file = "astroid-3.1.0.tar.gz", hash = "sha256:ac248253bfa4bd924a0de213707e7ebeeb3138abeb48d798784ead1e56d419d4"},
 ]
 
 [package.dependencies]
-argon2-cffi-bindings = "*"
-typing-extensions = {version = "*", markers = "python_version < \"3.8\""}
-
-[package.extras]
-dev = ["argon2-cffi[tests,typing]", "tox (>4)"]
-docs = ["furo", "myst-parser", "sphinx", "sphinx-copybutton", "sphinx-notfound-page"]
-tests = ["hypothesis", "pytest"]
-typing = ["mypy"]
+typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
 
 [[package]]
-name = "argon2-cffi-bindings"
-version = "21.2.0"
-description = "Low-level CFFI bindings for Argon2"
+name = "asttokens"
+version = "2.4.1"
+description = "Annotate AST trees with source code positions"
 category = "main"
 optional = true
-python-versions = ">=3.6"
+python-versions = "*"
 files = [
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-    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:20ef543a89dee4db46a1a6e206cd015360e5a75822f76df533845c3cbaf72670"},
-    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ed2937d286e2ad0cc79a7087d3c272832865f779430e0cc2b4f3718d3159b0cb"},
-    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:5e00316dabdaea0b2dd82d141cc66889ced0cdcbfa599e8b471cf22c620c329a"},
+    {file = "asttokens-2.4.1-py2.py3-none-any.whl", hash = "sha256:051ed49c3dcae8913ea7cd08e46a606dba30b79993209636c4875bc1d637bc24"},
+    {file = "asttokens-2.4.1.tar.gz", hash = "sha256:b03869718ba9a6eb027e134bfdf69f38a236d681c83c160d510768af11254ba0"},
 ]
 
 [package.dependencies]
-cffi = ">=1.0.1"
+six = ">=1.12.0"
 
 [package.extras]
-dev = ["cogapp", "pre-commit", "pytest", "wheel"]
-tests = ["pytest"]
-
-[[package]]
-name = "astroid"
-version = "2.15.8"
-description = "An abstract syntax tree for Python with inference support."
-category = "dev"
-optional = false
-python-versions = ">=3.7.2"
-files = [
-    {file = "astroid-2.15.8-py3-none-any.whl", hash = "sha256:1aa149fc5c6589e3d0ece885b4491acd80af4f087baafa3fb5203b113e68cd3c"},
-    {file = "astroid-2.15.8.tar.gz", hash = "sha256:6c107453dffee9055899705de3c9ead36e74119cee151e5a9aaf7f0b0e020a6a"},
-]
-
-[package.dependencies]
-lazy-object-proxy = ">=1.4.0"
-typed-ast = {version = ">=1.4.0,<2.0", markers = "implementation_name == \"cpython\" and python_version < \"3.8\""}
-typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
-wrapt = {version = ">=1.11,<2", markers = "python_version < \"3.11\""}
+astroid = ["astroid (>=1,<2)", "astroid (>=2,<4)"]
+test = ["astroid (>=1,<2)", "astroid (>=2,<4)", "pytest"]
 
 [[package]]
 name = "async-timeout"
@@ -251,69 +170,41 @@ files = [
     {file = "async_timeout-4.0.3-py3-none-any.whl", hash = "sha256:7405140ff1230c310e51dc27b3145b9092d659ce68ff733fb0cefe3ee42be028"},
 ]
 
-[package.dependencies]
-typing-extensions = {version = ">=3.6.5", markers = "python_version < \"3.8\""}
-
-[[package]]
-name = "asynctest"
-version = "0.13.0"
-description = "Enhance the standard unittest package with features for testing asyncio libraries"
-category = "main"
-optional = true
-python-versions = ">=3.5"
-files = [
-    {file = "asynctest-0.13.0-py3-none-any.whl", hash = "sha256:5da6118a7e6d6b54d83a8f7197769d046922a44d2a99c21382f0a6e4fadae676"},
-    {file = "asynctest-0.13.0.tar.gz", hash = "sha256:c27862842d15d83e6a34eb0b2866c323880eb3a75e4485b079ea11748fd77fac"},
-]
-
-[[package]]
-name = "atomicwrites"
-version = "1.4.1"
-description = "Atomic file writes."
-category = "dev"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-files = [
-    {file = "atomicwrites-1.4.1.tar.gz", hash = "sha256:81b2c9071a49367a7f770170e5eec8cb66567cfbbc8c73d20ce5ca4a8d71cf11"},
-]
-
 [[package]]
 name = "attrs"
-version = "23.1.0"
+version = "23.2.0"
 description = "Classes Without Boilerplate"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "attrs-23.1.0-py3-none-any.whl", hash = "sha256:1f28b4522cdc2fb4256ac1a020c78acf9cba2c6b461ccd2c126f3aa8e8335d04"},
-    {file = "attrs-23.1.0.tar.gz", hash = "sha256:6279836d581513a26f1bf235f9acd333bc9115683f14f7e8fae46c98fc50e015"},
+    {file = "attrs-23.2.0-py3-none-any.whl", hash = "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"},
+    {file = "attrs-23.2.0.tar.gz", hash = "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30"},
 ]
 
-[package.dependencies]
-importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
-
 [package.extras]
 cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
-dev = ["attrs[docs,tests]", "pre-commit"]
+dev = ["attrs[tests]", "pre-commit"]
 docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
 tests = ["attrs[tests-no-zope]", "zope-interface"]
-tests-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
+tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
 
 [[package]]
 name = "autopep8"
-version = "1.6.0"
+version = "2.1.0"
 description = "A tool that automatically formats Python code to conform to the PEP 8 style guide"
 category = "dev"
 optional = false
-python-versions = "*"
+python-versions = ">=3.8"
 files = [
-    {file = "autopep8-1.6.0-py2.py3-none-any.whl", hash = "sha256:ed77137193bbac52d029a52c59bec1b0629b5a186c495f1eb21b126ac466083f"},
-    {file = "autopep8-1.6.0.tar.gz", hash = "sha256:44f0932855039d2c15c4510d6df665e4730f2b8582704fa48f9c55bd3e17d979"},
+    {file = "autopep8-2.1.0-py2.py3-none-any.whl", hash = "sha256:2bb76888c5edbcafe6aabab3c47ba534f5a2c2d245c2eddced4a30c4b4946357"},
+    {file = "autopep8-2.1.0.tar.gz", hash = "sha256:1fa8964e4618929488f4ec36795c7ff12924a68b8bf01366c094fc52f770b6e7"},
 ]
 
 [package.dependencies]
-pycodestyle = ">=2.8.0"
-toml = "*"
+pycodestyle = ">=2.11.0"
+tomli = {version = "*", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "backcall"
@@ -329,300 +220,186 @@ files = [
 
 [[package]]
 name = "bandit"
-version = "1.7.4"
+version = "1.7.8"
 description = "Security oriented static analyser for python code."
 category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "bandit-1.7.4-py3-none-any.whl", hash = "sha256:412d3f259dab4077d0e7f0c11f50f650cc7d10db905d98f6520a95a18049658a"},
-    {file = "bandit-1.7.4.tar.gz", hash = "sha256:2d63a8c573417bae338962d4b9b06fbc6080f74ecd955a092849e1e65c717bd2"},
+    {file = "bandit-1.7.8-py3-none-any.whl", hash = "sha256:509f7af645bc0cd8fd4587abc1a038fc795636671ee8204d502b933aee44f381"},
+    {file = "bandit-1.7.8.tar.gz", hash = "sha256:36de50f720856ab24a24dbaa5fee2c66050ed97c1477e0a1159deab1775eab6b"},
 ]
 
 [package.dependencies]
 colorama = {version = ">=0.3.9", markers = "platform_system == \"Windows\""}
-GitPython = ">=1.0.1"
 PyYAML = ">=5.3.1"
+rich = "*"
 stevedore = ">=1.20.0"
 
 [package.extras]
-test = ["beautifulsoup4 (>=4.8.0)", "coverage (>=4.5.4)", "fixtures (>=3.0.0)", "flake8 (>=4.0.0)", "pylint (==1.9.4)", "stestr (>=2.5.0)", "testscenarios (>=0.5.0)", "testtools (>=2.3.0)", "toml"]
-toml = ["toml"]
+baseline = ["GitPython (>=3.1.30)"]
+sarif = ["jschema-to-python (>=1.2.3)", "sarif-om (>=1.0.4)"]
+test = ["beautifulsoup4 (>=4.8.0)", "coverage (>=4.5.4)", "fixtures (>=3.0.0)", "flake8 (>=4.0.0)", "pylint (==1.9.4)", "stestr (>=2.5.0)", "testscenarios (>=0.5.0)", "testtools (>=2.3.0)"]
+toml = ["tomli (>=1.1.0)"]
 yaml = ["PyYAML"]
 
-[[package]]
-name = "beautifulsoup4"
-version = "4.12.2"
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-importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
 
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+toml = ["tomli"]
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 name = "colorama"
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 test = ["pytest"]
-typing = ["mypy (>=0.990)"]
 
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 name = "fsspec"
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 description = "File-system specification"
 category = "main"
 optional = true
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 aiohttp = {version = "<4.0.0a0 || >4.0.0a0,<4.0.0a1 || >4.0.0a1", optional = true, markers = "extra == \"http\""}
-requests = {version = "*", optional = true, markers = "extra == \"http\""}
 
 [package.extras]
 abfs = ["adlfs"]
 adl = ["adlfs"]
 arrow = ["pyarrow (>=1)"]
 dask = ["dask", "distributed"]
+devel = ["pytest", "pytest-cov"]
 dropbox = ["dropbox", "dropboxdrivefs", "requests"]
-entrypoints = ["importlib-metadata"]
+full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "dask", "distributed", "dropbox", "dropboxdrivefs", "fusepy", "gcsfs", "libarchive-c", "ocifs", "panel", "paramiko", "pyarrow (>=1)", "pygit2", "requests", "s3fs", "smbprotocol", "tqdm"]
 fuse = ["fusepy"]
 gcs = ["gcsfs"]
 git = ["pygit2"]
@@ -1019,7 +758,7 @@ github = ["requests"]
 gs = ["gcsfs"]
 gui = ["panel"]
 hdfs = ["pyarrow (>=1)"]
-http = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "requests"]
+http = ["aiohttp (!=4.0.0a0,!=4.0.0a1)"]
 libarchive = ["libarchive-c"]
 oci = ["ocifs"]
 s3 = ["s3fs"]
@@ -1028,61 +767,16 @@ smb = ["smbprotocol"]
 ssh = ["paramiko"]
 tqdm = ["tqdm"]
 
-[[package]]
-name = "future"
-version = "0.18.3"
-description = "Clean single-source support for Python 3 and 2"
-category = "dev"
-optional = false
-python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
-files = [
-    {file = "future-0.18.3.tar.gz", hash = "sha256:34a17436ed1e96697a86f9de3d15a3b0be01d8bc8de9c1dffd59fb8234ed5307"},
-]
-
-[[package]]
-name = "gitdb"
-version = "4.0.11"
-description = "Git Object Database"
-category = "dev"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "gitdb-4.0.11-py3-none-any.whl", hash = "sha256:81a3407ddd2ee8df444cbacea00e2d038e40150acfa3001696fe0dcf1d3adfa4"},
-    {file = "gitdb-4.0.11.tar.gz", hash = "sha256:bf5421126136d6d0af55bc1e7c1af1c397a34f5b7bd79e776cd3e89785c2b04b"},
-]
-
-[package.dependencies]
-smmap = ">=3.0.1,<6"
-
-[[package]]
-name = "gitpython"
-version = "3.1.40"
-description = "GitPython is a Python library used to interact with Git repositories"
-category = "dev"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "GitPython-3.1.40-py3-none-any.whl", hash = "sha256:cf14627d5a8049ffbf49915732e5eddbe8134c3bdb9d476e6182b676fc573f8a"},
-    {file = "GitPython-3.1.40.tar.gz", hash = "sha256:22b126e9ffb671fdd0c129796343a02bf67bf2994b35449ffc9321aa755e18a4"},
-]
-
-[package.dependencies]
-gitdb = ">=4.0.1,<5"
-typing-extensions = {version = ">=3.7.4.3", markers = "python_version < \"3.8\""}
-
-[package.extras]
-test = ["black", "coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock", "mypy", "pre-commit", "pytest", "pytest-cov", "pytest-instafail", "pytest-subtests", "pytest-sugar"]
-
 [[package]]
 name = "idna"
-version = "3.4"
+version = "3.7"
 description = "Internationalized Domain Names in Applications (IDNA)"
 category = "main"
 optional = true
 python-versions = ">=3.5"
 files = [
-    {file = "idna-3.4-py3-none-any.whl", hash = "sha256:90b77e79eaa3eba6de819a0c442c0b4ceefc341a7a2ab77d7562bf49f425c5c2"},
-    {file = "idna-3.4.tar.gz", hash = "sha256:814f528e8dead7d329833b91c5faa87d60bf71824cd12a7530b5526063d02cb4"},
+    {file = "idna-3.7-py3-none-any.whl", hash = "sha256:82fee1fc78add43492d3a1898bfa6d8a904cc97d8427f683ed8e798d07761aa0"},
+    {file = "idna-3.7.tar.gz", hash = "sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc"},
 ]
 
 [[package]]
@@ -1136,42 +830,23 @@ tqdm = ">=4.27"
 
 [[package]]
 name = "importlib-metadata"
-version = "4.2.0"
+version = "7.1.0"
 description = "Read metadata from Python packages"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 files = [
-    {file = "importlib_metadata-4.2.0-py3-none-any.whl", hash = "sha256:057e92c15bc8d9e8109738a48db0ccb31b4d9d5cfbee5a8670879a30be66304b"},
-    {file = "importlib_metadata-4.2.0.tar.gz", hash = "sha256:b7e52a1f8dec14a75ea73e0891f3060099ca1d8e6a462a4dff11c3e119ea1b31"},
+    {file = "importlib_metadata-7.1.0-py3-none-any.whl", hash = "sha256:30962b96c0c223483ed6cc7280e7f0199feb01a0e40cfae4d4450fc6fab1f570"},
+    {file = "importlib_metadata-7.1.0.tar.gz", hash = "sha256:b78938b926ee8d5f020fc4772d487045805a55ddbad2ecf21c6d60938dc7fcd2"},
 ]
 
 [package.dependencies]
-typing-extensions = {version = ">=3.6.4", markers = "python_version < \"3.8\""}
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["jaraco.packaging (>=8.2)", "rst.linker (>=1.9)", "sphinx"]
-testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pep517", "pyfakefs", "pytest (>=4.6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.0.1)", "pytest-flake8", "pytest-mypy"]
-
-[[package]]
-name = "importlib-resources"
-version = "5.12.0"
-description = "Read resources from Python packages"
-category = "main"
-optional = true
-python-versions = ">=3.7"
-files = [
-    {file = "importlib_resources-5.12.0-py3-none-any.whl", hash = "sha256:7b1deeebbf351c7578e09bf2f63fa2ce8b5ffec296e0d349139d43cca061a81a"},
-    {file = "importlib_resources-5.12.0.tar.gz", hash = "sha256:4be82589bf5c1d7999aedf2a45159d10cb3ca4f19b2271f8792bc8e6da7b22f6"},
-]
-
-[package.dependencies]
-zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
-
-[package.extras]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["flake8 (<5)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+perf = ["ipython"]
+testing = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
 
 [[package]]
 name = "iniconfig"
@@ -1186,44 +861,30 @@ files = [
 ]
 
 [[package]]
-name = "ipykernel"
-version = "6.16.2"
-description = "IPython Kernel for Jupyter"
+name = "intel-openmp"
+version = "2021.4.0"
+description = "Intel OpenMP* Runtime Library"
 category = "main"
 optional = true
-python-versions = ">=3.7"
+python-versions = "*"
 files = [
-    {file = "ipykernel-6.16.2-py3-none-any.whl", hash = "sha256:67daf93e5b52456cd8eea87a8b59405d2bb80ae411864a1ea206c3631d8179af"},
-    {file = "ipykernel-6.16.2.tar.gz", hash = "sha256:463f3d87a92e99969b1605cb7a5b4d7b36b7145a0e72d06e65918a6ddefbe630"},
+    {file = "intel_openmp-2021.4.0-py2.py3-none-macosx_10_15_x86_64.macosx_11_0_x86_64.whl", hash = "sha256:41c01e266a7fdb631a7609191709322da2bbf24b252ba763f125dd651bcc7675"},
+    {file = "intel_openmp-2021.4.0-py2.py3-none-manylinux1_i686.whl", hash = "sha256:3b921236a38384e2016f0f3d65af6732cf2c12918087128a9163225451e776f2"},
+    {file = "intel_openmp-2021.4.0-py2.py3-none-manylinux1_x86_64.whl", hash = "sha256:e2240ab8d01472fed04f3544a878cda5da16c26232b7ea1b59132dbfb48b186e"},
+    {file = "intel_openmp-2021.4.0-py2.py3-none-win32.whl", hash = "sha256:6e863d8fd3d7e8ef389d52cf97a50fe2afe1a19247e8c0d168ce021546f96fc9"},
+    {file = "intel_openmp-2021.4.0-py2.py3-none-win_amd64.whl", hash = "sha256:eef4c8bcc8acefd7f5cd3b9384dbf73d59e2c99fc56545712ded913f43c4a94f"},
 ]
 
-[package.dependencies]
-appnope = {version = "*", markers = "platform_system == \"Darwin\""}
-debugpy = ">=1.0"
-ipython = ">=7.23.1"
-jupyter-client = ">=6.1.12"
-matplotlib-inline = ">=0.1"
-nest-asyncio = "*"
-packaging = "*"
-psutil = "*"
-pyzmq = ">=17"
-tornado = ">=6.1"
-traitlets = ">=5.1.0"
-
-[package.extras]
-docs = ["myst-parser", "pydata-sphinx-theme", "sphinx", "sphinxcontrib-github-alt"]
-test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-cov", "pytest-timeout"]
-
 [[package]]
 name = "ipython"
-version = "7.34.0"
+version = "8.12.3"
 description = "IPython: Productive Interactive Computing"
 category = "main"
 optional = true
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "ipython-7.34.0-py3-none-any.whl", hash = "sha256:c175d2440a1caff76116eb719d40538fbb316e214eda85c5515c303aacbfb23e"},
-    {file = "ipython-7.34.0.tar.gz", hash = "sha256:af3bdb46aa292bce5615b1b2ebc76c2080c5f77f54bda2ec72461317273e7cd6"},
+    {file = "ipython-8.12.3-py3-none-any.whl", hash = "sha256:b0340d46a933d27c657b211a329d0be23793c36595acf9e6ef4164bc01a1804c"},
+    {file = "ipython-8.12.3.tar.gz", hash = "sha256:3910c4b54543c2ad73d06579aa771041b7d5707b033bd488669b4cf544e3b363"},
 ]
 
 [package.dependencies]
@@ -1235,74 +896,61 @@ jedi = ">=0.16"
 matplotlib-inline = "*"
 pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
 pickleshare = "*"
-prompt-toolkit = ">=2.0.0,<3.0.0 || >3.0.0,<3.0.1 || >3.0.1,<3.1.0"
-pygments = "*"
-setuptools = ">=18.5"
-traitlets = ">=4.2"
+prompt-toolkit = ">=3.0.30,<3.0.37 || >3.0.37,<3.1.0"
+pygments = ">=2.4.0"
+stack-data = "*"
+traitlets = ">=5"
+typing-extensions = {version = "*", markers = "python_version < \"3.10\""}
 
 [package.extras]
-all = ["Sphinx (>=1.3)", "ipykernel", "ipyparallel", "ipywidgets", "nbconvert", "nbformat", "nose (>=0.10.1)", "notebook", "numpy (>=1.17)", "pygments", "qtconsole", "requests", "testpath"]
-doc = ["Sphinx (>=1.3)"]
+all = ["black", "curio", "docrepr", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.21)", "pandas", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
+black = ["black"]
+doc = ["docrepr", "ipykernel", "matplotlib", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
 kernel = ["ipykernel"]
 nbconvert = ["nbconvert"]
 nbformat = ["nbformat"]
 notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
-test = ["ipykernel", "nbformat", "nose (>=0.10.1)", "numpy (>=1.17)", "pygments", "requests", "testpath"]
-
-[[package]]
-name = "ipython-genutils"
-version = "0.2.0"
-description = "Vestigial utilities from IPython"
-category = "main"
-optional = true
-python-versions = "*"
-files = [
-    {file = "ipython_genutils-0.2.0-py2.py3-none-any.whl", hash = "sha256:72dd37233799e619666c9f639a9da83c34013a73e8bbc79a7a6348d93c61fab8"},
-    {file = "ipython_genutils-0.2.0.tar.gz", hash = "sha256:eb2e116e75ecef9d4d228fdc66af54269afa26ab4463042e33785b887c628ba8"},
-]
+test = ["pytest (<7.1)", "pytest-asyncio", "testpath"]
+test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.21)", "pandas", "pytest (<7.1)", "pytest-asyncio", "testpath", "trio"]
 
 [[package]]
 name = "ipywidgets"
-version = "7.8.1"
-description = "IPython HTML widgets for Jupyter"
+version = "8.1.2"
+description = "Jupyter interactive widgets"
 category = "main"
 optional = true
-python-versions = "*"
+python-versions = ">=3.7"
 files = [
-    {file = "ipywidgets-7.8.1-py2.py3-none-any.whl", hash = "sha256:29f7056d368bf0a7b35d51cf0c56b58582da57c78bb9f765965fef7c332e807c"},
-    {file = "ipywidgets-7.8.1.tar.gz", hash = "sha256:050b87bb9ac11641859af4c36cdb639ca072fb5e121f0f1a401f8a80f9fa008d"},
+    {file = "ipywidgets-8.1.2-py3-none-any.whl", hash = "sha256:bbe43850d79fb5e906b14801d6c01402857996864d1e5b6fa62dd2ee35559f60"},
+    {file = "ipywidgets-8.1.2.tar.gz", hash = "sha256:d0b9b41e49bae926a866e613a39b0f0097745d2b9f1f3dd406641b4a57ec42c9"},
 ]
 
 [package.dependencies]
 comm = ">=0.1.3"
-ipython = {version = ">=4.0.0", markers = "python_version >= \"3.3\""}
-ipython-genutils = ">=0.2.0,<0.3.0"
-jupyterlab-widgets = {version = ">=1.0.0,<3", markers = "python_version >= \"3.6\""}
+ipython = ">=6.1.0"
+jupyterlab-widgets = ">=3.0.10,<3.1.0"
 traitlets = ">=4.3.1"
-widgetsnbextension = ">=3.6.6,<3.7.0"
+widgetsnbextension = ">=4.0.10,<4.1.0"
 
 [package.extras]
-test = ["ipykernel", "mock", "pytest (>=3.6.0)", "pytest-cov"]
+test = ["ipykernel", "jsonschema", "pytest (>=3.6.0)", "pytest-cov", "pytz"]
 
 [[package]]
 name = "isort"
-version = "5.10.1"
+version = "5.13.2"
 description = "A Python utility / library to sort Python imports."
 category = "dev"
 optional = false
-python-versions = ">=3.6.1,<4.0"
+python-versions = ">=3.8.0"
 files = [
-    {file = "isort-5.10.1-py3-none-any.whl", hash = "sha256:6f62d78e2f89b4500b080fe3a81690850cd254227f27f75c3a0c491a1f351ba7"},
-    {file = "isort-5.10.1.tar.gz", hash = "sha256:e8443a5e7a020e9d7f97f1d7d9cd17c88bcb3bc7e218bf9cf5095fe550be2951"},
+    {file = "isort-5.13.2-py3-none-any.whl", hash = "sha256:8ca5e72a8d85860d5a3fa69b8745237f2939afe12dbf656afbcb47fe72d947a6"},
+    {file = "isort-5.13.2.tar.gz", hash = "sha256:48fdfcb9face5d58a4f6dde2e72a1fb8dcaf8ab26f95ab49fab84c2ddefb0109"},
 ]
 
 [package.extras]
-colors = ["colorama (>=0.4.3,<0.5.0)"]
-pipfile-deprecated-finder = ["pipreqs", "requirementslib"]
-plugins = ["setuptools"]
-requirements-deprecated-finder = ["pip-api", "pipreqs"]
+colors = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "jedi"
@@ -1326,14 +974,14 @@ testing = ["Django", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
 
 [[package]]
 name = "jinja2"
-version = "3.1.2"
+version = "3.1.3"
 description = "A very fast and expressive template engine."
 category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
-    {file = "Jinja2-3.1.2-py3-none-any.whl", hash = "sha256:6088930bfe239f0e6710546ab9c19c9ef35e29792895fed6e6e31a023a182a61"},
-    {file = "Jinja2-3.1.2.tar.gz", hash = "sha256:31351a702a408a9e7595a8fc6150fc3f43bb6bf7e319770cbc0db9df9437e852"},
+    {file = "Jinja2-3.1.3-py3-none-any.whl", hash = "sha256:7d6d50dd97d52cbc355597bd845fabfbac3f551e1f99619e39a35ce8c370b5fa"},
+    {file = "Jinja2-3.1.3.tar.gz", hash = "sha256:ac8bd6544d4bb2c9792bf3a159e80bba8fda7f07e81bc3aed565432d5925ba90"},
 ]
 
 [package.dependencies]
@@ -1344,185 +992,26 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "joblib"
-version = "1.3.2"
+version = "1.4.0"
 description = "Lightweight pipelining with Python functions"
 category = "main"
 optional = true
-python-versions = ">=3.7"
-files = [
-    {file = "joblib-1.3.2-py3-none-any.whl", hash = "sha256:ef4331c65f239985f3f2220ecc87db222f08fd22097a3dd5698f693875f8cbb9"},
-    {file = "joblib-1.3.2.tar.gz", hash = "sha256:92f865e621e17784e7955080b6d042489e3b8e294949cc44c6eac304f59772b1"},
-]
-
-[[package]]
-name = "jsonschema"
-version = "4.17.3"
-description = "An implementation of JSON Schema validation for Python"
-category = "main"
-optional = true
-python-versions = ">=3.7"
-files = [
-    {file = "jsonschema-4.17.3-py3-none-any.whl", hash = "sha256:a870ad254da1a8ca84b6a2905cac29d265f805acc57af304784962a2aa6508f6"},
-    {file = "jsonschema-4.17.3.tar.gz", hash = "sha256:0f864437ab8b6076ba6707453ef8f98a6a0d512a80e93f8abdb676f737ecb60d"},
-]
-
-[package.dependencies]
-attrs = ">=17.4.0"
-importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
-importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""}
-pkgutil-resolve-name = {version = ">=1.3.10", markers = "python_version < \"3.9\""}
-pyrsistent = ">=0.14.0,<0.17.0 || >0.17.0,<0.17.1 || >0.17.1,<0.17.2 || >0.17.2"
-typing-extensions = {version = "*", markers = "python_version < \"3.8\""}
-
-[package.extras]
-format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
-format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"]
-
-[[package]]
-name = "jupyter-client"
-version = "7.4.9"
-description = "Jupyter protocol implementation and client libraries"
-category = "main"
-optional = true
-python-versions = ">=3.7"
-files = [
-    {file = "jupyter_client-7.4.9-py3-none-any.whl", hash = "sha256:214668aaea208195f4c13d28eb272ba79f945fc0cf3f11c7092c20b2ca1980e7"},
-    {file = "jupyter_client-7.4.9.tar.gz", hash = "sha256:52be28e04171f07aed8f20e1616a5a552ab9fee9cbbe6c1896ae170c3880d392"},
-]
-
-[package.dependencies]
-entrypoints = "*"
-jupyter-core = ">=4.9.2"
-nest-asyncio = ">=1.5.4"
-python-dateutil = ">=2.8.2"
-pyzmq = ">=23.0"
-tornado = ">=6.2"
-traitlets = "*"
-
-[package.extras]
-doc = ["ipykernel", "myst-parser", "sphinx (>=1.3.6)", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
-test = ["codecov", "coverage", "ipykernel (>=6.12)", "ipython", "mypy", "pre-commit", "pytest", "pytest-asyncio (>=0.18)", "pytest-cov", "pytest-timeout"]
-
-[[package]]
-name = "jupyter-core"
-version = "4.12.0"
-description = "Jupyter core package. A base package on which Jupyter projects rely."
-category = "main"
-optional = true
-python-versions = ">=3.7"
-files = [
-    {file = "jupyter_core-4.12.0-py3-none-any.whl", hash = "sha256:a54672c539333258495579f6964144924e0aa7b07f7069947bef76d7ea5cb4c1"},
-    {file = "jupyter_core-4.12.0.tar.gz", hash = "sha256:87f39d7642412ae8a52291cc68e71ac01dfa2c735df2701f8108251d51b4f460"},
-]
-
-[package.dependencies]
-pywin32 = {version = ">=1.0", markers = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""}
-traitlets = "*"
-
-[package.extras]
-test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"]
-
-[[package]]
-name = "jupyter-server"
-version = "1.24.0"
-description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
-category = "main"
-optional = true
-python-versions = ">=3.7"
-files = [
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 [[package]]
@@ -1544,36 +1033,36 @@ scipy = ">=0.17.0"
 
 [[package]]
 name = "lightning-utilities"
-version = "0.9.0"
-description = "PyTorch Lightning Sample project."
+version = "0.11.2"
+description = "Lightning toolbox for across the our ecosystem."
 category = "main"
 optional = true
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
-importlib-metadata = {version = ">=4.0.0", markers = "python_version < \"3.8\""}
 packaging = ">=17.1"
+setuptools = "*"
 typing-extensions = "*"
 
 [package.extras]
 cli = ["fire"]
 docs = ["requests (>=2.0.0)"]
-typing = ["mypy (>=1.0.0)"]
+typing = ["mypy (>=1.0.0)", "types-setuptools"]
 
 [[package]]
 name = "mando"
-version = "0.6.4"
+version = "0.7.1"
 description = "Create Python CLI apps with little to no effort at all!"
 category = "dev"
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [package.dependencies]
@@ -1582,86 +1071,111 @@ six = "*"
 [package.extras]
 restructuredtext = ["rst2ansi"]
 
+[[package]]
+name = "markdown-it-py"
+version = "3.0.0"
+description = "Python port of markdown-it. Markdown parsing, done right!"
+category = "dev"
+optional = false
+python-versions = ">=3.8"
+files = [
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+
+[package.dependencies]
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+
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+benchmarking = ["psutil", "pytest", "pytest-benchmark"]
+code-style = ["pre-commit (>=3.0,<4.0)"]
+compare = ["commonmark (>=0.9,<1.0)", "markdown (>=3.4,<4.0)", "mistletoe (>=1.0,<2.0)", "mistune (>=2.0,<3.0)", "panflute (>=2.3,<3.0)"]
+linkify = ["linkify-it-py (>=1,<3)"]
+plugins = ["mdit-py-plugins"]
+profiling = ["gprof2dot"]
+rtd = ["jupyter_sphinx", "mdit-py-plugins", "myst-parser", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinx_book_theme"]
+testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
+
 [[package]]
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-version = "2.1.3"
+version = "2.1.5"
 description = "Safely add untrusted strings to HTML/XML markup."
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 optional = true
 python-versions = ">=3.7"
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@@ -1669,187 +1183,200 @@ traitlets = "*"
 
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@@ -1860,6 +1387,7 @@ typing-extensions = ">=4.1.0"
 [package.extras]
 dmypy = ["psutil (>=4.0)"]
 install-types = ["pip"]
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 reports = ["lxml"]
 
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 category = "dev"
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 [[package]]
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 description = "Check PEP-8 naming conventions, plugin for flake8"
 category = "dev"
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+python-versions = ">=3.7"
 files = [
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 [package.dependencies]
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-flake8-polyfill = ">=1.0.2,<2"
+flake8 = ">=5.0.0"
 
 [[package]]
 name = "pexpect"
@@ -2371,71 +1871,39 @@ files = [
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 ]
 
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-category = "main"
-optional = true
-python-versions = ">=3.6"
-files = [
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-]
-
 [[package]]
 name = "platformdirs"
-version = "3.11.0"
-description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+version = "4.2.1"
+description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "platformdirs-3.11.0-py3-none-any.whl", hash = "sha256:e9d171d00af68be50e9202731309c4e658fd8bc76f55c11c7dd760d023bda68e"},
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+    {file = "platformdirs-4.2.1-py3-none-any.whl", hash = "sha256:17d5a1161b3fd67b390023cb2d3b026bbd40abde6fdb052dfbd3a29c3ba22ee1"},
+    {file = "platformdirs-4.2.1.tar.gz", hash = "sha256:031cd18d4ec63ec53e82dceaac0417d218a6863f7745dfcc9efe7793b7039bdf"},
 ]
 
-[package.dependencies]
-typing-extensions = {version = ">=4.7.1", markers = "python_version < \"3.8\""}
-
 [package.extras]
-docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.1)", "sphinx-autodoc-typehints (>=1.24)"]
-test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4)", "pytest-cov (>=4.1)", "pytest-mock (>=3.11.1)"]
+docs = ["furo (>=2023.9.10)", "proselint (>=0.13)", "sphinx (>=7.2.6)", "sphinx-autodoc-typehints (>=1.25.2)"]
+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)"]
+type = ["mypy (>=1.8)"]
 
 [[package]]
 name = "pluggy"
-version = "1.2.0"
+version = "1.5.0"
 description = "plugin and hook calling mechanisms for python"
 category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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+    {file = "pluggy-1.5.0-py3-none-any.whl", hash = "sha256:44e1ad92c8ca002de6377e165f3e0f1be63266ab4d554740532335b9d75ea669"},
+    {file = "pluggy-1.5.0.tar.gz", hash = "sha256:2cffa88e94fdc978c4c574f15f9e59b7f4201d439195c3715ca9e2486f1d0cf1"},
 ]
 
-[package.dependencies]
-importlib-metadata = {version = ">=0.12", markers = "python_version < \"3.8\""}
-
 [package.extras]
 dev = ["pre-commit", "tox"]
 testing = ["pytest", "pytest-benchmark"]
 
-[[package]]
-name = "prometheus-client"
-version = "0.17.1"
-description = "Python client for the Prometheus monitoring system."
-category = "main"
-optional = true
-python-versions = ">=3.6"
-files = [
-    {file = "prometheus_client-0.17.1-py3-none-any.whl", hash = "sha256:e537f37160f6807b8202a6fc4764cdd19bac5480ddd3e0d463c3002b34462101"},
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-]
-
-[package.extras]
-twisted = ["twisted"]
-
 [[package]]
 name = "prompt-toolkit"
 version = "3.0.43"
@@ -2453,28 +1921,28 @@ wcwidth = "*"
 
 [[package]]
 name = "psutil"
-version = "5.9.6"
+version = "5.9.8"
 description = "Cross-platform lib for process and system monitoring in Python."
 category = "main"
 optional = true
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 files = [
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+    {file = "psutil-5.9.8-cp37-abi3-win32.whl", hash = "sha256:bc56c2a1b0d15aa3eaa5a60c9f3f8e3e565303b465dbf57a1b730e7a2b9844e0"},
+    {file = "psutil-5.9.8-cp37-abi3-win_amd64.whl", hash = "sha256:8db4c1b57507eef143a15a6884ca10f7c73876cdf5d51e713151c1236a0e68cf"},
+    {file = "psutil-5.9.8-cp38-abi3-macosx_11_0_arm64.whl", hash = "sha256:d16bbddf0693323b8c6123dd804100241da461e41d6e332fb0ba6058f630f8c8"},
+    {file = "psutil-5.9.8.tar.gz", hash = "sha256:6be126e3225486dff286a8fb9a06246a5253f4c7c53b475ea5f5ac934e64194c"},
 ]
 
 [package.extras]
@@ -2493,17 +1961,20 @@ files = [
 ]
 
 [[package]]
-name = "py"
-version = "1.11.0"
-description = "library with cross-python path, ini-parsing, io, code, log facilities"
+name = "pure-eval"
+version = "0.2.2"
+description = "Safely evaluate AST nodes without side effects"
 category = "main"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+optional = true
+python-versions = "*"
 files = [
-    {file = "py-1.11.0-py2.py3-none-any.whl", hash = "sha256:607c53218732647dff4acdfcd50cb62615cedf612e72d1724fb1a0cc6405b378"},
-    {file = "py-1.11.0.tar.gz", hash = "sha256:51c75c4126074b472f746a24399ad32f6053d1b34b68d2fa41e558e6f4a98719"},
+    {file = "pure_eval-0.2.2-py3-none-any.whl", hash = "sha256:01eaab343580944bc56080ebe0a674b39ec44a945e6d09ba7db3cb8cec289350"},
+    {file = "pure_eval-0.2.2.tar.gz", hash = "sha256:2b45320af6dfaa1750f543d714b6d1c520a1688dec6fd24d339063ce0aaa9ac3"},
 ]
 
+[package.extras]
+tests = ["pytest"]
+
 [[package]]
 name = "pybind11"
 version = "2.6.1"
@@ -2521,26 +1992,14 @@ global = ["pybind11-global (==2.6.1)"]
 
 [[package]]
 name = "pycodestyle"
-version = "2.8.0"
+version = "2.11.1"
 description = "Python style guide checker"
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-files = [
-    {file = "pycodestyle-2.8.0-py2.py3-none-any.whl", hash = "sha256:720f8b39dde8b293825e7ff02c475f3077124006db4f440dcbc9a20b76548a20"},
-    {file = "pycodestyle-2.8.0.tar.gz", hash = "sha256:eddd5847ef438ea1c7870ca7eb78a9d47ce0cdb4851a5523949f2601d0cbbe7f"},
-]
-
-[[package]]
-name = "pycparser"
-version = "2.21"
-description = "C parser in Python"
-category = "main"
-optional = true
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.8"
 files = [
-    {file = "pycparser-2.21-py2.py3-none-any.whl", hash = "sha256:8ee45429555515e1f6b185e78100aea234072576aa43ab53aefcae078162fca9"},
-    {file = "pycparser-2.21.tar.gz", hash = "sha256:e644fdec12f7872f86c58ff790da456218b10f863970249516d60a5eaca77206"},
+    {file = "pycodestyle-2.11.1-py2.py3-none-any.whl", hash = "sha256:44fe31000b2d866f2e41841b18528a505fbd7fef9017b04eff4e2648a0fadc67"},
+    {file = "pycodestyle-2.11.1.tar.gz", hash = "sha256:41ba0e7afc9752dfb53ced5489e89f8186be00e599e712660695b7a75ff2663f"},
 ]
 
 [[package]]
@@ -2556,7 +2015,6 @@ files = [
 ]
 
 [package.dependencies]
-importlib-metadata = {version = ">=2.0.0,<5.0.0", markers = "python_version < \"3.8\""}
 snowballstemmer = ">=2.2.0"
 
 [package.extras]
@@ -2564,14 +2022,14 @@ toml = ["tomli (>=1.2.3)"]
 
 [[package]]
 name = "pyflakes"
-version = "2.4.0"
+version = "3.2.0"
 description = "passive checker of Python programs"
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.8"
 files = [
-    {file = "pyflakes-2.4.0-py2.py3-none-any.whl", hash = "sha256:3bb3a3f256f4b7968c9c788781e4ff07dce46bdf12339dcda61053375426ee2e"},
-    {file = "pyflakes-2.4.0.tar.gz", hash = "sha256:05a85c2872edf37a4ed30b0cce2f6093e1d0581f8c19d7393122da7e25b2b24c"},
+    {file = "pyflakes-3.2.0-py2.py3-none-any.whl", hash = "sha256:84b5be138a2dfbb40689ca07e2152deb896a65c3a3e24c251c5c62489568074a"},
+    {file = "pyflakes-3.2.0.tar.gz", hash = "sha256:1c61603ff154621fb2a9172037d84dca3500def8c8b630657d1701f026f8af3f"},
 ]
 
 [[package]]
@@ -2579,7 +2037,7 @@ name = "pygments"
 version = "2.17.2"
 description = "Pygments is a syntax highlighting package written in Python."
 category = "main"
-optional = true
+optional = false
 python-versions = ">=3.7"
 files = [
     {file = "pygments-2.17.2-py3-none-any.whl", hash = "sha256:b27c2826c47d0f3219f29554824c30c5e8945175d888647acd804ddd04af846c"},
@@ -2592,21 +2050,25 @@ windows-terminal = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "pylint"
-version = "2.17.6"
+version = "3.1.0"
 description = "python code static checker"
 category = "dev"
 optional = false
-python-versions = ">=3.7.2"
+python-versions = ">=3.8.0"
 files = [
-    {file = "pylint-2.17.6-py3-none-any.whl", hash = "sha256:18a1412e873caf8ffb56b760ce1b5643675af23e6173a247b502406b24c716af"},
-    {file = "pylint-2.17.6.tar.gz", hash = "sha256:be928cce5c76bf9acdc65ad01447a1e0b1a7bccffc609fb7fc40f2513045bd05"},
+    {file = "pylint-3.1.0-py3-none-any.whl", hash = "sha256:507a5b60953874766d8a366e8e8c7af63e058b26345cfcb5f91f89d987fd6b74"},
+    {file = "pylint-3.1.0.tar.gz", hash = "sha256:6a69beb4a6f63debebaab0a3477ecd0f559aa726af4954fc948c51f7a2549e23"},
 ]
 
 [package.dependencies]
-astroid = ">=2.15.7,<=2.17.0-dev0"
+astroid = ">=3.1.0,<=3.2.0-dev0"
 colorama = {version = ">=0.4.5", markers = "sys_platform == \"win32\""}
-dill = {version = ">=0.2", markers = "python_version < \"3.11\""}
-isort = ">=4.2.5,<6"
+dill = [
+    {version = ">=0.2", markers = "python_version < \"3.11\""},
+    {version = ">=0.3.6", markers = "python_version >= \"3.11\""},
+    {version = ">=0.3.7", markers = "python_version >= \"3.12\""},
+]
+isort = ">=4.2.5,<5.13.0 || >5.13.0,<6"
 mccabe = ">=0.6,<0.8"
 platformdirs = ">=2.2.0"
 tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
@@ -2617,132 +2079,92 @@ typing-extensions = {version = ">=3.10.0", markers = "python_version < \"3.10\""
 spelling = ["pyenchant (>=3.2,<4.0)"]
 testutils = ["gitpython (>3)"]
 
-[[package]]
-name = "pyrsistent"
-version = "0.19.3"
-description = "Persistent/Functional/Immutable data structures"
-category = "main"
-optional = true
-python-versions = ">=3.7"
-files = [
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 category = "dev"
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 [package.extras]
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 [[package]]
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 [package.extras]
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 [package.extras]
 dev = ["pre-commit", "pytest-asyncio", "tox"]
 
 [[package]]
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 pytest = ">=7.0"
 
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+version = "2.9.0.post0"
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 category = "main"
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 [package.dependencies]
@@ -2750,90 +2172,46 @@ six = ">=1.5"
 
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-version = "1.3.0"
-description = "Sniff out which async library your code is running under"
-category = "main"
-optional = true
-python-versions = ">=3.7"
-files = [
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-]
-
 [[package]]
 name = "snowballstemmer"
 version = "2.2.0"
@@ -3202,95 +2508,79 @@ files = [
 ]
 
 [[package]]
-name = "soupsieve"
-version = "2.4.1"
-description = "A modern CSS selector implementation for Beautiful Soup."
+name = "stack-data"
+version = "0.6.3"
+description = "Extract data from python stack frames and tracebacks for informative displays"
 category = "main"
 optional = true
-python-versions = ">=3.7"
+python-versions = "*"
 files = [
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+[package.dependencies]
+asttokens = ">=2.1.0"
+executing = ">=1.2.0"
+pure-eval = "*"
+
+[package.extras]
+tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
+
 [[package]]
 name = "stevedore"
-version = "3.5.2"
+version = "5.2.0"
 description = "Manage dynamic plugins for Python applications"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 files = [
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 [package.dependencies]
-importlib-metadata = {version = ">=1.7.0", markers = "python_version < \"3.8\""}
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 [[package]]
-name = "terminado"
-version = "0.17.1"
-description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library."
+name = "sympy"
+version = "1.12"
+description = "Computer algebra system (CAS) in Python"
 category = "main"
 optional = true
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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-pywinpty = {version = ">=1.1.0", markers = "os_name == \"nt\""}
-tornado = ">=6.1.0"
-
-[package.extras]
-docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
-test = ["pre-commit", "pytest (>=7.0)", "pytest-timeout"]
-
-[[package]]
-name = "threadpoolctl"
-version = "3.1.0"
-description = "threadpoolctl"
-category = "main"
-optional = false
-python-versions = ">=3.6"
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 [[package]]
-name = "tinycss2"
-version = "1.2.1"
-description = "A tiny CSS parser"
+name = "tbb"
+version = "2021.12.0"
+description = "Intel® oneAPI Threading Building Blocks (oneTBB)"
 category = "main"
 optional = true
-python-versions = ">=3.7"
+python-versions = "*"
 files = [
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-[package.dependencies]
-webencodings = ">=0.4"
-
-[package.extras]
-doc = ["sphinx", "sphinx_rtd_theme"]
-test = ["flake8", "isort", "pytest"]
-
 [[package]]
-name = "toml"
-version = "0.10.2"
-description = "Python Library for Tom's Obvious, Minimal Language"
-category = "dev"
+name = "threadpoolctl"
+version = "3.4.0"
+description = "threadpoolctl"
+category = "main"
 optional = false
-python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
@@ -3307,115 +2597,111 @@ files = [
 
 [[package]]
 name = "tomlkit"
-version = "0.12.1"
+version = "0.12.4"
 description = "Style preserving TOML library"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
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 [[package]]
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+version = "2.3.0"
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 category = "main"
 optional = true
-python-versions = ">=3.7.0"
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+networkx = "*"
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+typing-extensions = ">=4.8.0"
 
 [package.extras]
 opt-einsum = ["opt-einsum (>=3.3)"]
+optree = ["optree (>=0.9.1)"]
 
 [[package]]
 name = "torchmetrics"
-version = "0.11.4"
+version = "1.3.2"
 description = "PyTorch native Metrics"
 category = "main"
 optional = true
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 [package.dependencies]
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+    {file = "yarl-1.9.4-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:db8e58b9d79200c76956cefd14d5c90af54416ff5353c5bfd7cbe58818e26ef0"},
+    {file = "yarl-1.9.4-cp39-cp39-win32.whl", hash = "sha256:c7224cab95645c7ab53791022ae77a4509472613e839dab722a72abe5a684575"},
+    {file = "yarl-1.9.4-cp39-cp39-win_amd64.whl", hash = "sha256:824d6c50492add5da9374875ce72db7a0733b29c2394890aef23d533106e2b15"},
+    {file = "yarl-1.9.4-py3-none-any.whl", hash = "sha256:928cecb0ef9d5a7946eb6ff58417ad2fe9375762382f1bf5c55e61645f2c43ad"},
+    {file = "yarl-1.9.4.tar.gz", hash = "sha256:566db86717cf8080b99b58b083b773a908ae40f06681e87e589a976faf8246bf"},
 ]
 
 [package.dependencies]
 idna = ">=2.0"
 multidict = ">=4.0"
-typing-extensions = {version = ">=3.7.4", markers = "python_version < \"3.8\""}
 
 [[package]]
 name = "zipp"
-version = "3.15.0"
+version = "3.18.1"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.15.0-py3-none-any.whl", hash = "sha256:48904fc76a60e542af151aded95726c1a5c34ed43ab4134b597665c86d7ad556"},
-    {file = "zipp-3.15.0.tar.gz", hash = "sha256:112929ad649da941c23de50f356a2b5570c954b65150642bccdd66bf194d224b"},
+    {file = "zipp-3.18.1-py3-none-any.whl", hash = "sha256:206f5a15f2af3dbaee80769fb7dc6f249695e940acca08dfb2a4769fe61e538b"},
+    {file = "zipp-3.18.1.tar.gz", hash = "sha256:2884ed22e7d8961de1c9a05142eb69a247f120291bc0206a00a7642f09b5b715"},
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["big-O", "flake8 (<5)", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
 
 [extras]
-all = ["ipywidgets", "lightfm", "nmslib", "pytorch-lightning", "pytorch-lightning", "torch", "torch"]
+all = ["ipywidgets", "lightfm", "nmslib", "pytorch-lightning", "torch"]
 lightfm = ["lightfm"]
 nmslib = ["nmslib"]
-torch = ["pytorch-lightning", "pytorch-lightning", "torch", "torch"]
+torch = ["pytorch-lightning", "torch"]
 visuals = ["ipywidgets"]
 
 [metadata]
 lock-version = "2.0"
-python-versions = ">=3.7.2, <3.11"
-content-hash = "aa759c0c0741d6288a7df9a5cde794266e8619a5c20a143957b0ae9b988d0260"
+python-versions = ">=3.8.1, <3.13"
+content-hash = "583ec06080e8dec8c1fce878fbbce86e6ba578f343f5af55f8e76cadf3f35379"
diff --git a/pyproject.toml b/pyproject.toml
index 0fae2987..94877e03 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -33,10 +33,11 @@ keywords = [
 classifiers = [
     "Development Status :: 3 - Alpha",
     "Topic :: Scientific/Engineering :: Artificial Intelligence",
-    "Programming Language :: Python :: 3.7",
     "Programming Language :: Python :: 3.8",
     "Programming Language :: Python :: 3.9",
     "Programming Language :: Python :: 3.10",
+    "Programming Language :: Python :: 3.11",
+    "Programming Language :: Python :: 3.12",
     "Programming Language :: Python :: 3",
     "Topic :: Software Development :: Libraries :: Python Modules",
     "Intended Audience :: Science/Research",
@@ -51,32 +52,29 @@ packages = [
 
 
 [tool.poetry.dependencies]
-python = ">=3.7.2, <3.11"
-numpy = ">=1.19.5, <2.0.0"
-pandas = [
-    {version = ">=0.25.3, <2.0.0", python = "<3.8"},
-    {version = ">=1.0.0, <3.0.0", python = ">=3.8"}
+python = ">=3.8.1, <3.13"
+numpy = [
+    {version = ">=1.19.5, <2.0.0", python = "3.8"},  # for compatibility with scipy
+    {version = ">=1.22, <2.0.0", python = ">=3.9, <3.12"},
+    {version = ">=1.26, <2.0.0", python = ">=3.12"}  # numpy <1.26 fails to install on Python 3.12
+]
+pandas = ">=1.5.0, <3.0.0"
+scipy = [
+    {version = "^1.9.1, <1.11", python = "3.8"},  # since 1.11 scipy doesn't support python 3.8
+    {version = "^1.10.1, <1.13", python = ">=3.9"},  # in 1.13 were introduced significant changes breaking our logic
 ]
-scipy = "^1.5.4"
 tqdm = "^4.27.0"
 implicit = "^0.7.1"
 attrs = ">=19.1.0,<24.0.0"
-typeguard = "^2.0.1"
-typing-extensions = "4.7.1"  # TODO: remove after dropping support for python 3.7
+typeguard = "^4.1.0"
 
 
-lightfm = {version = ">=1.16,<=1.17", optional = true}
+lightfm = {version = ">=1.16,<=1.17", python = "<3.12", optional = true}
 
-nmslib = {version = "^2.0.4", optional = true}
+nmslib = {version = "^2.0.4", python = "<3.11", optional = true}
 
-torch = [
-    {version = ">=1.6.0, <2.0.0", python = "<3.8", optional = true},
-    {version = ">=1.6.0, <3.0.0", python = ">=3.8", optional = true}
-]
-pytorch-lightning = [
-    {version = ">=1.6.0, <2.0.0", python = "<3.8", optional = true},
-    {version = ">=1.6.0, <3.0.0", python = ">=3.8", optional = true}
-]
+torch = {version = ">=1.6.0, <3.0.0", optional = true}
+pytorch-lightning = {version = ">=1.6.0, <3.0.0", optional = true}
 
 ipywidgets = {version = ">=7.7,<8.2", optional = true}
 
@@ -93,31 +91,30 @@ all = [
     "ipywidgets"
 ]
 
+
 [tool.poetry.group.dev.dependencies]
-black = "22.3.0"
-isort = "5.10.1"
-pylint = "2.17.6"
-mypy = [
-    {version = "0.931", python = "<3.8"},  # not compatible with torch >= 2
-    {version = "1.6.1", python = ">=3.8"}  # not compatible with python 3.7
-]
-flake8 = "4.0.1"
-bandit = "1.7.4"
-pytest = "7.1.2"
-radon = "5.1.0"
-coverage = "6.4.2"
-autopep8 = "1.6.0"
-codespell = "2.1.0"
-pytest-subtests = "0.8.0"
-flake8-docstrings = "1.6.0"
-pep8-naming = "0.12.1"
-pytest-cov = "2.12.1"
-pytest-mock = "3.11.1"
+black = "24.4.2"
+isort = "5.13.2"
+pylint = "3.1.0"
+mypy = "1.10.0"
+flake8 = "7.0.0"
+bandit = "1.7.8"
+pytest = "8.1.1"
+radon = "6.0.1"
+coverage = "7.5.0"
+autopep8 = "2.1.0"
+codespell = "2.2.6"
+pytest-subtests = "0.12.1"
+flake8-docstrings = "1.7.0"
+pep8-naming = "0.13.3"
+pytest-cov = "5.0.0"
+pytest-mock = "3.14.0"
 
 
 [tool.black]
 line-length = 120
-target-version = ["py37", "py38", "py39", "py310"]
+target-version = ["py38", "py39", "py310", "py311", "py312"]
+
 
 [build-system]
 requires = ["poetry>=1.0.5"]
diff --git a/rectools/dataset/dataset.py b/rectools/dataset/dataset.py
index 56ba836b..82e0b8df 100644
--- a/rectools/dataset/dataset.py
+++ b/rectools/dataset/dataset.py
@@ -231,7 +231,7 @@ def get_user_item_matrix(
 
     def get_raw_interactions(self, include_weight: bool = True, include_datetime: bool = True) -> pd.DataFrame:
         """
-        Return iteractions as a `pd.DataFrame` object with replacing internal user and item ids to external ones.
+        Return interactions as a `pd.DataFrame` object with replacing internal user and item ids to external ones.
 
         Parameters
         ----------
diff --git a/rectools/dataset/identifiers.py b/rectools/dataset/identifiers.py
index c0d5042c..f822b25d 100644
--- a/rectools/dataset/identifiers.py
+++ b/rectools/dataset/identifiers.py
@@ -20,7 +20,6 @@
 import attr
 import numpy as np
 import pandas as pd
-import typing_extensions as tpe
 
 from rectools import ExternalId, ExternalIds, InternalId, InternalIds
 from rectools.utils import fast_isin, get_from_series_by_index
@@ -128,13 +127,13 @@ def get_external_sorted_by_internal(self) -> np.ndarray:
 
     @tp.overload
     def convert_to_internal(  # noqa: D102
-        self, external: ExternalIds, strict: bool = ..., return_missing: tpe.Literal[False] = False
+        self, external: ExternalIds, strict: bool = ..., return_missing: tp.Literal[False] = False
     ) -> np.ndarray:  # pragma: no cover
         ...
 
     @tp.overload
     def convert_to_internal(  # noqa: D102
-        self, external: ExternalIds, strict: bool = ..., *, return_missing: tpe.Literal[True]
+        self, external: ExternalIds, strict: bool = ..., *, return_missing: tp.Literal[True]
     ) -> tp.Tuple[np.ndarray, np.ndarray]:  # pragma: no cover
         ...
 
@@ -176,13 +175,13 @@ def convert_to_internal(
 
     @tp.overload
     def convert_to_external(  # noqa: D102
-        self, internal: InternalIds, strict: bool = ..., return_missing: tpe.Literal[False] = False
+        self, internal: InternalIds, strict: bool = ..., return_missing: tp.Literal[False] = False
     ) -> np.ndarray:  # pragma: no cover
         ...
 
     @tp.overload
     def convert_to_external(  # noqa: D102
-        self, internal: InternalIds, strict: bool = ..., *, return_missing: tpe.Literal[True]
+        self, internal: InternalIds, strict: bool = ..., *, return_missing: tp.Literal[True]
     ) -> tp.Tuple[np.ndarray, np.ndarray]:  # pragma: no cover
         ...
 
diff --git a/rectools/metrics/distances.py b/rectools/metrics/distances.py
index b569ca50..a8f76e3d 100644
--- a/rectools/metrics/distances.py
+++ b/rectools/metrics/distances.py
@@ -129,7 +129,7 @@ def __init__(self, features: SparseFeatures, id_map: IdMap) -> None:
 
     def _get_distances_for_item_pairs(self, items_0: ExternalIds, items_1: ExternalIds) -> Distances:
         # Create accumulator for result
-        result = np.empty(len(items_0), dtype=np.float32)
+        result: np.ndarray = np.empty(len(items_0), dtype=np.float32)
         # Find mask external ids that are not contained in the mapper
         existing_external_0 = fast_isin(np.asarray(items_0), self.mapper.external_ids)
         existing_external_1 = fast_isin(np.asarray(items_1), self.mapper.external_ids)
diff --git a/rectools/models/base.py b/rectools/models/base.py
index 092db078..9a4c00ac 100644
--- a/rectools/models/base.py
+++ b/rectools/models/base.py
@@ -18,7 +18,6 @@
 
 import numpy as np
 import pandas as pd
-import typing_extensions as tpe
 
 from rectools import AnyIds, Columns, InternalIds
 from rectools.dataset import Dataset
@@ -354,7 +353,7 @@ def _split_targets_by_hot_warm_cold(
         id_map: IdMap,
         n_hot: int,
         assume_external_ids: bool,
-        entity: tpe.Literal["user", "item"],
+        entity: tp.Literal["user", "item"],
     ) -> tp.Tuple[InternalIdsArray, InternalIdsArray, AnyIdsArray]:
         if assume_external_ids:
             known_ids, cold_ids = id_map.convert_to_internal(targets, strict=False, return_missing=True)
@@ -382,7 +381,7 @@ def _check_targets_are_valid(
         hot_targets: InternalIdsArray,
         warm_targets: InternalIdsArray,
         cold_targets: AnyIdsArray,
-        entity: tpe.Literal["user", "item"],
+        entity: tp.Literal["user", "item"],
     ) -> None:
         if warm_targets.size > 0 and not cls.recommends_for_warm and not cls.recommends_for_cold:
             raise ValueError(
diff --git a/rectools/models/random.py b/rectools/models/random.py
index 177182cb..a1f58d46 100644
--- a/rectools/models/random.py
+++ b/rectools/models/random.py
@@ -31,7 +31,7 @@
 
 class _RandomGen:
     def __init__(self, random_state: tp.Optional[int] = None) -> None:
-        self.python_gen = random.Random(random_state)
+        self.python_gen = random.Random(random_state)  # nosec
         self.np_gen = np.random.default_rng(random_state)
 
 
diff --git a/rectools/models/rank.py b/rectools/models/rank.py
index 0bc9a094..a8ce6549 100644
--- a/rectools/models/rank.py
+++ b/rectools/models/rank.py
@@ -62,8 +62,8 @@ def __init__(
             raise ValueError("To use `sparse.csr_matrix` distance must be `Distance.DOT`")
 
         self.distance = distance
-        self.subjects_factors = subjects_factors.astype(np.float32)
-        self.objects_factors = objects_factors.astype(np.float32)
+        self.subjects_factors: np.ndarray = subjects_factors.astype(np.float32)
+        self.objects_factors: np.ndarray = objects_factors.astype(np.float32)
 
         self.subjects_norms: np.ndarray
         if distance == Distance.COSINE:
@@ -75,7 +75,7 @@ def __init__(
 
     def _get_neginf_score(self) -> float:
         # Adding 1 to avoid float calculation errors (we're comparing `scores <= neginf_score`)
-        return -np.finfo(np.float32).max + 1
+        return float(-np.finfo(np.float32).max + 1)
 
     @staticmethod
     def _calc_dots(factors: np.ndarray) -> np.ndarray:
diff --git a/rectools/tools/ann.py b/rectools/tools/ann.py
index eaf673d6..2f48b67f 100644
--- a/rectools/tools/ann.py
+++ b/rectools/tools/ann.py
@@ -60,7 +60,7 @@ class BaseNmslibRecommender:
         NMSLIB index creation parameters. See nmslib documentation.
         In case of None defaults to reasonable parameters.
     index : FloatIndex, optional
-        Optonal instance of FloatIndex. Exists for outside initialization.
+        Optional instance of FloatIndex. Exists for outside initialization.
 
     See Also
     --------
@@ -233,7 +233,7 @@ class UserToItemAnnRecommender(BaseNmslibRecommender):
         NMSLIB index creation parameters. See nmslib documentation.
         In case of None defaults to reasonable parameters.
     index : FloatIndex, optional
-        Optonal instance of `FloatIndex`. Exists for outside initialization.
+        Optional instance of `FloatIndex`. Exists for outside initialization.
 
     Methods
     -------
@@ -383,7 +383,7 @@ class ItemToItemAnnRecommender(BaseNmslibRecommender):
         NMSLIB index creation parameters. See nmslib documentation.
         In case of None defaults to reasonable parameters.
     index : FloatIndex, optional
-        Optonal instance of FloatIndex. Exists for outside initialization.
+        Optional instance of FloatIndex. Exists for outside initialization.
 
     Methods
     -------
diff --git a/rectools/utils/misc.py b/rectools/utils/misc.py
index 25db1313..3aaecec3 100644
--- a/rectools/utils/misc.py
+++ b/rectools/utils/misc.py
@@ -16,7 +16,7 @@
 from itertools import tee
 
 import numpy as np
-from typeguard import check_type
+from typeguard import TypeCheckError, check_type
 
 T = tp.TypeVar("T")
 
@@ -93,9 +93,9 @@ def _is_instance_of_type(obj: tp.Any, type_: AnyType) -> bool:
         Whether `type_` is type of `obj`.
     """
     try:
-        check_type("", obj, type_)
+        check_type(obj, type_)
         return True
-    except TypeError:
+    except TypeCheckError:
         return False
 
 
diff --git a/requirements-old-versions.txt b/requirements-old-versions.txt
deleted file mode 100644
index 1e99151e..00000000
--- a/requirements-old-versions.txt
+++ /dev/null
@@ -1 +0,0 @@
-numpy==1.19.5
diff --git a/setup.cfg b/setup.cfg
index 0720b967..bccd6f41 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -87,5 +87,5 @@ count =
 quiet-level = 3
 builtin = clear,rare,names,code
 check-filenames =
-ignore-words-list = als,uint,coo
+ignore-words-list = als, uint, coo, arange, jupyter
 skip = *.ipynb
diff --git a/tests/dataset/test_dataset.py b/tests/dataset/test_dataset.py
index c81fa047..24a75269 100644
--- a/tests/dataset/test_dataset.py
+++ b/tests/dataset/test_dataset.py
@@ -32,7 +32,7 @@
 
 
 class TestDataset:
-    def setup(self) -> None:
+    def setup_method(self) -> None:
         self.interactions_df = pd.DataFrame(
             [
                 ["u1", "i1", 2, "2021-09-09"],
diff --git a/tests/dataset/test_features.py b/tests/dataset/test_features.py
index d5cc7128..eb03717b 100644
--- a/tests/dataset/test_features.py
+++ b/tests/dataset/test_features.py
@@ -27,7 +27,7 @@
 
 
 class TestDenseFeatures:
-    def setup(self) -> None:
+    def setup_method(self) -> None:
         self.values = np.array([[1, 10], [2, 20], [3, 30]])
         self.names = ("f1", "f2")
 
@@ -98,7 +98,7 @@ def test_len(self) -> None:
 
 
 class TestSparseFeatures:
-    def setup(self) -> None:
+    def setup_method(self) -> None:
         self.values = sparse.csr_matrix(
             [
                 [3.2, 0, 1],
diff --git a/tests/dataset/test_identifiers.py b/tests/dataset/test_identifiers.py
index fde2d3fb..09ed2751 100644
--- a/tests/dataset/test_identifiers.py
+++ b/tests/dataset/test_identifiers.py
@@ -24,7 +24,7 @@
 
 
 class TestIdMap:
-    def setup(self) -> None:
+    def setup_method(self) -> None:
         self.external_ids = np.array(["b", "c", "a"])
         self.id_map = IdMap(self.external_ids)
 
diff --git a/tests/dataset/test_interactions.py b/tests/dataset/test_interactions.py
index 86ec6e08..587e1e50 100644
--- a/tests/dataset/test_interactions.py
+++ b/tests/dataset/test_interactions.py
@@ -29,7 +29,7 @@
 
 
 class TestInteractions:
-    def setup(self) -> None:
+    def setup_method(self) -> None:
         self.df = pd.DataFrame(
             {
                 Columns.User: [1, 2, 1, 1],
diff --git a/tests/metrics/test_classification.py b/tests/metrics/test_classification.py
index 56c16eb0..e1c98d1d 100644
--- a/tests/metrics/test_classification.py
+++ b/tests/metrics/test_classification.py
@@ -41,7 +41,7 @@
 
 
 class TestPrecision:
-    def setup(self) -> None:
+    def setup_method(self) -> None:
         self.metric = Precision(k=2)
 
     def test_calc(self) -> None:
@@ -59,7 +59,7 @@ def test_when_no_interactions(self) -> None:
 
 
 class TestRecall:
-    def setup(self) -> None:
+    def setup_method(self) -> None:
         self.metric = Recall(k=2)
 
     def test_calc(self) -> None:
@@ -77,7 +77,7 @@ def test_when_no_interactions(self) -> None:
 
 
 class TestAccuracy:
-    def setup(self) -> None:
+    def setup_method(self) -> None:
         self.metric = Accuracy(k=2)
 
     def test_calc(self) -> None:
@@ -113,7 +113,7 @@ def test_raises_when_no_catalog_set_when_needed(self) -> None:
 
 
 class TestF1Beta:
-    def setup(self) -> None:
+    def setup_method(self) -> None:
         self.metric = F1Beta(k=2, beta=2 ** (1 / 2))
 
     def test_calc(self) -> None:
@@ -131,7 +131,7 @@ def test_when_no_interactions(self) -> None:
 
 
 class TestMCC:
-    def setup(self) -> None:
+    def setup_method(self) -> None:
         self.metric = MCC(k=2)
 
     def test_calc(self) -> None:
@@ -158,7 +158,7 @@ def test_when_no_interactions(self) -> None:
 
 
 class TestHitRate:
-    def setup(self) -> None:
+    def setup_method(self) -> None:
         self.metric = HitRate(k=2)
 
     def test_calc(self) -> None:
diff --git a/tests/metrics/test_scoring.py b/tests/metrics/test_scoring.py
index 7052878d..1ca281eb 100644
--- a/tests/metrics/test_scoring.py
+++ b/tests/metrics/test_scoring.py
@@ -37,7 +37,7 @@
 
 
 class TestCalcMetrics:  # pylint: disable=attribute-defined-outside-init
-    def setup(self) -> None:
+    def setup_method(self) -> None:
         self.reco = pd.DataFrame(
             {
                 Columns.User: [1, 1, 2, 3, 5],
diff --git a/tests/model_selection/test_cross_validate.py b/tests/model_selection/test_cross_validate.py
index 54f9b3c5..919f82ed 100644
--- a/tests/model_selection/test_cross_validate.py
+++ b/tests/model_selection/test_cross_validate.py
@@ -22,7 +22,7 @@
 
 
 class TestGen2xInternalIdsDataset:
-    def setup(self) -> None:
+    def setup_method(self) -> None:
         self.interactions_internal_df = pd.DataFrame(
             [
                 [0, 0, 1, 101],
@@ -99,7 +99,7 @@ def test_with_features(
 
 
 class TestCrossValidate:
-    def setup(self) -> None:
+    def setup_method(self) -> None:
         interactions_df = pd.DataFrame(
             [
                 [10, 11, 1, 101],
diff --git a/tests/models/test_base.py b/tests/models/test_base.py
index 6b91b7c8..107fc523 100644
--- a/tests/models/test_base.py
+++ b/tests/models/test_base.py
@@ -83,7 +83,7 @@ def test_raise_when_k_is_not_positive_i2i(k: int) -> None:
 
 
 class TestRecommendWithInternalIds:
-    def setup(self) -> None:
+    def setup_method(self) -> None:
         class SomeModel(ModelBase):
             def _fit(self, dataset: Dataset, *args: tp.Any, **kwargs: tp.Any) -> None:
                 pass
@@ -212,7 +212,7 @@ def test_i2i_with_incorrect_ids(
 
 
 class TestHotWarmCold:
-    def setup(self) -> None:
+    def setup_method(self) -> None:
         class HotModel(ModelBase):
             recommends_for_cold = False
             recommends_for_warm = False
@@ -331,11 +331,11 @@ class HotWarmColdModel(HotWarmModel, HotColdModel):
         self.warms = {"u2i": [50], "i2i": [16]}
         self.colds = {"u2i": [60], "i2i": [18]}
 
-    def _get_reco(self, targers: ExternalIds, model_key: str, dataset_key: str, kind: str) -> pd.DataFrame:
+    def _get_reco(self, targets: ExternalIds, model_key: str, dataset_key: str, kind: str) -> pd.DataFrame:
         model = self.models[model_key]
         if kind == "u2i":
             reco = model.recommend(
-                users=targers,
+                users=targets,
                 dataset=self.datasets[dataset_key],
                 k=2,
                 filter_viewed=False,
@@ -344,7 +344,7 @@ def _get_reco(self, targers: ExternalIds, model_key: str, dataset_key: str, kind
             reco.rename(columns={Columns.User: "target"}, inplace=True)
         elif kind == "i2i":
             reco = model.recommend_to_items(
-                target_items=targers,
+                target_items=targets,
                 dataset=self.datasets[dataset_key],
                 k=2,
                 add_rank_col=False,
@@ -491,6 +491,6 @@ def _get_cold_reco(
         model = ColdRecoModel()
 
         reco = model._recommend_cold(np.array([10, 11]), DATASET, 2, None)  # pylint: disable=protected-access
-        np.testing.assert_array_equal(reco[0], [10, 10, 11, 11])
+        np.testing.assert_array_equal(list(reco[0]), [10, 10, 11, 11])
         np.testing.assert_array_equal(reco[1], [0, 1, 0, 1])
         np.testing.assert_array_equal(reco[2], [2.1, 2.2, 2.1, 2.2])
diff --git a/tests/models/test_dssm.py b/tests/models/test_dssm.py
index 6ac012b8..bd00eeb7 100644
--- a/tests/models/test_dssm.py
+++ b/tests/models/test_dssm.py
@@ -32,7 +32,7 @@
 @pytest.mark.filterwarnings("ignore::pytorch_lightning.utilities.warnings.PossibleUserWarning")
 @pytest.mark.filterwarnings("ignore::UserWarning")
 class TestDSSMModel:
-    def setup(self) -> None:
+    def setup_method(self) -> None:
         seed_everything(42, workers=True)
 
     @pytest.fixture
@@ -203,7 +203,11 @@ def test_get_vectors(self, dataset: Dataset) -> None:
         _, vectors_reco, vectors_scores = ranker.rank(
             dataset.user_id_map.convert_to_internal(np.array([10, 20, 30, 40])), k=5
         )
-        (_, reco_item_ids, reco_scores,) = model._recommend_u2i(  # pylint: disable=protected-access
+        (
+            _,
+            reco_item_ids,
+            reco_scores,
+        ) = model._recommend_u2i(  # pylint: disable=protected-access
             user_ids=dataset.user_id_map.convert_to_internal(np.array([10, 20, 30, 40])),
             dataset=dataset,
             k=5,
diff --git a/tests/models/test_ease.py b/tests/models/test_ease.py
index 8210895a..2eb75d05 100644
--- a/tests/models/test_ease.py
+++ b/tests/models/test_ease.py
@@ -66,8 +66,7 @@ def test_basic(self, dataset: Dataset, filter_viewed: bool, expected: pd.DataFra
             k=2,
             filter_viewed=filter_viewed,
         )
-        tol_kwargs: tp.Dict[str, float] = {"check_less_precise": 3} if pd.__version__ < "1" else {"atol": 0.001}
-        pd.testing.assert_frame_equal(actual, expected, **tol_kwargs)  # pylint: disable = unexpected-keyword-arg
+        pd.testing.assert_frame_equal(actual, expected, atol=0.001)
 
     @pytest.mark.parametrize(
         "filter_viewed,expected",
@@ -105,8 +104,7 @@ def test_with_whitelist(self, dataset: Dataset, filter_viewed: bool, expected: p
             filter_viewed=filter_viewed,
             items_to_recommend=np.array([11, 15, 17]),
         )
-        tol_kwargs: tp.Dict[str, float] = {"check_less_precise": 3} if pd.__version__ < "1" else {"atol": 0.001}
-        pd.testing.assert_frame_equal(actual, expected, **tol_kwargs)  # pylint: disable = unexpected-keyword-arg
+        pd.testing.assert_frame_equal(actual, expected, atol=0.001)
 
     @pytest.mark.parametrize(
         "filter_itself,whitelist,expected",
diff --git a/tests/models/test_implicit_als.py b/tests/models/test_implicit_als.py
index b1cd6c4c..e10e2895 100644
--- a/tests/models/test_implicit_als.py
+++ b/tests/models/test_implicit_als.py
@@ -42,8 +42,8 @@ def _init_model_factors_inplace(model: AnyAlternatingLeastSquares, dataset: Data
         n_factors = model.factors
         n_users = dataset.user_id_map.to_internal.size
         n_items = dataset.item_id_map.to_internal.size
-        user_factors = np.linspace(0.1, 0.5, n_users * n_factors, dtype=np.float32).reshape(n_users, n_factors)
-        item_factors = np.linspace(0.1, 0.5, n_items * n_factors, dtype=np.float32).reshape(n_items, n_factors)
+        user_factors: np.ndarray = np.linspace(0.1, 0.5, n_users * n_factors, dtype=np.float32).reshape(n_users, -1)
+        item_factors: np.ndarray = np.linspace(0.1, 0.5, n_items * n_factors, dtype=np.float32).reshape(n_items, -1)
 
         if isinstance(model, GPUAlternatingLeastSquares):
             user_factors = implicit.gpu.Matrix(user_factors)
diff --git a/tests/models/test_implicit_knn.py b/tests/models/test_implicit_knn.py
index 2f348a7f..29e7c2b4 100644
--- a/tests/models/test_implicit_knn.py
+++ b/tests/models/test_implicit_knn.py
@@ -68,9 +68,8 @@ def test_basic(self, dataset: Dataset, filter_viewed: bool, expected: pd.DataFra
             k=2,
             filter_viewed=filter_viewed,
         )
-        tol_kwargs: tp.Dict[str, float] = {"check_less_precise": 3} if pd.__version__ < "1" else {"atol": 0.001}
         expected = expected.astype({Columns.Score: np.float32})
-        pd.testing.assert_frame_equal(actual, expected, **tol_kwargs)  # pylint: disable = unexpected-keyword-arg
+        pd.testing.assert_frame_equal(actual, expected, atol=0.001)
 
     @pytest.mark.parametrize(
         "filter_viewed,expected",
@@ -109,9 +108,8 @@ def test_with_whitelist(self, dataset: Dataset, filter_viewed: bool, expected: p
             filter_viewed=filter_viewed,
             items_to_recommend=np.array([11, 15, 17]),
         )
-        tol_kwargs: tp.Dict[str, float] = {"check_less_precise": 3} if pd.__version__ < "1" else {"atol": 0.001}
         expected = expected.astype({Columns.Score: np.float32})
-        pd.testing.assert_frame_equal(actual, expected, **tol_kwargs)  # pylint: disable = unexpected-keyword-arg
+        pd.testing.assert_frame_equal(actual, expected, atol=0.001)
 
     @pytest.mark.parametrize(
         "filter_itself,whitelist,expected",
diff --git a/tests/models/test_lightfm.py b/tests/models/test_lightfm.py
index eda6003c..a0dd1785 100644
--- a/tests/models/test_lightfm.py
+++ b/tests/models/test_lightfm.py
@@ -12,12 +12,17 @@
 #  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 lightfm import LightFM
+
+try:
+    from lightfm import LightFM
+except ImportError:
+    LightFM = object  # it's ok in case we're skipping the tests
 
 from rectools import Columns
 from rectools.dataset import Dataset
@@ -27,6 +32,8 @@
 from rectools.models.vector import Factors
 from tests.models.utils import assert_second_fit_refits_model
 
+pytestmark = pytest.mark.skipif(sys.version_info >= (3, 12), reason="`lightfm` is not compatible with Python >= 3.12")
+
 
 # pylint: disable=attribute-defined-outside-init
 class DeterministicLightFM(LightFM):
diff --git a/tests/models/test_random.py b/tests/models/test_random.py
index fc34d8a0..fe7aaf3f 100644
--- a/tests/models/test_random.py
+++ b/tests/models/test_random.py
@@ -165,7 +165,7 @@ def test_i2i(self, filter_itself: bool, whitelist: tp.Optional[tp.List[tp.Any]])
 
         assert actual[Columns.TargetItem].tolist() == [11, 11, 12, 12, 16, 16, 18, 18]
         assert actual[Columns.Rank].tolist() == [1, 2, 1, 2, 1, 2, 1, 2]
-        # Items that aren't present in interections but have features can also be used
+        # Items that aren't present in interactions but have features can also be used
         assert set(actual[Columns.Item]) <= set(whitelist or dataset.item_id_map.external_ids.tolist())
 
         if not filter_itself:
diff --git a/tests/models/test_rank.py b/tests/models/test_rank.py
index da02d857..9bc4da37 100644
--- a/tests/models/test_rank.py
+++ b/tests/models/test_rank.py
@@ -53,7 +53,7 @@ def test_neginf_score(self, subject_factors: np.ndarray, object_factors: np.ndar
             subject_factors = sparse.csr_matrix(subject_factors)
 
         implicit_ranker = ImplicitRanker(Distance.DOT, subjects_factors=subject_factors, objects_factors=object_factors)
-        dummy_factors = np.array([[1, 2]], dtype=np.float32)
+        dummy_factors: np.ndarray = np.array([[1, 2]], dtype=np.float32)
         neginf = implicit.cpu.topk.topk(  # pylint: disable=c-extension-no-member
             items=dummy_factors,
             query=dummy_factors,
@@ -77,7 +77,7 @@ def test_mask_for_correct_scores(
 
         implicit_ranker = ImplicitRanker(Distance.DOT, subjects_factors=subject_factors, objects_factors=object_factors)
         neginf = implicit_ranker._get_neginf_score()
-        scores = np.array([7, 6, 0, 0], dtype=np.float32)
+        scores: np.ndarray = np.array([7, 6, 0, 0], dtype=np.float32)
 
         actual = implicit_ranker._get_mask_for_correct_scores(scores)
         assert actual == [True] * 4
diff --git a/tests/models/test_vector.py b/tests/models/test_vector.py
index 53e5a18b..fe158fe6 100644
--- a/tests/models/test_vector.py
+++ b/tests/models/test_vector.py
@@ -29,7 +29,7 @@
 
 
 class TestVectorModel:  # pylint: disable=protected-access, attribute-defined-outside-init
-    def setup(self) -> None:
+    def setup_method(self) -> None:
         stub_interactions = pd.DataFrame([], columns=Columns.Interactions)
         self.stub_dataset = Dataset.construct(stub_interactions)
         user_embeddings = np.array([[-4, 0, 3], [0, 0, 0]])
diff --git a/tests/models/utils.py b/tests/models/utils.py
index b6b0ad07..37d681e5 100644
--- a/tests/models/utils.py
+++ b/tests/models/utils.py
@@ -1,4 +1,3 @@
-import typing as tp
 from copy import deepcopy
 
 import pandas as pd
@@ -11,12 +10,11 @@ def assert_second_fit_refits_model(model: ModelBase, dataset: Dataset) -> None:
     model_1 = deepcopy(model).fit(dataset)
     model_2 = deepcopy(model).fit(dataset).fit(dataset)
     k = dataset.item_id_map.external_ids.size
-    tol_kwargs: tp.Dict[str, float] = {"check_less_precise": 3} if pd.__version__ < "1" else {"atol": 0.001}
 
     reco_u2i_1 = model_1.recommend(dataset.user_id_map.external_ids, dataset, k, False)
     reco_u2i_2 = model_2.recommend(dataset.user_id_map.external_ids, dataset, k, False)
-    pd.testing.assert_frame_equal(reco_u2i_1, reco_u2i_2, **tol_kwargs)  # pylint: disable = unexpected-keyword-arg
+    pd.testing.assert_frame_equal(reco_u2i_1, reco_u2i_2, atol=0.001)
 
     reco_i2i_1 = model_1.recommend_to_items(dataset.item_id_map.external_ids, dataset, k, False)
     reco_i2i_2 = model_2.recommend_to_items(dataset.item_id_map.external_ids, dataset, k, False)
-    pd.testing.assert_frame_equal(reco_i2i_1, reco_i2i_2, **tol_kwargs)  # pylint: disable = unexpected-keyword-arg
+    pd.testing.assert_frame_equal(reco_i2i_1, reco_i2i_2, atol=0.001)
diff --git a/tests/tools/test_ann.py b/tests/tools/test_ann.py
index 78093176..a2dcf8d2 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 typing import Callable, Dict, Hashable, List, Union
 
 import numpy as np
@@ -21,6 +22,8 @@
 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
diff --git a/tests/visuals/test_visual_app.py b/tests/visuals/test_visual_app.py
index 2e39327a..18594b58 100644
--- a/tests/visuals/test_visual_app.py
+++ b/tests/visuals/test_visual_app.py
@@ -275,7 +275,8 @@ def test_u2i_with_random_requests(self, n_random_requests: int) -> None:
             assert random_id != 1  # random id is not same as predefined by user
             total_reco = 0
             for model_name in ["model1", "model2"]:
-                expected_reco = RECO_U2I[model_name].query(f"{Columns.User} == @random_id")["item_id"].sort_values()
+                expected_reco_df = RECO_U2I[model_name].query(f"{Columns.User} == @random_id")
+                expected_reco = expected_reco_df["item_id"].sort_values()  # pylint: disable=unsubscriptable-object
                 actual_reco = ads.grouped_reco[model_name][random_name]["item_id"].sort_values()
                 total_reco += expected_reco.shape[0]
                 assert np.array_equal(actual_reco, expected_reco)
@@ -309,9 +310,8 @@ def test_i2i_with_random_requests(self, n_random_requests: int) -> None:
             assert random_id != 3  # random id is not same as predefined by user
             total_reco = 0
             for model_name in ["model1", "model2"]:
-                expected_reco = (
-                    RECO_I2I[model_name].query(f"{Columns.TargetItem} == @random_id")["item_id"].sort_values()
-                )
+                expected_reco_df = RECO_I2I[model_name].query(f"{Columns.TargetItem} == @random_id")
+                expected_reco = expected_reco_df["item_id"].sort_values()  # pylint: disable=unsubscriptable-object
                 actual_reco = ads.grouped_reco[model_name][random_name]["item_id"].sort_values()
                 total_reco += expected_reco.shape[0]
                 assert np.array_equal(actual_reco, expected_reco)