From 30f04fe4abfcbb57f67c3310a40597f5a7deffc2 Mon Sep 17 00:00:00 2001
From: Anthony Chiu <kingychiu@gmail.com>
Date: Wed, 7 Feb 2024 04:47:08 +0800
Subject: [PATCH] Upgrade Linters (#21)

---
 poetry.lock                                   | 2706 +++++++++--------
 pyproject.toml                                |   18 +-
 target_permutation_importances/functional.py  |    6 +-
 .../sklearn_wrapper.py                        |    1 +
 target_permutation_importances/typing.py      |   21 +-
 tests/test_functional.py                      |    6 -
 6 files changed, 1385 insertions(+), 1373 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 5bd8bf7..c6717dd 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,89 +1,88 @@
-
-# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand.
 
 [[package]]
 name = "aiohttp"
-version = "3.9.0"
+version = "3.9.3"
 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.8"
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 [package.dependencies]
@@ -124,31 +123,32 @@ files = [
 
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 name = "attrs"
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+version = "23.2.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.7"
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 [package.extras]
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 docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
 tests = ["attrs[tests-no-zope]", "zope-interface"]
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+tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
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 name = "babel"
-version = "2.13.0"
+version = "2.14.0"
 description = "Internationalization utilities"
 optional = false
 python-versions = ">=3.7"
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 [package.extras]
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 [package.dependencies]
@@ -214,7 +214,7 @@ typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
 colorama = ["colorama (>=0.4.3)"]
-d = ["aiohttp (>=3.7.4)"]
+d = ["aiohttp (>=3.7.4)", "aiohttp (>=3.7.4,!=3.9.0)"]
 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
@@ -262,13 +262,13 @@ widget = ["ipython", "ipywidgets (>=7.0,<9.0)", "traitlets"]
 
 [[package]]
 name = "certifi"
-version = "2023.7.22"
+version = "2024.2.2"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
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 ]
 
 [[package]]
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 python-versions = ">=3.7.0"
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 description = "CMake is an open-source, cross-platform family of tools designed to build, test and package software"
 optional = false
 python-versions = "*"
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 [package.extras]
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 [[package]]
 name = "colorama"
@@ -490,196 +490,126 @@ files = [
 
 [[package]]
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 [package.dependencies]
@@ -704,47 +634,56 @@ coverage = "*"
 
 [[package]]
 name = "cryptography"
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 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
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 nox = ["nox"]
-pep8test = ["black", "check-sdist", "mypy", "ruff"]
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 ssh = ["bcrypt (>=3.1.5)"]
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 test-randomorder = ["pytest-randomly"]
 
 [[package]]
@@ -764,25 +703,27 @@ tests = ["pytest", "pytest-cov", "pytest-xdist"]
 
 [[package]]
 name = "datasets"
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 numpy = ">=1.17"
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 pyarrow = ">=8.0.0"
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 requests = ">=2.19.0"
 tqdm = ">=4.62.1"
@@ -792,15 +733,15 @@ xxhash = "*"
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@@ -831,13 +772,13 @@ files = [
 
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+    {file = "frozenlist-1.4.1-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:82e8211d69a4f4bc360ea22cd6555f8e61a1bd211d1d5d39d3d228b48c83a897"},
+    {file = "frozenlist-1.4.1-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:89aa2c2eeb20957be2d950b85974b30a01a762f3308cd02bb15e1ad632e22dc7"},
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+    {file = "frozenlist-1.4.1-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:7268252af60904bf52c26173cbadc3a071cece75f873705419c8681f24d3edea"},
+    {file = "frozenlist-1.4.1-cp39-cp39-musllinux_1_1_ppc64le.whl", hash = "sha256:0c250a29735d4f15321007fb02865f0e6b6a41a6b88f1f523ca1596ab5f50bd5"},
+    {file = "frozenlist-1.4.1-cp39-cp39-musllinux_1_1_s390x.whl", hash = "sha256:96ec70beabbd3b10e8bfe52616a13561e58fe84c0101dd031dc78f250d5128b9"},
+    {file = "frozenlist-1.4.1-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:23b2d7679b73fe0e5a4560b672a39f98dfc6f60df63823b0a9970525325b95f6"},
+    {file = "frozenlist-1.4.1-cp39-cp39-win32.whl", hash = "sha256:a7496bfe1da7fb1a4e1cc23bb67c58fab69311cc7d32b5a99c2007b4b2a0e932"},
+    {file = "frozenlist-1.4.1-cp39-cp39-win_amd64.whl", hash = "sha256:e6a20a581f9ce92d389a8c7d7c3dd47c81fd5d6e655c8dddf341e14aa48659d0"},
+    {file = "frozenlist-1.4.1-py3-none-any.whl", hash = "sha256:04ced3e6a46b4cfffe20f9ae482818e34eba9b5fb0ce4056e4cc9b6e212d09b7"},
+    {file = "frozenlist-1.4.1.tar.gz", hash = "sha256:c037a86e8513059a2613aaba4d817bb90b9d9b6b69aace3ce9c877e8c8ed402b"},
 ]
 
 [[package]]
 name = "fsspec"
-version = "2023.6.0"
+version = "2023.10.0"
 description = "File-system specification"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "fsspec-2023.6.0-py3-none-any.whl", hash = "sha256:1cbad1faef3e391fba6dc005ae9b5bdcbf43005c9167ce78c915549c352c869a"},
-    {file = "fsspec-2023.6.0.tar.gz", hash = "sha256:d0b2f935446169753e7a5c5c55681c54ea91996cc67be93c39a154fb3a2742af"},
+    {file = "fsspec-2023.10.0-py3-none-any.whl", hash = "sha256:346a8f024efeb749d2a5fca7ba8854474b1ff9af7c3faaf636a4548781136529"},
+    {file = "fsspec-2023.10.0.tar.gz", hash = "sha256:330c66757591df346ad3091a53bd907e15348c2ba17d63fd54f5c39c4457d2a5"},
 ]
 
 [package.dependencies]
@@ -1082,13 +1039,13 @@ test = ["coverage", "mock (>=4)", "pytest (>=7)", "pytest-cov", "pytest-mock (>=
 
 [[package]]
 name = "griffe"
-version = "0.36.6"
+version = "0.40.0"
 description = "Signatures for entire Python programs. Extract the structure, the frame, the skeleton of your project, to generate API documentation or find breaking changes in your API."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "griffe-0.36.6-py3-none-any.whl", hash = "sha256:9c30eede43681d71f114332cc55a32b4129fe69fda14ec5ee4a69a7a71f5669e"},
-    {file = "griffe-0.36.6.tar.gz", hash = "sha256:e0ade45056b56284891cc510051069a9d069eb72e663d523064deaff89d77bef"},
+    {file = "griffe-0.40.0-py3-none-any.whl", hash = "sha256:db1da6d1d8e08cbb20f1a7dee8c09da940540c2d4c1bfa26a9091cf6fc36a9ec"},
+    {file = "griffe-0.40.0.tar.gz", hash = "sha256:76c4439eaa2737af46ae003c331ab6ca79c5365b552f7b5aed263a3b4125735b"},
 ]
 
 [package.dependencies]
@@ -1096,13 +1053,13 @@ colorama = ">=0.4"
 
 [[package]]
 name = "huggingface-hub"
-version = "0.18.0"
+version = "0.20.3"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
 files = [
-    {file = "huggingface_hub-0.18.0-py3-none-any.whl", hash = "sha256:ee0b6b68acbf6aeb6d083ea081e981c277a1104b82ab67fdf6780ff5396830af"},
-    {file = "huggingface_hub-0.18.0.tar.gz", hash = "sha256:10eda12b9c1cfa800b4b7c096b3ace8843734c3f28d69d1c243743fb7d7a2e81"},
+    {file = "huggingface_hub-0.20.3-py3-none-any.whl", hash = "sha256:d988ae4f00d3e307b0c80c6a05ca6dbb7edba8bba3079f74cda7d9c2e562a7b6"},
+    {file = "huggingface_hub-0.20.3.tar.gz", hash = "sha256:94e7f8e074475fbc67d6a71957b678e1b4a74ff1b64a644fd6cbb83da962d05d"},
 ]
 
 [package.dependencies]
@@ -1115,57 +1072,56 @@ tqdm = ">=4.42.1"
 typing-extensions = ">=3.7.4.3"
 
 [package.extras]
-all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "black (==23.7)", "gradio", "jedi", "mypy (==1.5.1)", "numpy", "pydantic (<2.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-vcr", "pytest-xdist", "ruff (>=0.0.241)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "urllib3 (<2.0)"]
+all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "mypy (==1.5.1)", "numpy", "pydantic (>1.1,<2.0)", "pydantic (>1.1,<3.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.1.3)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
 cli = ["InquirerPy (==0.3.4)"]
-dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "black (==23.7)", "gradio", "jedi", "mypy (==1.5.1)", "numpy", "pydantic (<2.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-vcr", "pytest-xdist", "ruff (>=0.0.241)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "urllib3 (<2.0)"]
-docs = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "black (==23.7)", "gradio", "hf-doc-builder", "jedi", "mypy (==1.5.1)", "numpy", "pydantic (<2.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-vcr", "pytest-xdist", "ruff (>=0.0.241)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "urllib3 (<2.0)", "watchdog"]
+dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "mypy (==1.5.1)", "numpy", "pydantic (>1.1,<2.0)", "pydantic (>1.1,<3.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.1.3)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
 fastai = ["fastai (>=2.4)", "fastcore (>=1.3.27)", "toml"]
-inference = ["aiohttp", "pydantic (<2.0)"]
-quality = ["black (==23.7)", "mypy (==1.5.1)", "ruff (>=0.0.241)"]
+inference = ["aiohttp", "pydantic (>1.1,<2.0)", "pydantic (>1.1,<3.0)"]
+quality = ["mypy (==1.5.1)", "ruff (>=0.1.3)"]
 tensorflow = ["graphviz", "pydot", "tensorflow"]
-testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "numpy", "pydantic (<2.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
+testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "numpy", "pydantic (>1.1,<2.0)", "pydantic (>1.1,<3.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
 torch = ["torch"]
-typing = ["pydantic (<2.0)", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3"]
+typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)"]
 
 [[package]]
 name = "idna"
-version = "3.4"
+version = "3.6"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 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-3.6-py3-none-any.whl", hash = "sha256:c05567e9c24a6b9faaa835c4821bad0590fbb9d5779e7caa6e1cc4978e7eb24f"},
+    {file = "idna-3.6.tar.gz", hash = "sha256:9ecdbbd083b06798ae1e86adcbfe8ab1479cf864e4ee30fe4e46a003d12491ca"},
 ]
 
 [[package]]
 name = "importlib-metadata"
-version = "6.8.0"
+version = "7.0.1"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "importlib_metadata-6.8.0-py3-none-any.whl", hash = "sha256:3ebb78df84a805d7698245025b975d9d67053cd94c79245ba4b3eb694abe68bb"},
-    {file = "importlib_metadata-6.8.0.tar.gz", hash = "sha256:dbace7892d8c0c4ac1ad096662232f831d4e64f4c4545bd53016a3e9d4654743"},
+    {file = "importlib_metadata-7.0.1-py3-none-any.whl", hash = "sha256:4805911c3a4ec7c3966410053e9ec6a1fecd629117df5adee56dfc9432a1081e"},
+    {file = "importlib_metadata-7.0.1.tar.gz", hash = "sha256:f238736bb06590ae52ac1fab06a3a9ef1d8dce2b7a35b5ab329371d6c8f5d2cc"},
 ]
 
 [package.dependencies]
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
 perf = ["ipython"]
 testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)", "pytest-ruff"]
 
 [[package]]
 name = "importlib-resources"
-version = "6.1.0"
+version = "6.1.1"
 description = "Read resources from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "importlib_resources-6.1.0-py3-none-any.whl", hash = "sha256:aa50258bbfa56d4e33fbd8aa3ef48ded10d1735f11532b8df95388cc6bdb7e83"},
-    {file = "importlib_resources-6.1.0.tar.gz", hash = "sha256:9d48dcccc213325e810fd723e7fbb45ccb39f6cf5c31f00cf2b965f5f10f3cb9"},
+    {file = "importlib_resources-6.1.1-py3-none-any.whl", hash = "sha256:e8bf90d8213b486f428c9c39714b920041cb02c184686a3dee24905aaa8105d6"},
+    {file = "importlib_resources-6.1.1.tar.gz", hash = "sha256:3893a00122eafde6894c59914446a512f728a0c1a45f9bb9b63721b6bacf0b4a"},
 ]
 
 [package.dependencies]
@@ -1188,20 +1144,17 @@ files = [
 
 [[package]]
 name = "isort"
-version = "5.12.0"
+version = "5.13.2"
 description = "A Python utility / library to sort Python imports."
 optional = false
 python-versions = ">=3.8.0"
 files = [
-    {file = "isort-5.12.0-py3-none-any.whl", hash = "sha256:f84c2818376e66cf843d497486ea8fed8700b340f308f076c6fb1229dff318b6"},
-    {file = "isort-5.12.0.tar.gz", hash = "sha256:8bef7dde241278824a6d83f44a544709b065191b95b6e50894bdc722fcba0504"},
+    {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)"]
-pipfile-deprecated-finder = ["pip-shims (>=0.5.2)", "pipreqs", "requirementslib"]
-plugins = ["setuptools"]
-requirements-deprecated-finder = ["pip-api", "pipreqs"]
+colors = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "jaraco-classes"
@@ -1238,13 +1191,13 @@ trio = ["async_generator", "trio"]
 
 [[package]]
 name = "jinja2"
-version = "3.1.2"
+version = "3.1.3"
 description = "A very fast and expressive template engine."
 optional = false
 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]
@@ -1266,13 +1219,13 @@ files = [
 
 [[package]]
 name = "keyring"
-version = "24.2.0"
+version = "24.3.0"
 description = "Store and access your passwords safely."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "keyring-24.2.0-py3-none-any.whl", hash = "sha256:4901caaf597bfd3bbd78c9a0c7c4c29fcd8310dab2cffefe749e916b6527acd6"},
-    {file = "keyring-24.2.0.tar.gz", hash = "sha256:ca0746a19ec421219f4d713f848fa297a661a8a8c1504867e55bfb5e09091509"},
+    {file = "keyring-24.3.0-py3-none-any.whl", hash = "sha256:4446d35d636e6a10b8bce7caa66913dd9eca5fd222ca03a3d42c38608ac30836"},
+    {file = "keyring-24.3.0.tar.gz", hash = "sha256:e730ecffd309658a08ee82535a3b5ec4b4c8669a9be11efb66249d8e0aeb9a25"},
 ]
 
 [package.dependencies]
@@ -1283,9 +1236,9 @@ pywin32-ctypes = {version = ">=0.2.0", markers = "sys_platform == \"win32\""}
 SecretStorage = {version = ">=3.2", markers = "sys_platform == \"linux\""}
 
 [package.extras]
-completion = ["shtab"]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
+completion = ["shtab (>=1.1.0)"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
 
 [[package]]
 name = "kiwisolver"
@@ -1425,13 +1378,13 @@ dask = ["dask[array] (>=2.0.0)", "dask[dataframe] (>=2.0.0)", "dask[distributed]
 
 [[package]]
 name = "markdown"
-version = "3.5"
+version = "3.5.2"
 description = "Python implementation of John Gruber's Markdown."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "Markdown-3.5-py3-none-any.whl", hash = "sha256:4afb124395ce5fc34e6d9886dab977fd9ae987fc6e85689f08278cf0c69d4bf3"},
-    {file = "Markdown-3.5.tar.gz", hash = "sha256:a807eb2e4778d9156c8f07876c6e4d50b5494c5665c4834f67b06459dfd877b3"},
+    {file = "Markdown-3.5.2-py3-none-any.whl", hash = "sha256:d43323865d89fc0cb9b20c75fc8ad313af307cc087e84b657d9eec768eddeadd"},
+    {file = "Markdown-3.5.2.tar.gz", hash = "sha256:e1ac7b3dc550ee80e602e71c1d168002f062e49f1b11e26a36264dafd4df2ef8"},
 ]
 
 [package.dependencies]
@@ -1467,108 +1420,108 @@ testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 
 [[package]]
 name = "markupsafe"
-version = "2.1.3"
+version = "2.1.5"
 description = "Safely add untrusted strings to HTML/XML markup."
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "MarkupSafe-2.1.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:cd0f502fe016460680cd20aaa5a76d241d6f35a1c3350c474bac1273803893fa"},
-    {file = "MarkupSafe-2.1.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e09031c87a1e51556fdcb46e5bd4f59dfb743061cf93c4d6831bf894f125eb57"},
-    {file = "MarkupSafe-2.1.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:68e78619a61ecf91e76aa3e6e8e33fc4894a2bebe93410754bd28fce0a8a4f9f"},
-    {file = "MarkupSafe-2.1.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:65c1a9bcdadc6c28eecee2c119465aebff8f7a584dd719facdd9e825ec61ab52"},
-    {file = "MarkupSafe-2.1.3-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:525808b8019e36eb524b8c68acdd63a37e75714eac50e988180b169d64480a00"},
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 ]
 
 [package.dependencies]
@@ -1576,13 +1529,12 @@ contourpy = ">=1.0.1"
 cycler = ">=0.10"
 fonttools = ">=4.22.0"
 importlib-resources = {version = ">=3.2.0", markers = "python_version < \"3.10\""}
-kiwisolver = ">=1.0.1"
+kiwisolver = ">=1.3.1"
 numpy = ">=1.21,<2"
 packaging = ">=20.0"
-pillow = ">=6.2.0"
+pillow = ">=8"
 pyparsing = ">=2.3.1"
 python-dateutil = ">=2.7"
-setuptools_scm = ">=7"
 
 [[package]]
 name = "mdurl"
@@ -1654,13 +1606,13 @@ mkdocs = ">=1.1"
 
 [[package]]
 name = "mkdocs-material"
-version = "9.4.6"
+version = "9.5.7"
 description = "Documentation that simply works"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1668,8 +1620,8 @@ babel = ">=2.10,<3.0"
 colorama = ">=0.4,<1.0"
 jinja2 = ">=3.0,<4.0"
 markdown = ">=3.2,<4.0"
-mkdocs = ">=1.5.3,<2.0"
-mkdocs-material-extensions = ">=1.2,<2.0"
+mkdocs = ">=1.5.3,<1.6.0"
+mkdocs-material-extensions = ">=1.3,<2.0"
 paginate = ">=0.5,<1.0"
 pygments = ">=2.16,<3.0"
 pymdown-extensions = ">=10.2,<11.0"
@@ -1678,29 +1630,29 @@ requests = ">=2.26,<3.0"
 
 [package.extras]
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-imaging = ["cairosvg (>=2.6,<3.0)", "pillow (>=9.4,<10.0)"]
+imaging = ["cairosvg (>=2.6,<3.0)", "pillow (>=10.2,<11.0)"]
 recommended = ["mkdocs-minify-plugin (>=0.7,<1.0)", "mkdocs-redirects (>=1.2,<2.0)", "mkdocs-rss-plugin (>=1.6,<2.0)"]
 
 [[package]]
 name = "mkdocs-material-extensions"
-version = "1.3"
+version = "1.3.1"
 description = "Extension pack for Python Markdown and MkDocs Material."
 optional = false
 python-versions = ">=3.8"
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@@ -1737,111 +1689,127 @@ python-legacy = ["mkdocstrings-python-legacy (>=0.2.1)"]
 
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 [[package]]
@@ -1874,38 +1842,38 @@ dill = ">=0.3.7"
 
 [[package]]
 name = "mypy"
-version = "1.6.0"
+version = "1.8.0"
 description = "Optional static typing for Python"
 optional = false
 python-versions = ">=3.8"
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 [package.extras]
 dmypy = ["psutil (>=4.0)"]
 install-types = ["pip"]
+mypyc = ["setuptools (>=50)"]
 reports = ["lxml"]
 
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 docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-removed-in", "sphinxext-opengraph"]
+fpx = ["olefile"]
+mic = ["olefile"]
 tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
+typing = ["typing-extensions"]
+xmp = ["defusedxml"]
 
 [[package]]
 name = "pkginfo"
@@ -2179,28 +2188,28 @@ testing = ["pytest", "pytest-cov"]
 
 [[package]]
 name = "platformdirs"
-version = "3.11.0"
+version = "4.2.0"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
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-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)"]
 
 [[package]]
 name = "plotly"
-version = "5.17.0"
+version = "5.18.0"
 description = "An open-source, interactive data visualization library for Python"
 optional = false
 python-versions = ">=3.6"
 files = [
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 ]
 
 [package.dependencies]
@@ -2209,13 +2218,13 @@ tenacity = ">=6.2.0"
 
 [[package]]
 name = "pluggy"
-version = "1.3.0"
+version = "1.4.0"
 description = "plugin and hook calling mechanisms for python"
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 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
-numpy = ">=1.16.6"
+numpy = ">=1.16.6,<2"
+
+[[package]]
+name = "pyarrow-hotfix"
+version = "0.6"
+description = ""
+optional = false
+python-versions = ">=3.5"
+files = [
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+]
 
 [[package]]
 name = "pycparser"
@@ -2283,31 +2303,32 @@ files = [
 
 [[package]]
 name = "pygments"
-version = "2.16.1"
+version = "2.17.2"
 description = "Pygments is a syntax highlighting package written in Python."
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.extras]
 plugins = ["importlib-metadata"]
+windows-terminal = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "pymdown-extensions"
-version = "10.3"
+version = "10.7"
 description = "Extension pack for Python Markdown."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
-markdown = ">=3.2"
+markdown = ">=3.5"
 pyyaml = "*"
 
 [package.extras]
@@ -2329,13 +2350,13 @@ diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pytest"
-version = "7.4.2"
+version = "7.4.4"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -2369,13 +2390,13 @@ testing = ["fields", "hunter", "process-tests", "pytest-xdist", "six", "virtuale
 
 [[package]]
 name = "pytest-xdist"
-version = "3.3.1"
+version = "3.5.0"
 description = "pytest xdist plugin for distributed testing, most importantly across multiple CPUs"
 optional = false
 python-versions = ">=3.7"
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 [[package]]
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+version = "2024.1"
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@@ -2517,99 +2528,104 @@ md = ["cmarkgfm (>=0.8.0)"]
 
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 name = "regex"
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 description = "Alternative regular expression module, to replace re."
 optional = false
 python-versions = ">=3.7"
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 [[package]]
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 [[package]]
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 [package.dependencies]
-numpy = ">=1.18.5,<1.26.0"
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 [package.extras]
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-test = ["asv", "gmpy2", "mpmath", "pytest", "pytest-cov", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
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 [[package]]
 name = "secretstorage"
@@ -2800,44 +2840,6 @@ files = [
 cryptography = ">=2.0"
 jeepney = ">=0.6"
 
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-
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-rich = ["rich"]
-test = ["build", "pytest", "rich", "wheel"]
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 [[package]]
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 version = "1.16.0"
@@ -2943,62 +2945,62 @@ urllib3 = ">=1.26.0"
 
 [[package]]
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 description = "Typing stubs for pytz"
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 python-versions = ">=2"
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 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
 
@@ -3043,13 +3045,13 @@ watchmedo = ["PyYAML (>=3.10)"]
 
 [[package]]
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 [package.extras]
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+    {file = "yarl-1.9.4-py3-none-any.whl", hash = "sha256:928cecb0ef9d5a7946eb6ff58417ad2fe9375762382f1bf5c55e61645f2c43ad"},
+    {file = "yarl-1.9.4.tar.gz", hash = "sha256:566db86717cf8080b99b58b083b773a908ae40f06681e87e589a976faf8246bf"},
 ]
 
 [package.dependencies]
@@ -3304,4 +3322,4 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.9"
-content-hash = "058a9fc818bf3f56cee2d36660b598c133fad0111db34873fe89ac8e948e5833"
+content-hash = "f93d71e20e9cfbf503e2b9bf3ce73cb976476702028b07dcde40756074c9c0a9"
diff --git a/pyproject.toml b/pyproject.toml
index c1056e8..77085ab 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -61,10 +61,10 @@ beartype = "^0.14.1"
 scipy = "^1.9"
 
 [tool.poetry.group.dev.dependencies]
-ruff = "^0.0.275"
-black = "^23.3.0"
-isort = "^5.12.0"
-mypy = "^1.4.1"
+ruff = "^0.2.1"
+black = "^24.1.1"
+isort = "^5.13.2"
+mypy = "^1.8.0"
 pytest = "^7.4.0"
 pytest-cov = "^4.1.0"
 datasets = "^2.13.1"
@@ -91,6 +91,12 @@ build-backend = "poetry.core.masonry.api"
 
 [tool.ruff]
 exclude = ["__init__.py"]
-select = ["E", "F", "PL", "I", "ICN", "RET", "SIM", "NPY", "RUF"]
-ignore = ["E501", "PLR0913"]
+lint.select = ["E", "F", "PL", "I", "ICN", "RET", "SIM", "NPY", "RUF"]
+lint.ignore = ["E501", "PLR0913"]
+
+[tool.mypy]
+exclude = [ ]
+ignore_missing_imports = true
+check_untyped_defs = true
+python_version = "3.9"
 
diff --git a/target_permutation_importances/functional.py b/target_permutation_importances/functional.py
index d35c42b..2b64c78 100644
--- a/target_permutation_importances/functional.py
+++ b/target_permutation_importances/functional.py
@@ -178,9 +178,9 @@ def compute_permutation_importance_by_wasserstein_distance(
                 "importance"
             ].to_numpy(),
         )
-    mean_actual_importance_df[
-        "wasserstein_distance"
-    ] = mean_actual_importance_df.index.map(distances)
+    mean_actual_importance_df["wasserstein_distance"] = (
+        mean_actual_importance_df.index.map(distances)
+    )
 
     # Sort by feature name to make sure the order is the same
     mean_actual_importance_df = mean_actual_importance_df.sort_index()
diff --git a/target_permutation_importances/sklearn_wrapper.py b/target_permutation_importances/sklearn_wrapper.py
index 690e3d9..e349517 100644
--- a/target_permutation_importances/sklearn_wrapper.py
+++ b/target_permutation_importances/sklearn_wrapper.py
@@ -1,6 +1,7 @@
 """
 The Sklearn Class Wrappers
 """
+
 import numpy as np
 import pandas as pd
 from beartype.typing import Any, Dict, List, Union
diff --git a/target_permutation_importances/typing.py b/target_permutation_importances/typing.py
index f7c2077..cbce24d 100644
--- a/target_permutation_importances/typing.py
+++ b/target_permutation_importances/typing.py
@@ -21,8 +21,7 @@ class XBuilderType(Protocol):  # pragma: no cover
         return (XType): The X data
     """
 
-    def __call__(self, is_random_run: bool, run_idx: int) -> XType:
-        ...
+    def __call__(self, is_random_run: bool, run_idx: int) -> XType: ...
 
 
 @runtime_checkable
@@ -37,14 +36,12 @@ class YBuilderType(Protocol):  # pragma: no cover
         return (YType): The y data
     """
 
-    def __call__(self, is_random_run: bool, run_idx: int) -> YType:
-        ...
+    def __call__(self, is_random_run: bool, run_idx: int) -> YType: ...
 
 
 @runtime_checkable
 class ModelFitParamsBuilderType(Protocol):  # pragma: no cover
-    def __call__(self, feature_columns: Optional[List[str]]) -> dict:
-        ...
+    def __call__(self, feature_columns: Optional[List[str]]) -> dict: ...
 
 
 @runtime_checkable
@@ -60,8 +57,7 @@ class ModelBuilderType(Protocol):  # pragma: no cover
         return (Any): The newly created model
     """
 
-    def __call__(self, is_random_run: bool, run_idx: int) -> Any:
-        ...
+    def __call__(self, is_random_run: bool, run_idx: int) -> Any: ...
 
 
 @runtime_checkable
@@ -77,8 +73,7 @@ class ModelFitterType(Protocol):  # pragma: no cover
         return (Any): The fitted model
     """
 
-    def __call__(self, model: Any, X: XType, y: YType) -> Any:
-        ...
+    def __call__(self, model: Any, X: XType, y: YType) -> Any: ...
 
 
 @runtime_checkable
@@ -94,8 +89,7 @@ class ModelImportanceGetter(Protocol):  # pragma: no cover
         return (pd.DataFrame): The return DataFrame with columns ["feature", "importance"]
     """
 
-    def __call__(self, model: Any, X: XType, y: YType) -> pd.DataFrame:
-        ...
+    def __call__(self, model: Any, X: XType, y: YType) -> pd.DataFrame: ...
 
 
 @runtime_checkable
@@ -116,5 +110,4 @@ def __call__(
         self,
         actual_importance_dfs: List[pd.DataFrame],
         random_importance_dfs: List[pd.DataFrame],
-    ) -> pd.DataFrame:
-        ...
+    ) -> pd.DataFrame: ...
diff --git a/tests/test_functional.py b/tests/test_functional.py
index c194dfb..bf7652c 100644
--- a/tests/test_functional.py
+++ b/tests/test_functional.py
@@ -129,8 +129,6 @@ def test_compute_multi_label_classification(model_cls, imp_func, xtype):
     )
     if xtype is pd.DataFrame:
         X = pd.DataFrame(X, columns=[f"feature_{i}" for i in range(X.shape[1])])
-    else:
-        X = X
 
     model_cls_params = model_cls[1].copy()
     if "Cat" in model_cls[0].__name__:
@@ -174,8 +172,6 @@ def test_compute_multi_label_classification_with_MultiOutputClassifier(
     )
     if xtype is pd.DataFrame:
         X = pd.DataFrame(X, columns=[f"feature_{i}" for i in range(X.shape[1])])
-    else:
-        X = X
 
     if "Lasso" in model_cls[0].__name__ or "LinearSVC" in model_cls[0].__name__:
         return
@@ -247,8 +243,6 @@ def test_compute_multi_target_regression_with_MultiOutputRegressor(
     )
     if xtype is pd.DataFrame:
         X = pd.DataFrame(X, columns=[f"feature_{i}" for i in range(X.shape[1])])
-    else:
-        X = X
 
     result_df = compute(
         model_cls=MultiOutputRegressor,