diff --git a/.github/workflows/run_tests.yaml b/.github/workflows/run_tests.yaml
index 0c34df9..8c3b761 100644
--- a/.github/workflows/run_tests.yaml
+++ b/.github/workflows/run_tests.yaml
@@ -10,11 +10,11 @@ jobs:
 
     strategy:
       matrix:
-        python-version: ["3.10"]
+        python-version: ["3.9", "3.10", "3.11", "3.12"]
 
     steps:
-      - uses: actions/checkout@v3
-      - name: Install `poetry` 
+      - uses: actions/checkout@v4
+      - name: Install `poetry`
         run: |
           pipx install poetry
           poetry --version
@@ -25,7 +25,8 @@ jobs:
           cache: 'poetry'
       - name: Install package
         run: |
-          poetry install
+          poetry install --with test,docs
+          pip install importlib-metadata<5
       - name: Run linter
         run: |
           poetry run flake8 torch_topological
diff --git a/poetry.lock b/poetry.lock
index 314ec7a..5c55f04 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,84 +1,154 @@
-# This file is automatically @generated by Poetry 1.4.0 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.1.2 and should not be changed by hand.
 
 [[package]]
 name = "alabaster"
-version = "0.7.12"
-description = "A configurable sidebar-enabled Sphinx theme"
-category = "dev"
+version = "0.7.16"
+description = "A light, configurable Sphinx theme"
 optional = false
-python-versions = "*"
-files = [
-    {file = "alabaster-0.7.12-py2.py3-none-any.whl", hash = "sha256:446438bdcca0e05bd45ea2de1668c1d9b032e1a9154c2c259092d77031ddd359"},
-    {file = "alabaster-0.7.12.tar.gz", hash = "sha256:a661d72d58e6ea8a57f7a86e37d86716863ee5e92788398526d58b26a4e4dc02"},
-]
-
-[[package]]
-name = "attrs"
-version = "22.1.0"
-description = "Classes Without Boilerplate"
-category = "dev"
-optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.9"
+groups = ["docs"]
 files = [
-    {file = "attrs-22.1.0-py2.py3-none-any.whl", hash = "sha256:86efa402f67bf2df34f51a335487cf46b1ec130d02b8d39fd248abfd30da551c"},
-    {file = "attrs-22.1.0.tar.gz", hash = "sha256:29adc2665447e5191d0e7c568fde78b21f9672d344281d0c6e1ab085429b22b6"},
+    {file = "alabaster-0.7.16-py3-none-any.whl", hash = "sha256:b46733c07dce03ae4e150330b975c75737fa60f0a7c591b6c8bf4928a28e2c92"},
+    {file = "alabaster-0.7.16.tar.gz", hash = "sha256:75a8b99c28a5dad50dd7f8ccdd447a121ddb3892da9e53d1ca5cca3106d58d65"},
 ]
 
-[package.extras]
-dev = ["cloudpickle", "coverage[toml] (>=5.0.2)", "furo", "hypothesis", "mypy (>=0.900,!=0.940)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "sphinx", "sphinx-notfound-page", "zope.interface"]
-docs = ["furo", "sphinx", "sphinx-notfound-page", "zope.interface"]
-tests = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "zope.interface"]
-tests-no-zope = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins"]
-
 [[package]]
 name = "babel"
-version = "2.11.0"
+version = "2.17.0"
 description = "Internationalization utilities"
-category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
+groups = ["docs"]
 files = [
-    {file = "Babel-2.11.0-py3-none-any.whl", hash = "sha256:1ad3eca1c885218f6dce2ab67291178944f810a10a9b5f3cb8382a5a232b64fe"},
-    {file = "Babel-2.11.0.tar.gz", hash = "sha256:5ef4b3226b0180dedded4229651c8b0e1a3a6a2837d45a073272f313e4cf97f6"},
+    {file = "babel-2.17.0-py3-none-any.whl", hash = "sha256:4d0b53093fdfb4b21c92b5213dba5a1b23885afa8383709427046b21c366e5f2"},
+    {file = "babel-2.17.0.tar.gz", hash = "sha256:0c54cffb19f690cdcc52a3b50bcbf71e07a808d1c80d549f2459b9d2cf0afb9d"},
 ]
 
-[package.dependencies]
-pytz = ">=2015.7"
+[package.extras]
+dev = ["backports.zoneinfo ; python_version < \"3.9\"", "freezegun (>=1.0,<2.0)", "jinja2 (>=3.0)", "pytest (>=6.0)", "pytest-cov", "pytz", "setuptools", "tzdata ; sys_platform == \"win32\""]
 
 [[package]]
 name = "certifi"
-version = "2022.12.7"
+version = "2025.1.31"
 description = "Python package for providing Mozilla's CA Bundle."
-category = "dev"
 optional = false
 python-versions = ">=3.6"
+groups = ["docs"]
 files = [
-    {file = "certifi-2022.12.7-py3-none-any.whl", hash = "sha256:4ad3232f5e926d6718ec31cfc1fcadfde020920e278684144551c91769c7bc18"},
-    {file = "certifi-2022.12.7.tar.gz", hash = "sha256:35824b4c3a97115964b408844d64aa14db1cc518f6562e8d7261699d1350a9e3"},
+    {file = "certifi-2025.1.31-py3-none-any.whl", hash = "sha256:ca78db4565a652026a4db2bcdf68f2fb589ea80d0be70e03929ed730746b84fe"},
+    {file = "certifi-2025.1.31.tar.gz", hash = "sha256:3d5da6925056f6f18f119200434a4780a94263f10d1c21d032a6f6b2baa20651"},
 ]
 
 [[package]]
 name = "charset-normalizer"
-version = "2.0.12"
+version = "3.4.1"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
-category = "dev"
 optional = false
-python-versions = ">=3.5.0"
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-    {file = "charset_normalizer-2.0.12-py3-none-any.whl", hash = "sha256:6881edbebdb17b39b4eaaa821b438bf6eddffb4468cf344f09f89def34a8b1df"},
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+groups = ["docs"]
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+[package.extras]
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+
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 optional = false
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@@ -199,26 +269,44 @@ files = [
 
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 test = ["pytest (>=6)"]
 
+[[package]]
+name = "filelock"
+version = "3.18.0"
+description = "A platform independent file lock."
+optional = false
+python-versions = ">=3.9"
+groups = ["main", "test"]
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+
+[package.extras]
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+testing = ["covdefaults (>=2.3)", "coverage (>=7.6.10)", "diff-cover (>=9.2.1)", "pytest (>=8.3.4)", "pytest-asyncio (>=0.25.2)", "pytest-cov (>=6)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.28.1)"]
+typing = ["typing-extensions (>=4.12.2) ; python_version < \"3.11\""]
+
 [[package]]
 name = "flake8"
 version = "4.0.1"
 description = "the modular source code checker: pep8 pyflakes and co"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
+groups = ["test"]
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@@ -231,50 +319,141 @@ pyflakes = ">=2.4.0,<2.5.0"
 
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 [package.dependencies]
@@ -283,35 +462,36 @@ scikit-learn = ">=0.23.1"
 scipy = ">=1.5.0"
 
 [package.extras]
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-examples = ["jupyter", "matplotlib", "openml", "pandas"]
-tests = ["flake8", "hypothesis", "jupyter-contrib-nbextensions", "pandas", "pytest", "pytest-azurepipelines", "pytest-benchmark", "pytest-cov"]
+dev = ["flake8", "hypothesis", "jupyter-contrib-nbextensions", "nbconvert", "numpydoc", "pytest", "pytest-azurepipelines", "pytest-benchmark", "pytest-cov", "sphinx", "sphinx-issues", "sphinx-rtd-theme"]
+doc = ["nbconvert", "numpydoc", "sphinx", "sphinx-issues", "sphinx-rtd-theme"]
+examples = ["jupyter"]
+tests = ["flake8", "hypothesis", "jupyter-contrib-nbextensions", "pytest", "pytest-azurepipelines", "pytest-benchmark", "pytest-cov"]
 
 [[package]]
 name = "gudhi"
-version = "3.7.0"
+version = "3.11.0"
 description = "The Gudhi library is an open source library for Computational Topology and Topological Data Analysis (TDA)."
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-python-versions = ">=3.5.0"
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 ]
 
 [package.dependencies]
@@ -319,23 +499,26 @@ numpy = ">=1.15.0"
 
 [[package]]
 name = "idna"
-version = "3.4"
+version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
-category = "dev"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.6"
+groups = ["docs"]
 files = [
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-    {file = "idna-3.4.tar.gz", hash = "sha256:814f528e8dead7d329833b91c5faa87d60bf71824cd12a7530b5526063d02cb4"},
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 ]
 
+[package.extras]
+all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
+
 [[package]]
 name = "imagesize"
 version = "1.4.1"
 description = "Getting image size from png/jpeg/jpeg2000/gif file"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+groups = ["docs"]
 files = [
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@@ -343,46 +526,70 @@ files = [
 
 [[package]]
 name = "importlib-metadata"
-version = "5.2.0"
+version = "4.13.0"
 description = "Read metadata from Python packages"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
+groups = ["main", "docs"]
 files = [
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+    {file = "importlib_metadata-4.13.0-py3-none-any.whl", hash = "sha256:8a8a81bcf996e74fee46f0d16bd3eaa382a7eb20fd82445c3ad11f4090334116"},
+    {file = "importlib_metadata-4.13.0.tar.gz", hash = "sha256:dd0173e8f150d6815e098fd354f6414b0f079af4644ddfe90c71e2fc6174346d"},
 ]
 
 [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)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)"]
 perf = ["ipython"]
-testing = ["flake8 (<5)", "flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)"]
+testing = ["flake8 (<5)", "flufl.flake8", "importlib-resources (>=1.3) ; python_version < \"3.9\"", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7) ; platform_python_implementation != \"PyPy\"", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1) ; platform_python_implementation != \"PyPy\"", "pytest-perf (>=0.9.2)"]
+
+[[package]]
+name = "importlib-resources"
+version = "6.5.2"
+description = "Read resources from Python packages"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version == \"3.9\""
+files = [
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+]
+
+[package.dependencies]
+zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
+
+[package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["jaraco.test (>=5.4)", "pytest (>=6,!=8.1.*)", "zipp (>=3.17)"]
+type = ["pytest-mypy"]
 
 [[package]]
 name = "iniconfig"
-version = "1.1.1"
-description = "iniconfig: brain-dead simple config-ini parsing"
-category = "dev"
+version = "2.1.0"
+description = "brain-dead simple config-ini parsing"
 optional = false
-python-versions = "*"
+python-versions = ">=3.8"
+groups = ["test"]
 files = [
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+    {file = "iniconfig-2.1.0.tar.gz", hash = "sha256:3abbd2e30b36733fee78f9c7f7308f2d0050e88f0087fd25c2645f63c773e1c7"},
 ]
 
 [[package]]
 name = "jinja2"
-version = "3.1.2"
+version = "3.1.6"
 description = "A very fast and expressive template engine."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
+groups = ["main", "docs", "test"]
 files = [
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+    {file = "jinja2-3.1.6.tar.gz", hash = "sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d"},
 ]
 
 [package.dependencies]
@@ -393,475 +600,754 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "joblib"
-version = "1.2.0"
+version = "1.4.2"
 description = "Lightweight pipelining with Python functions"
-category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+groups = ["main"]
 files = [
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 [package.dependencies]
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+
+[package.extras]
+all = ["autograd", "cvxopt", "jax", "jaxlib", "matplotlib", "pymanopt", "scikit-learn", "tensorflow", "torch", "torch-geometric"]
+backend-jax = ["jax", "jaxlib"]
+backend-tf = ["tensorflow"]
+backend-torch = ["torch"]
+cvxopt = ["cvxopt"]
+dr = ["autograd", "pymanopt", "scikit-learn"]
+gnn = ["torch", "torch-geometric"]
+plot = ["matplotlib"]
 
 [[package]]
 name = "pycodestyle"
 version = "2.8.0"
 description = "Python style guide checker"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+groups = ["test"]
 files = [
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@@ -871,9 +1357,9 @@ files = [
 name = "pyflakes"
 version = "2.4.0"
 description = "passive checker of Python programs"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+groups = ["test"]
 files = [
     {file = "pyflakes-2.4.0-py2.py3-none-any.whl", hash = "sha256:3bb3a3f256f4b7968c9c788781e4ff07dce46bdf12339dcda61053375426ee2e"},
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@@ -881,29 +1367,29 @@ files = [
 
 [[package]]
 name = "pygments"
-version = "2.13.0"
+version = "2.19.1"
 description = "Pygments is a syntax highlighting package written in Python."
-category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
+groups = ["docs"]
 files = [
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+    {file = "pygments-2.19.1.tar.gz", hash = "sha256:61c16d2a8576dc0649d9f39e089b5f02bcd27fba10d8fb4dcc28173f7a45151f"},
 ]
 
 [package.extras]
-plugins = ["importlib-metadata"]
+windows-terminal = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "pyparsing"
-version = "3.0.9"
+version = "3.2.3"
 description = "pyparsing module - Classes and methods to define and execute parsing grammars"
-category = "main"
 optional = false
-python-versions = ">=3.6.8"
+python-versions = ">=3.9"
+groups = ["main"]
 files = [
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 ]
 
 [package.extras]
@@ -911,195 +1397,203 @@ diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
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-version = "7.2.0"
+version = "8.3.5"
 description = "pytest: simple powerful testing with Python"
-category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
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 iniconfig = "*"
 packaging = "*"
-pluggy = ">=0.12,<2.0"
-tomli = {version = ">=1.0.0", markers = "python_version < \"3.11\""}
+pluggy = ">=1.5,<2"
+tomli = {version = ">=1", markers = "python_version < \"3.11\""}
 
 [package.extras]
-testing = ["argcomplete", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "xmlschema"]
+dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
 
 [[package]]
 name = "python-dateutil"
-version = "2.8.2"
+version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
-category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
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 files = [
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 [package.dependencies]
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-category = "dev"
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 [[package]]
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-category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
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+    {file = "sphinx-7.3.7-py3-none-any.whl", hash = "sha256:413f75440be4cacf328f580b4274ada4565fb2187d696a84970c23f77b64d8c3"},
+    {file = "sphinx-7.3.7.tar.gz", hash = "sha256:a4a7db75ed37531c05002d56ed6948d4c42f473a36f46e1382b0bd76ca9627bc"},
 ]
 
 [package.dependencies]
-alabaster = ">=0.7,<0.8"
+alabaster = ">=0.7.14,<0.8.0"
 babel = ">=2.9"
 colorama = {version = ">=0.4.5", markers = "sys_platform == \"win32\""}
-docutils = ">=0.18,<0.20"
+docutils = ">=0.18.1,<0.22"
 imagesize = ">=1.3"
 importlib-metadata = {version = ">=4.8", markers = "python_version < \"3.10\""}
 Jinja2 = ">=3.0"
 packaging = ">=21.0"
-Pygments = ">=2.13"
+Pygments = ">=2.14"
 requests = ">=2.25.0"
 snowballstemmer = ">=2.0"
 sphinxcontrib-applehelp = "*"
@@ -1134,103 +1628,107 @@ sphinxcontrib-devhelp = "*"
 sphinxcontrib-htmlhelp = ">=2.0.0"
 sphinxcontrib-jsmath = "*"
 sphinxcontrib-qthelp = "*"
-sphinxcontrib-serializinghtml = ">=1.1.5"
+sphinxcontrib-serializinghtml = ">=1.1.9"
+tomli = {version = ">=2", markers = "python_version < \"3.11\""}
 
 [package.extras]
 docs = ["sphinxcontrib-websupport"]
-lint = ["docutils-stubs", "flake8 (>=3.5.0)", "flake8-simplify", "isort", "mypy (>=0.990)", "ruff", "sphinx-lint", "types-requests"]
-test = ["cython", "html5lib", "pytest (>=4.6)"]
+lint = ["flake8 (>=3.5.0)", "importlib_metadata", "mypy (==1.9.0)", "pytest (>=6.0)", "ruff (==0.3.7)", "sphinx-lint", "tomli", "types-docutils", "types-requests"]
+test = ["cython (>=3.0)", "defusedxml (>=0.7.1)", "pytest (>=6.0)", "setuptools (>=67.0)"]
 
 [[package]]
 name = "sphinx-rtd-theme"
-version = "1.2.0"
+version = "1.3.0"
 description = "Read the Docs theme for Sphinx"
-category = "dev"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
+groups = ["docs"]
 files = [
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-sphinx = ">=1.6,<7"
-sphinxcontrib-jquery = {version = ">=2.0.0,<3.0.0 || >3.0.0", markers = "python_version > \"3\""}
+sphinx = ">=1.6,<8"
+sphinxcontrib-jquery = ">=4,<5"
 
 [package.extras]
 dev = ["bump2version", "sphinxcontrib-httpdomain", "transifex-client", "wheel"]
 
 [[package]]
 name = "sphinxcontrib-applehelp"
-version = "1.0.2"
-description = "sphinxcontrib-applehelp is a sphinx extension which outputs Apple help books"
-category = "dev"
+version = "2.0.0"
+description = "sphinxcontrib-applehelp is a Sphinx extension which outputs Apple help books"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.9"
+groups = ["docs"]
 files = [
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 ]
 
 [package.extras]
-lint = ["docutils-stubs", "flake8", "mypy"]
+lint = ["mypy", "ruff (==0.5.5)", "types-docutils"]
+standalone = ["Sphinx (>=5)"]
 test = ["pytest"]
 
 [[package]]
 name = "sphinxcontrib-devhelp"
-version = "1.0.2"
-description = "sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp document."
-category = "dev"
+version = "2.0.0"
+description = "sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp documents"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.9"
+groups = ["docs"]
 files = [
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 ]
 
 [package.extras]
-lint = ["docutils-stubs", "flake8", "mypy"]
+lint = ["mypy", "ruff (==0.5.5)", "types-docutils"]
+standalone = ["Sphinx (>=5)"]
 test = ["pytest"]
 
 [[package]]
 name = "sphinxcontrib-htmlhelp"
-version = "2.0.0"
+version = "2.1.0"
 description = "sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files"
-category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.9"
+groups = ["docs"]
 files = [
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 ]
 
 [package.extras]
-lint = ["docutils-stubs", "flake8", "mypy"]
+lint = ["mypy", "ruff (==0.5.5)", "types-docutils"]
+standalone = ["Sphinx (>=5)"]
 test = ["html5lib", "pytest"]
 
 [[package]]
 name = "sphinxcontrib-jquery"
-version = "2.0.0"
+version = "4.1"
 description = "Extension to include jQuery on newer Sphinx releases"
-category = "dev"
 optional = false
 python-versions = ">=2.7"
+groups = ["docs"]
 files = [
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+    {file = "sphinxcontrib-jquery-4.1.tar.gz", hash = "sha256:1620739f04e36a2c779f1a131a2dfd49b2fd07351bf1968ced074365933abc7a"},
+    {file = "sphinxcontrib_jquery-4.1-py2.py3-none-any.whl", hash = "sha256:f936030d7d0147dd026a4f2b5a57343d233f1fc7b363f68b3d4f1cb0993878ae"},
 ]
 
 [package.dependencies]
-setuptools = "*"
+Sphinx = ">=1.8"
 
 [[package]]
 name = "sphinxcontrib-jsmath"
 version = "1.0.1"
 description = "A sphinx extension which renders display math in HTML via JavaScript"
-category = "dev"
 optional = false
 python-versions = ">=3.5"
+groups = ["docs"]
 files = [
     {file = "sphinxcontrib-jsmath-1.0.1.tar.gz", hash = "sha256:a9925e4a4587247ed2191a22df5f6970656cb8ca2bd6284309578f2153e0c4b8"},
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@@ -1241,222 +1739,284 @@ test = ["flake8", "mypy", "pytest"]
 
 [[package]]
 name = "sphinxcontrib-qthelp"
-version = "1.0.3"
-description = "sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp document."
-category = "dev"
+version = "2.0.0"
+description = "sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp documents"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.9"
+groups = ["docs"]
 files = [
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+    {file = "sphinxcontrib_qthelp-2.0.0-py3-none-any.whl", hash = "sha256:b18a828cdba941ccd6ee8445dbe72ffa3ef8cbe7505d8cd1fa0d42d3f2d5f3eb"},
+    {file = "sphinxcontrib_qthelp-2.0.0.tar.gz", hash = "sha256:4fe7d0ac8fc171045be623aba3e2a8f613f8682731f9153bb2e40ece16b9bbab"},
 ]
 
 [package.extras]
-lint = ["docutils-stubs", "flake8", "mypy"]
-test = ["pytest"]
+lint = ["mypy", "ruff (==0.5.5)", "types-docutils"]
+standalone = ["Sphinx (>=5)"]
+test = ["defusedxml (>=0.7.1)", "pytest"]
 
 [[package]]
 name = "sphinxcontrib-serializinghtml"
-version = "1.1.5"
-description = "sphinxcontrib-serializinghtml is a sphinx extension which outputs \"serialized\" HTML files (json and pickle)."
-category = "dev"
+version = "2.0.0"
+description = "sphinxcontrib-serializinghtml is a sphinx extension which outputs \"serialized\" HTML files (json and pickle)"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.9"
+groups = ["docs"]
 files = [
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 ]
 
 [package.extras]
-lint = ["docutils-stubs", "flake8", "mypy"]
+lint = ["mypy", "ruff (==0.5.5)", "types-docutils"]
+standalone = ["Sphinx (>=5)"]
 test = ["pytest"]
 
+[[package]]
+name = "sympy"
+version = "1.13.1"
+description = "Computer algebra system (CAS) in Python"
+optional = false
+python-versions = ">=3.8"
+groups = ["main", "test"]
+files = [
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+[package.dependencies]
+mpmath = ">=1.1.0,<1.4"
+
+[package.extras]
+dev = ["hypothesis (>=6.70.0)", "pytest (>=7.1.0)"]
+
 [[package]]
 name = "threadpoolctl"
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+version = "3.6.0"
 description = "threadpoolctl"
-category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.9"
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 files = [
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 ]
 
 [[package]]
 name = "tomli"
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 description = "A lil' TOML parser"
-category = "dev"
 optional = false
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+    {file = "torchvision-0.21.0-cp313-cp313-manylinux1_x86_64.whl", hash = "sha256:084ac3f5a1f50c70d630a488d19bf62f323018eae1b1c1232f2b7047d3a7b76d"},
+    {file = "torchvision-0.21.0-cp313-cp313-manylinux_2_28_aarch64.whl", hash = "sha256:5045a3a5f21ec3eea6962fa5f2fa2d4283f854caec25ada493fcf4aab2925467"},
+    {file = "torchvision-0.21.0-cp313-cp313-win_amd64.whl", hash = "sha256:9147f5e096a9270684e3befdee350f3cacafd48e0c54ab195f45790a9c146d67"},
+    {file = "torchvision-0.21.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:5c22caeaae8b3c36d93459f1a5294e6f43306cff856ed243189a229331a404b4"},
+    {file = "torchvision-0.21.0-cp39-cp39-manylinux1_x86_64.whl", hash = "sha256:e6572227228ec521618cea9ac3a368c45b7f96f1f8622dc9f1afe891c044051f"},
+    {file = "torchvision-0.21.0-cp39-cp39-manylinux_2_28_aarch64.whl", hash = "sha256:6bdce3890fa949219de129e85e4f6d544598af3c073afe5c44e14aed15bdcbb2"},
+    {file = "torchvision-0.21.0-cp39-cp39-win_amd64.whl", hash = "sha256:8c44b6924b530d0702e88ff383b65c4b34a0eaf666e8b399a73245574d546947"},
 ]
 
 [package.dependencies]
 numpy = "*"
-pillow = ">=5.3.0,<8.3.0 || >=8.4.0"
-requests = "*"
-torch = "1.13.1"
-typing-extensions = "*"
+pillow = ">=5.3.0,<8.3.dev0 || >=8.4.dev0"
+torch = "2.6.0"
 
 [package.extras]
+gdown = ["gdown (>=4.7.3)"]
 scipy = ["scipy"]
 
 [[package]]
-name = "tqdm"
-version = "4.64.1"
-description = "Fast, Extensible Progress Meter"
-category = "dev"
+name = "triton"
+version = "3.2.0"
+description = "A language and compiler for custom Deep Learning operations"
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
+python-versions = "*"
+groups = ["main", "test"]
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
-    {file = "tqdm-4.64.1-py2.py3-none-any.whl", hash = "sha256:6fee160d6ffcd1b1c68c65f14c829c22832bc401726335ce92c52d395944a6a1"},
-    {file = "tqdm-4.64.1.tar.gz", hash = "sha256:5f4f682a004951c1b450bc753c710e9280c5746ce6ffedee253ddbcbf54cf1e4"},
+    {file = "triton-3.2.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b3e54983cd51875855da7c68ec05c05cf8bb08df361b1d5b69e05e40b0c9bd62"},
+    {file = "triton-3.2.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8009a1fb093ee8546495e96731336a33fb8856a38e45bb4ab6affd6dbc3ba220"},
+    {file = "triton-3.2.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8d9b215efc1c26fa7eefb9a157915c92d52e000d2bf83e5f69704047e63f125c"},
+    {file = "triton-3.2.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e5dfa23ba84541d7c0a531dfce76d8bcd19159d50a4a8b14ad01e91734a5c1b0"},
+    {file = "triton-3.2.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:30ceed0eff2c4a73b14eb63e052992f44bbdf175f3fad21e1ac8097a772de7ee"},
 ]
 
-[package.dependencies]
-colorama = {version = "*", markers = "platform_system == \"Windows\""}
-
 [package.extras]
-dev = ["py-make (>=0.1.0)", "twine", "wheel"]
-notebook = ["ipywidgets (>=6)"]
-slack = ["slack-sdk"]
-telegram = ["requests"]
+build = ["cmake (>=3.20)", "lit"]
+tests = ["autopep8", "flake8", "isort", "llnl-hatchet", "numpy", "pytest", "scipy (>=1.7.1)"]
+tutorials = ["matplotlib", "pandas", "tabulate"]
 
 [[package]]
 name = "typing-extensions"
-version = "4.4.0"
-description = "Backported and Experimental Type Hints for Python 3.7+"
-category = "main"
+version = "4.13.2"
+description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+groups = ["main", "test"]
 files = [
-    {file = "typing_extensions-4.4.0-py3-none-any.whl", hash = "sha256:16fa4864408f655d35ec496218b85f79b3437c829e93320c7c9215ccfd92489e"},
-    {file = "typing_extensions-4.4.0.tar.gz", hash = "sha256:1511434bb92bf8dd198c12b1cc812e800d4181cfcb867674e0f8279cc93087aa"},
+    {file = "typing_extensions-4.13.2-py3-none-any.whl", hash = "sha256:a439e7c04b49fec3e5d3e2beaa21755cadbbdc391694e28ccdd36ca4a1408f8c"},
+    {file = "typing_extensions-4.13.2.tar.gz", hash = "sha256:e6c81219bd689f51865d9e372991c540bda33a0379d5573cddb9a3a23f7caaef"},
 ]
 
 [[package]]
 name = "urllib3"
-version = "1.26.13"
+version = "2.4.0"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
-category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
-files = [
-    {file = "urllib3-1.26.13-py2.py3-none-any.whl", hash = "sha256:47cc05d99aaa09c9e72ed5809b60e7ba354e64b59c9c173ac3018642d8bb41fc"},
-    {file = "urllib3-1.26.13.tar.gz", hash = "sha256:c083dd0dce68dbfbe1129d5271cb90f9447dea7d52097c6e0126120c521ddea8"},
-]
-
-[package.extras]
-brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"]
-secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "pyOpenSSL (>=0.14)", "urllib3-secure-extra"]
-socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
-
-[[package]]
-name = "wheel"
-version = "0.38.4"
-description = "A built-package format for Python"
-category = "main"
-optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
+groups = ["docs"]
 files = [
-    {file = "wheel-0.38.4-py3-none-any.whl", hash = "sha256:b60533f3f5d530e971d6737ca6d58681ee434818fab630c83a734bb10c083ce8"},
-    {file = "wheel-0.38.4.tar.gz", hash = "sha256:965f5259b566725405b05e7cf774052044b1ed30119b5d586b2703aafe8719ac"},
+    {file = "urllib3-2.4.0-py3-none-any.whl", hash = "sha256:4e16665048960a0900c702d4a66415956a584919c03361cac9f1df5c5dd7e813"},
+    {file = "urllib3-2.4.0.tar.gz", hash = "sha256:414bc6535b787febd7567804cc015fee39daab8ad86268f1310a9250697de466"},
 ]
 
 [package.extras]
-test = ["pytest (>=3.0.0)"]
+brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""]
+h2 = ["h2 (>=4,<5)"]
+socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
+zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "zipp"
-version = "3.11.0"
+version = "3.21.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
-category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
+groups = ["main", "docs"]
 files = [
-    {file = "zipp-3.11.0-py3-none-any.whl", hash = "sha256:83a28fcb75844b5c0cdaf5aa4003c2d728c77e05f5aeabe8e95e56727005fbaa"},
-    {file = "zipp-3.11.0.tar.gz", hash = "sha256:a7a22e05929290a67401440b39690ae6563279bced5f314609d9d03798f56766"},
+    {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"},
+    {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"},
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)"]
-testing = ["flake8 (<5)", "func-timeout", "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)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["big-O", "importlib-resources ; python_version < \"3.9\"", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+type = ["pytest-mypy"]
 
 [metadata]
-lock-version = "2.0"
+lock-version = "2.1"
 python-versions = ">=3.9"
-content-hash = "b2b21a133495d4de0acef286fa0a76ddbd69e2a940e3cd14f900af0452ac1ab7"
+content-hash = "3930d1b8cb64f765901fb6aa390720bc4bdb09a6b958782de693555937483f00"
diff --git a/pyproject.toml b/pyproject.toml
index 3a63350..6d093f3 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,33 +1,51 @@
-[tool.poetry]
+[project]
 name = "torch_topological"
 version = "0.1.7"
 description = "A framework for topological machine learning based on `pytorch`."
-authors = ["Bastian Rieck <bastian@rieck.me>"]
+authors = [
+    {name = "Bastian Rieck", email = "bastian@rieck.me"},
+]
 license = "BSD-3-Clause"
 readme = "README.md"
 include = ["README.md"]
+requires-python = ">=3.9"
+dependencies = [
+        'matplotlib>=3.5.0',
+        'giotto-ph>=0.2.0',
+        'torch>=1.12.0',
+        'gudhi>=3.4.1',
+        'POT>=0.9.0',
+        "numpy (==1.26.4); python_version == '3.12'",
+        'importlib-metadata<5.0'
+]
 
 [tool.poetry.dependencies]
 python = ">=3.9"
+importlib-metadata = "<5.0"
 matplotlib = "^3.5.0"
 giotto-ph = "^0.2.0"
 torch = ">=1.12.0"
 gudhi = "^3.4.1"
-POT = "^0.8.0"
-
-[tool.poetry.dev-dependencies]
+POT = "^0.9.0"
+tqdm = "^4.62.3"
+numpy = [
+   {version="1.26.4", python="3.12"},
+   {version="*", python="<3.12"}
+]
+[tool.poetry.group.test.dependencies]
 pytest = ">=5.2"
+flake8 = "^4.0.1"
+torchvision = ">=0.11.2"
+
+[tool.poetry.group.docs.dependencies]
 Sphinx = ">=4.3.1"
 sphinx-rtd-theme = "^1.0.0"
-tqdm = "^4.62.3"
-torchvision = ">=0.11.2"
-flake8 = "^4.0.1"
 
 [tool.black]
 line-length = 79
 
 [build-system]
-requires = ["poetry-core>=1.0.0"]
+requires = ["poetry-core>=2.0.0"]
 build-backend = "poetry.core.masonry.api"
 
 [project.urls]
diff --git a/torch_topological/nn/alpha_complex.py b/torch_topological/nn/alpha_complex.py
index 4908703..5bccdcb 100644
--- a/torch_topological/nn/alpha_complex.py
+++ b/torch_topological/nn/alpha_complex.py
@@ -89,7 +89,7 @@ def forward(self, x):
         return batch_handler(x, self._forward)
 
     def _forward(self, x):
-        alpha_complex = gudhi.alpha_complex.AlphaComplex(
+        alpha_complex = gudhi.AlphaComplex(
             x.cpu().detach(),
             precision='fast',
         )