diff --git a/.github/workflows/python-app.yml b/.github/workflows/python-app.yml
index 8f8ebb30..8a078ddf 100644
--- a/.github/workflows/python-app.yml
+++ b/.github/workflows/python-app.yml
@@ -19,10 +19,17 @@ jobs:
     - name: Set up Python 3.13
       uses: actions/setup-python@v4
       with:
+<<<<<<< HEAD
+        python-version: 3.10
+    - name: Install Poetry
+      env:
+        POETRY_VERSION: 2.0.0
+=======
         python-version: 3.13
     - name: Install Poetry
       env:
         POETRY_VERSION: 2.1.2
+>>>>>>> origin
       run: |
         curl -sSL https://install.python-poetry.org | python - -y &&\
             poetry config virtualenvs.create false
diff --git a/.github/workflows/pythonpackage.yml b/.github/workflows/pythonpackage.yml
index 7388081f..0f0c7f6f 100644
--- a/.github/workflows/pythonpackage.yml
+++ b/.github/workflows/pythonpackage.yml
@@ -9,7 +9,11 @@ jobs:
     strategy:
       max-parallel: 4
       matrix:
+<<<<<<< HEAD
+        python-version: ["3.10", "3.11", "3.12"]
+=======
         python-version: ["3.10", "3.11", "3.12", "3.13"]
+>>>>>>> origin
 
     steps:
     - uses: actions/checkout@v3
@@ -19,7 +23,11 @@ jobs:
         python-version: ${{ matrix.python-version }}
     - name: Install Poetry
       env:
+<<<<<<< HEAD
+        POETRY_VERSION: 2.0.0
+=======
         POETRY_VERSION: 2.1.2
+>>>>>>> origin
       run: |
         curl -sSL https://install.python-poetry.org | python - -y &&\
             poetry config virtualenvs.create false
diff --git a/poetry.lock b/poetry.lock
index 97fbead4..a9c0e6da 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.1.2 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.1.3 and should not be changed by hand.
 
 [[package]]
 name = "ale-py"
@@ -75,25 +75,19 @@ files = [
 
 [[package]]
 name = "argon2-cffi"
-version = "23.1.0"
+version = "25.1.0"
 description = "Argon2 for Python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 groups = ["dev"]
 files = [
-    {file = "argon2_cffi-23.1.0-py3-none-any.whl", hash = "sha256:c670642b78ba29641818ab2e68bd4e6a78ba53b7eff7b4c3815ae16abf91c7ea"},
-    {file = "argon2_cffi-23.1.0.tar.gz", hash = "sha256:879c3e79a2729ce768ebb7d36d4609e3a78a4ca2ec3a9f12286ca057e3d0db08"},
+    {file = "argon2_cffi-25.1.0-py3-none-any.whl", hash = "sha256:fdc8b074db390fccb6eb4a3604ae7231f219aa669a2652e0f20e16ba513d5741"},
+    {file = "argon2_cffi-25.1.0.tar.gz", hash = "sha256:694ae5cc8a42f4c4e2bf2ca0e64e51e23a040c6a517a85074683d3959e1346c1"},
 ]
 
 [package.dependencies]
 argon2-cffi-bindings = "*"
 
-[package.extras]
-dev = ["argon2-cffi[tests,typing]", "tox (>4)"]
-docs = ["furo", "myst-parser", "sphinx", "sphinx-copybutton", "sphinx-notfound-page"]
-tests = ["hypothesis", "pytest"]
-typing = ["mypy"]
-
 [[package]]
 name = "argon2-cffi-bindings"
 version = "21.2.0"
@@ -236,14 +230,14 @@ dev = ["backports.zoneinfo ; python_version < \"3.9\"", "freezegun (>=1.0,<2.0)"
 
 [[package]]
 name = "beautifulsoup4"
-version = "4.13.3"
+version = "4.13.4"
 description = "Screen-scraping library"
 optional = false
 python-versions = ">=3.7.0"
 groups = ["dev"]
 files = [
-    {file = "beautifulsoup4-4.13.3-py3-none-any.whl", hash = "sha256:99045d7d3f08f91f0d656bc9b7efbae189426cd913d830294a15eefa0ea4df16"},
-    {file = "beautifulsoup4-4.13.3.tar.gz", hash = "sha256:1bd32405dacc920b42b83ba01644747ed77456a65760e285fbc47633ceddaf8b"},
+    {file = "beautifulsoup4-4.13.4-py3-none-any.whl", hash = "sha256:9bbbb14bfde9d79f38b8cd5f8c7c85f4b8f2523190ebed90e950a8dea4cb1c4b"},
+    {file = "beautifulsoup4-4.13.4.tar.gz", hash = "sha256:dbb3c4e1ceae6aefebdaf2423247260cd062430a410e38c66f2baa50a8437195"},
 ]
 
 [package.dependencies]
@@ -325,14 +319,14 @@ css = ["tinycss2 (>=1.1.0,<1.5)"]
 
 [[package]]
 name = "certifi"
-version = "2025.1.31"
+version = "2025.6.15"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 groups = ["main", "dev"]
 files = [
-    {file = "certifi-2025.1.31-py3-none-any.whl", hash = "sha256:ca78db4565a652026a4db2bcdf68f2fb589ea80d0be70e03929ed730746b84fe"},
-    {file = "certifi-2025.1.31.tar.gz", hash = "sha256:3d5da6925056f6f18f119200434a4780a94263f10d1c21d032a6f6b2baa20651"},
+    {file = "certifi-2025.6.15-py3-none-any.whl", hash = "sha256:2e0c7ce7cb5d8f8634ca55d2ba7e6ec2689a2fd6537d8dec1296a477a4910057"},
+    {file = "certifi-2025.6.15.tar.gz", hash = "sha256:d747aa5a8b9bbbb1bb8c22bb13e22bd1f18e9796defa16bab421f7f7a317323b"},
 ]
 
 [[package]]
@@ -429,116 +423,116 @@ files = [
 
 [[package]]
 name = "charset-normalizer"
-version = "3.4.1"
+version = "3.4.2"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7"
 groups = ["main", "dev"]
 files = [
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-    {file = "charset_normalizer-3.4.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7461baadb4dc00fd9e0acbe254e3d7d2112e7f92ced2adc96e54ef6501c5f176"},
-    {file = "charset_normalizer-3.4.1-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:e218488cd232553829be0664c2292d3af2eeeb94b32bea483cf79ac6a694e037"},
-    {file = "charset_normalizer-3.4.1-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:80ed5e856eb7f30115aaf94e4a08114ccc8813e6ed1b5efa74f9f82e8509858f"},
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 [package.dependencies]
@@ -589,66 +583,69 @@ test = ["pytest"]
 
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 ]
 
 [package.dependencies]
@@ -657,7 +654,7 @@ numpy = ">=1.23"
 [package.extras]
 bokeh = ["bokeh", "selenium"]
 docs = ["furo", "sphinx (>=7.2)", "sphinx-copybutton"]
-mypy = ["contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.11.1)", "types-Pillow"]
+mypy = ["bokeh", "contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.15.0)", "types-Pillow"]
 test = ["Pillow", "contourpy[test-no-images]", "matplotlib"]
 test-no-images = ["pytest", "pytest-cov", "pytest-rerunfailures", "pytest-xdist", "wurlitzer"]
 
@@ -679,112 +676,110 @@ tests = ["pytest", "pytest-cov", "pytest-xdist"]
 
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 [[package]]
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+
 [package.extras]
 test = ["pytest (>=6)"]
 
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 [package.extras]
@@ -1055,14 +1045,14 @@ files = [
 
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+version = "2025.5.1"
 description = "File-system specification"
 optional = false
 python-versions = ">=3.9"
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 [[package]]
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 [package.dependencies]
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-h11 = ">=0.13,<0.15"
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 [package.extras]
 asyncio = ["anyio (>=4.0,<5.0)"]
@@ -1220,14 +1210,14 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
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 python-versions = ">=3.9"
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@@ -1330,15 +1320,15 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio
 
 [[package]]
 name = "ipython"
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 description = "IPython: Productive Interactive Computing"
 optional = false
 python-versions = ">=3.10"
 groups = ["dev"]
 markers = "python_version == \"3.10\""
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 [package.dependencies]
@@ -1366,19 +1356,19 @@ notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
 test = ["packaging", "pickleshare", "pytest", "pytest-asyncio (<0.22)", "testpath"]
-test-extra = ["curio", "ipython[test]", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.23)", "pandas", "trio"]
+test-extra = ["curio", "ipython[test]", "jupyter_ai", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.23)", "pandas", "trio"]
 
 [[package]]
 name = "ipython"
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 description = "IPython: Productive Interactive Computing"
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 python-versions = ">=3.11"
 groups = ["dev"]
 markers = "python_version >= \"3.11\""
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 ]
 
 [package.dependencies]
@@ -1400,7 +1390,7 @@ black = ["black"]
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 matplotlib = ["matplotlib"]
 test = ["packaging", "pytest", "pytest-asyncio (<0.22)", "testpath"]
-test-extra = ["curio", "ipython[test]", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.23)", "pandas", "trio"]
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 [[package]]
 name = "ipython-pygments-lexers"
@@ -1488,14 +1478,14 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
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-version = "1.4.2"
+version = "1.5.1"
 description = "Lightweight pipelining with Python functions"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
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+    {file = "joblib-1.5.1.tar.gz", hash = "sha256:f4f86e351f39fe3d0d32a9f2c3d8af1ee4cec285aafcb27003dda5205576b444"},
 ]
 
 [[package]]
@@ -1527,14 +1517,14 @@ files = [
 
 [[package]]
 name = "jsonschema"
-version = "4.23.0"
+version = "4.24.0"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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-    {file = "jsonschema-4.23.0.tar.gz", hash = "sha256:d71497fef26351a33265337fa77ffeb82423f3ea21283cd9467bb03999266bc4"},
+    {file = "jsonschema-4.24.0-py3-none-any.whl", hash = "sha256:a462455f19f5faf404a7902952b6f0e3ce868f3ee09a359b05eca6673bd8412d"},
+    {file = "jsonschema-4.24.0.tar.gz", hash = "sha256:0b4e8069eb12aedfa881333004bccaec24ecef5a8a6a4b6df142b2cc9599d196"},
 ]
 
 [package.dependencies]
@@ -1557,14 +1547,14 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 
 [[package]]
 name = "jsonschema-specifications"
-version = "2024.10.1"
+version = "2025.4.1"
 description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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+    {file = "jsonschema_specifications-2025.4.1-py3-none-any.whl", hash = "sha256:4653bffbd6584f7de83a67e0d620ef16900b390ddc7939d56684d6c81e33f1af"},
+    {file = "jsonschema_specifications-2025.4.1.tar.gz", hash = "sha256:630159c9f4dbea161a6a2205c3011cc4f18ff381b189fff48bb39b9bf26ae608"},
 ]
 
 [package.dependencies]
@@ -1595,14 +1585,14 @@ test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko ; sys_platform == \"
 
 [[package]]
 name = "jupyter-core"
-version = "5.7.2"
+version = "5.8.1"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
 files = [
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 [package.dependencies]
@@ -1611,8 +1601,8 @@ pywin32 = {version = ">=300", markers = "sys_platform == \"win32\" and platform_
 traitlets = ">=5.3"
 
 [package.extras]
-docs = ["myst-parser", "pydata-sphinx-theme", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "traitlets"]
-test = ["ipykernel", "pre-commit", "pytest (<8)", "pytest-cov", "pytest-timeout"]
+docs = ["intersphinx-registry", "myst-parser", "pydata-sphinx-theme", "sphinx-autodoc-typehints", "sphinxcontrib-spelling", "traitlets"]
+test = ["ipykernel", "pre-commit", "pytest (<9)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-events"
@@ -1658,14 +1648,14 @@ jupyter-server = ">=1.1.2"
 
 [[package]]
 name = "jupyter-server"
-version = "2.15.0"
+version = "2.16.0"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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 ]
 
 [package.dependencies]
@@ -1715,14 +1705,14 @@ test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>
 
 [[package]]
 name = "jupyterlab"
-version = "4.3.6"
+version = "4.4.3"
 description = "JupyterLab computational environment"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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 [package.dependencies]
@@ -1736,15 +1726,15 @@ jupyter-server = ">=2.4.0,<3"
 jupyterlab-server = ">=2.27.1,<3"
 notebook-shim = ">=0.2"
 packaging = "*"
-setuptools = ">=40.8.0"
+setuptools = ">=41.1.0"
 tomli = {version = ">=1.2.2", markers = "python_version < \"3.11\""}
 tornado = ">=6.2.0"
 traitlets = "*"
 
 [package.extras]
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-docs = ["jsx-lexer", "myst-parser", "pydata-sphinx-theme (>=0.13.0)", "pytest", "pytest-check-links", "pytest-jupyter", "sphinx (>=1.8,<8.1.0)", "sphinx-copybutton"]
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+dev = ["build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.11.4)"]
+docs = ["jsx-lexer", "myst-parser", "pydata-sphinx-theme (>=0.13.0)", "pytest", "pytest-check-links", "pytest-jupyter", "sphinx (>=1.8,<8.2.0)", "sphinx-copybutton"]
+docs-screenshots = ["altair (==5.5.0)", "ipython (==8.16.1)", "ipywidgets (==8.1.5)", "jupyterlab-geojson (==3.4.0)", "jupyterlab-language-pack-zh-cn (==4.3.post1)", "matplotlib (==3.10.0)", "nbconvert (>=7.0.0)", "pandas (==2.2.3)", "scipy (==1.15.1)", "vega-datasets (==0.9.0)"]
 test = ["coverage", "pytest (>=7.0)", "pytest-check-links (>=0.7)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter (>=0.5.3)", "pytest-timeout", "pytest-tornasync", "requests", "requests-cache", "virtualenv"]
 upgrade-extension = ["copier (>=9,<10)", "jinja2-time (<0.3)", "pydantic (<3.0)", "pyyaml-include (<3.0)", "tomli-w (<2.0)"]
 
@@ -1896,6 +1886,37 @@ dev = ["changelist (==0.5)"]
 lint = ["pre-commit (==3.7.0)"]
 test = ["pytest (>=7.4)", "pytest-cov (>=4.1)"]
 
+[[package]]
+name = "llvmlite"
+version = "0.44.0"
+description = "lightweight wrapper around basic LLVM functionality"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
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 [[package]]
 name = "markupsafe"
 version = "3.0.2"
@@ -1969,46 +1990,46 @@ files = [
 
 [[package]]
 name = "matplotlib"
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+version = "3.10.3"
 description = "Python plotting package"
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 python-versions = ">=3.10"
 groups = ["main"]
 files = [
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 [package.dependencies]
@@ -2075,14 +2096,14 @@ tests = ["pytest (>=4.6)"]
 
 [[package]]
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+version = "1.1.0"
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 [[package]]
@@ -2186,6 +2207,7 @@ description = "Python package for creating and manipulating graphs and networks"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
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 test = ["pytest (>=7.2)", "pytest-cov (>=4.0)"]
 
+[[package]]
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+optional = false
+python-versions = ">=3.11"
+groups = ["main"]
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+test-extras = ["pytest-mpl", "pytest-randomly"]
+
 [[package]]
 name = "nodeenv"
 version = "1.9.1"
@@ -2213,19 +2257,19 @@ files = [
 
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 jupyterlab-server = ">=2.27.1,<3"
 notebook-shim = ">=0.2,<0.3"
 tornado = ">=6.2.0"
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 [package.extras]
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 python-versions = ">=3"
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 python-versions = ">=3"
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 ]
 
 [[package]]
 name = "nvidia-cuda-nvrtc-cu12"
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+version = "12.6.77"
 description = "NVRTC native runtime libraries"
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 python-versions = ">=3"
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 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
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 ]
 
 [[package]]
 name = "nvidia-cuda-runtime-cu12"
-version = "12.4.127"
+version = "12.6.77"
 description = "CUDA Runtime native Libraries"
 optional = false
 python-versions = ">=3"
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 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
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 ]
 
 [[package]]
 name = "nvidia-cudnn-cu12"
-version = "9.1.0.70"
+version = "9.5.1.17"
 description = "cuDNN runtime libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
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+    {file = "nvidia_cudnn_cu12-9.5.1.17-py3-none-win_amd64.whl", hash = "sha256:d7af0f8a4f3b4b9dbb3122f2ef553b45694ed9c384d5a75bab197b8eefb79ab8"},
 ]
 
 [package.dependencies]
@@ -2392,47 +2476,66 @@ nvidia-cublas-cu12 = "*"
 
 [[package]]
 name = "nvidia-cufft-cu12"
-version = "11.2.1.3"
+version = "11.3.0.4"
 description = "CUFFT native runtime libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
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 ]
 
 [package.dependencies]
 nvidia-nvjitlink-cu12 = "*"
 
+[[package]]
+name = "nvidia-cufile-cu12"
+version = "1.11.1.6"
+description = "cuFile GPUDirect libraries"
+optional = false
+python-versions = ">=3"
+groups = ["main"]
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
+files = [
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+]
+
 [[package]]
 name = "nvidia-curand-cu12"
-version = "10.3.5.147"
+version = "10.3.7.77"
 description = "CURAND native runtime libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
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+    {file = "nvidia_curand_cu12-10.3.7.77-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:7b2ed8e95595c3591d984ea3603dd66fe6ce6812b886d59049988a712ed06b6e"},
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 ]
 
 [[package]]
 name = "nvidia-cusolver-cu12"
-version = "11.6.1.9"
+version = "11.7.1.2"
 description = "CUDA solver native runtime libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
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+    {file = "nvidia_cusolver_cu12-11.7.1.2-py3-none-manylinux2014_aarch64.whl", hash = "sha256:0ce237ef60acde1efc457335a2ddadfd7610b892d94efee7b776c64bb1cac9e0"},
+    {file = "nvidia_cusolver_cu12-11.7.1.2-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:e9e49843a7707e42022babb9bcfa33c29857a93b88020c4e4434656a655b698c"},
+    {file = "nvidia_cusolver_cu12-11.7.1.2-py3-none-manylinux2014_x86_64.whl", hash = "sha256:6cf28f17f64107a0c4d7802be5ff5537b2130bfc112f25d5a30df227058ca0e6"},
+    {file = "nvidia_cusolver_cu12-11.7.1.2-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:dbbe4fc38ec1289c7e5230e16248365e375c3673c9c8bac5796e2e20db07f56e"},
+    {file = "nvidia_cusolver_cu12-11.7.1.2-py3-none-win_amd64.whl", hash = "sha256:6813f9d8073f555444a8705f3ab0296d3e1cb37a16d694c5fc8b862a0d8706d7"},
 ]
 
 [package.dependencies]
@@ -2442,16 +2545,18 @@ nvidia-nvjitlink-cu12 = "*"
 
 [[package]]
 name = "nvidia-cusparse-cu12"
-version = "12.3.1.170"
+version = "12.5.4.2"
 description = "CUSPARSE native runtime libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
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-    {file = "nvidia_cusparse_cu12-12.3.1.170-py3-none-manylinux2014_x86_64.whl", hash = "sha256:ea4f11a2904e2a8dc4b1833cc1b5181cde564edd0d5cd33e3c168eff2d1863f1"},
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+    {file = "nvidia_cusparse_cu12-12.5.4.2-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:d25b62fb18751758fe3c93a4a08eff08effedfe4edf1c6bb5afd0890fe88f887"},
+    {file = "nvidia_cusparse_cu12-12.5.4.2-py3-none-manylinux2014_aarch64.whl", hash = "sha256:7aa32fa5470cf754f72d1116c7cbc300b4e638d3ae5304cfa4a638a5b87161b1"},
+    {file = "nvidia_cusparse_cu12-12.5.4.2-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:7556d9eca156e18184b94947ade0fba5bb47d69cec46bf8660fd2c71a4b48b73"},
+    {file = "nvidia_cusparse_cu12-12.5.4.2-py3-none-manylinux2014_x86_64.whl", hash = "sha256:23749a6571191a215cb74d1cdbff4a86e7b19f1200c071b3fcf844a5bea23a2f"},
+    {file = "nvidia_cusparse_cu12-12.5.4.2-py3-none-win_amd64.whl", hash = "sha256:4acb8c08855a26d737398cba8fb6f8f5045d93f82612b4cfd84645a2332ccf20"},
 ]
 
 [package.dependencies]
@@ -2459,56 +2564,59 @@ nvidia-nvjitlink-cu12 = "*"
 
 [[package]]
 name = "nvidia-cusparselt-cu12"
-version = "0.6.2"
+version = "0.6.3"
 description = "NVIDIA cuSPARSELt"
 optional = false
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 [package.dependencies]
@@ -2705,103 +2797,114 @@ ptyprocess = ">=0.5"
 
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 ]
 
 [package.extras]
-docs = ["furo", "olefile", "sphinx (>=8.1)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinxext-opengraph"]
+docs = ["furo", "olefile", "sphinx (>=8.2)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinxext-opengraph"]
 fpx = ["olefile"]
 mic = ["olefile"]
+test-arrow = ["pyarrow"]
 tests = ["check-manifest", "coverage (>=7.4.2)", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout", "trove-classifiers (>=2024.10.12)"]
 typing = ["typing-extensions ; python_version < \"3.10\""]
 xmp = ["defusedxml"]
 
 [[package]]
 name = "platformdirs"
-version = "4.3.7"
+version = "4.3.8"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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 ]
 
 [package.extras]
@@ -2811,19 +2914,19 @@ type = ["mypy (>=1.14.1)"]
 
 [[package]]
 name = "pluggy"
-version = "1.5.0"
+version = "1.6.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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 ]
 
 [package.extras]
 dev = ["pre-commit", "tox"]
-testing = ["pytest", "pytest-benchmark"]
+testing = ["coverage", "pytest", "pytest-benchmark"]
 
 [[package]]
 name = "pre-commit"
@@ -2846,14 +2949,14 @@ virtualenv = ">=20.10.0"
 
 [[package]]
 name = "prometheus-client"
-version = "0.21.1"
+version = "0.22.1"
 description = "Python client for the Prometheus monitoring system."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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+    {file = "prometheus_client-0.22.1.tar.gz", hash = "sha256:190f1331e783cf21eb60bca559354e0a4d4378facecf78f5428c39b675d20d28"},
 ]
 
 [package.extras]
@@ -2861,14 +2964,14 @@ twisted = ["twisted"]
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.50"
+version = "3.0.51"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
-python-versions = ">=3.8.0"
+python-versions = ">=3.8"
 groups = ["dev"]
 files = [
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+    {file = "prompt_toolkit-3.0.51.tar.gz", hash = "sha256:931a162e3b27fc90c86f1b48bb1fb2c528c2761475e57c9c06de13311c7b54ed"},
 ]
 
 [package.dependencies]
@@ -2876,21 +2979,21 @@ wcwidth = "*"
 
 [[package]]
 name = "protobuf"
-version = "6.30.2"
+version = "6.31.1"
 description = ""
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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+dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "requests", "setuptools", "xmlschema"]
 
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 [package.dependencies]
@@ -3659,7 +3747,7 @@ numpy = ">=1.23.5,<2.5"
 
 [package.extras]
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 [[package]]
@@ -3681,14 +3769,14 @@ win32 = ["pywin32 ; sys_platform == \"win32\""]
 
 [[package]]
 name = "setuptools"
-version = "78.1.0"
+version = "80.9.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.9"
 groups = ["main", "dev"]
 files = [
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 ]
 
 [package.extras]
@@ -3738,14 +3826,14 @@ files = [
 
 [[package]]
 name = "soupsieve"
-version = "2.6"
+version = "2.7"
 description = "A modern CSS selector implementation for Beautiful Soup."
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
 files = [
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 ]
 
 [[package]]
@@ -3770,14 +3858,14 @@ tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
 [[package]]
 name = "sympy"
-version = "1.13.1"
+version = "1.14.0"
 description = "Computer algebra system (CAS) in Python"
 optional = false
-python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
@@ -3788,14 +3876,14 @@ dev = ["hypothesis (>=6.70.0)", "pytest (>=7.1.0)"]
 
 [[package]]
 name = "tensorboardx"
-version = "2.6.2.2"
+version = "2.6.4"
 description = "TensorBoardX lets you watch Tensors Flow without Tensorflow"
 optional = false
-python-versions = "*"
+python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
@@ -3839,14 +3927,15 @@ files = [
 
 [[package]]
 name = "tifffile"
-version = "2025.3.30"
+version = "2025.5.10"
 description = "Read and write TIFF files"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
+markers = "python_version == \"3.10\""
 files = [
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 ]
 
 [package.dependencies]
@@ -3860,6 +3949,30 @@ test = ["cmapfile", "czifile", "dask", "defusedxml", "fsspec", "imagecodecs", "l
 xml = ["defusedxml", "lxml"]
 zarr = ["fsspec", "zarr (<3)"]
 
+[[package]]
+name = "tifffile"
+version = "2025.6.11"
+description = "Read and write TIFF files"
+optional = false
+python-versions = ">=3.11"
+groups = ["main"]
+markers = "python_version >= \"3.11\""
+files = [
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+
+[package.dependencies]
+numpy = "*"
+
+[package.extras]
+all = ["defusedxml", "fsspec", "imagecodecs (>=2024.12.30)", "kerchunk", "lxml", "matplotlib", "zarr (>=3)"]
+codecs = ["imagecodecs (>=2024.12.30)"]
+plot = ["matplotlib"]
+test = ["cmapfile", "czifile", "dask", "defusedxml", "fsspec", "imagecodecs", "kerchunk", "lfdfiles", "lxml", "ndtiff", "oiffile", "psdtags", "pytest", "requests", "roifile", "xarray", "zarr (>=3)"]
+xml = ["defusedxml", "lxml"]
+zarr = ["fsspec", "kerchunk", "zarr (>=3)"]
+
 [[package]]
 name = "tinycss2"
 version = "1.4.0"
@@ -3924,33 +4037,37 @@ files = [
 
 [[package]]
 name = "torch"
-version = "2.6.0"
+version = "2.7.1"
 description = "Tensors and Dynamic neural networks in Python with strong GPU acceleration"
 optional = false
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 fsspec = "*"
 jinja2 = "*"
 networkx = "*"
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-triton = {version = "3.2.0", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
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+triton = {version = "3.3.1", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
 typing-extensions = ">=4.10.0"
 
 [package.extras]
@@ -3982,24 +4100,25 @@ optree = ["optree (>=0.13.0)"]
 
 [[package]]
 name = "torch"
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 ]
 
 [package.dependencies]
@@ -4007,22 +4126,23 @@ filelock = "*"
 fsspec = "*"
 jinja2 = "*"
 networkx = "*"
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-nvidia-nvtx-cu12 = {version = "12.4.127", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
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+nvidia-curand-cu12 = {version = "10.3.7.77", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cusolver-cu12 = {version = "11.7.1.2", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cusparse-cu12 = {version = "12.5.4.2", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cusparselt-cu12 = {version = "0.6.3", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-nccl-cu12 = {version = "2.26.2", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-nvjitlink-cu12 = {version = "12.6.85", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-nvtx-cu12 = {version = "12.6.77", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
 setuptools = {version = "*", markers = "python_version >= \"3.12\""}
-sympy = {version = "1.13.1", markers = "python_version >= \"3.9\""}
-triton = {version = "3.2.0", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+sympy = ">=1.13.3"
+triton = {version = "3.3.1", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
 typing-extensions = ">=4.10.0"
 
 [package.extras]
@@ -4031,112 +4151,117 @@ optree = ["optree (>=0.13.0)"]
 
 [package.source]
 type = "legacy"
-url = "https://download.pytorch.org/whl/cu124"
-reference = "torch+cu124"
+url = "https://download.pytorch.org/whl/cu126"
+reference = "torch+cu126"
 
 [[package]]
 name = "torchaudio"
-version = "2.6.0"
+version = "2.7.1"
 description = "An audio package for PyTorch"
 optional = false
 python-versions = "*"
 groups = ["main"]
 markers = "sys_platform == \"darwin\""
 files = [
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 ]
 
 [package.dependencies]
-torch = "2.6.0"
+torch = "2.7.1"
 
 [[package]]
 name = "torchaudio"
-version = "2.6.0+cu124"
+version = "2.7.1+cu126"
 description = "An audio package for PyTorch"
 optional = false
 python-versions = "*"
 groups = ["main"]
 markers = "sys_platform != \"darwin\""
 files = [
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 ]
 
 [package.dependencies]
-torch = "2.6.0"
+torch = "2.7.1"
 
 [package.source]
 type = "legacy"
-url = "https://download.pytorch.org/whl/cu124"
-reference = "torch+cu124"
+url = "https://download.pytorch.org/whl/cu126"
+reference = "torch+cu126"
 
 [[package]]
 name = "torchvision"
-version = "0.21.0"
+version = "0.22.1"
 description = "image and video datasets and models for torch deep learning"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 markers = "sys_platform == \"darwin\""
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 pillow = ">=5.3.0,<8.3.dev0 || >=8.4.dev0"
-torch = "2.6.0"
+torch = "2.7.1"
 
 [package.extras]
 gdown = ["gdown (>=4.7.3)"]
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 [[package]]
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-torch = "2.6.0"
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 [package.extras]
 gdown = ["gdown (>=4.7.3)"]
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 [package.source]
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-reference = "torch+cu124"
+url = "https://download.pytorch.org/whl/cu126"
+reference = "torch+cu126"
 
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 [[package]]
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 [[package]]
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 python-versions = "*"
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 [package.extras]
 build = ["cmake (>=3.20)", "lit"]
-tests = ["autopep8", "flake8", "isort", "llnl-hatchet", "numpy", "pytest", "scipy (>=1.7.1)"]
+tests = ["autopep8", "isort", "llnl-hatchet", "numpy", "pytest", "pytest-forked", "pytest-xdist", "scipy (>=1.7.1)"]
 tutorials = ["matplotlib", "pandas", "tabulate"]
 
 [[package]]
 name = "types-python-dateutil"
-version = "2.9.0.20241206"
+version = "2.9.0.20250516"
 description = "Typing stubs for python-dateutil"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
-    {file = "types_python_dateutil-2.9.0.20241206-py3-none-any.whl", hash = "sha256:e248a4bc70a486d3e3ec84d0dc30eec3a5f979d6e7ee4123ae043eedbb987f53"},
-    {file = "types_python_dateutil-2.9.0.20241206.tar.gz", hash = "sha256:18f493414c26ffba692a72369fea7a154c502646301ebfe3d56a04b3767284cb"},
+    {file = "types_python_dateutil-2.9.0.20250516-py3-none-any.whl", hash = "sha256:2b2b3f57f9c6a61fba26a9c0ffb9ea5681c9b83e69cd897c6b5f668d9c0cab93"},
+    {file = "types_python_dateutil-2.9.0.20250516.tar.gz", hash = "sha256:13e80d6c9c47df23ad773d54b2826bd52dbbb41be87c3f339381c1700ad21ee5"},
 ]
 
 [[package]]
 name = "typing-extensions"
-version = "4.13.1"
-description = "Backported and Experimental Type Hints for Python 3.8+"
+version = "4.14.0"
+description = "Backported and Experimental Type Hints for Python 3.9+"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main", "dev"]
 files = [
-    {file = "typing_extensions-4.13.1-py3-none-any.whl", hash = "sha256:4b6cf02909eb5495cfbc3f6e8fd49217e6cc7944e145cdda8caa3734777f9e69"},
-    {file = "typing_extensions-4.13.1.tar.gz", hash = "sha256:98795af00fb9640edec5b8e31fc647597b4691f099ad75f469a2616be1a76dff"},
+    {file = "typing_extensions-4.14.0-py3-none-any.whl", hash = "sha256:a1514509136dd0b477638fc68d6a91497af5076466ad0fa6c338e44e359944af"},
+    {file = "typing_extensions-4.14.0.tar.gz", hash = "sha256:8676b788e32f02ab42d9e7c61324048ae4c6d844a399eebace3d4979d75ceef4"},
 ]
 
 [[package]]
@@ -4310,14 +4442,14 @@ dev = ["flake8", "flake8-annotations", "flake8-bandit", "flake8-bugbear", "flake
 
 [[package]]
 name = "urllib3"
-version = "2.3.0"
+version = "2.5.0"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.9"
 groups = ["main", "dev"]
 files = [
-    {file = "urllib3-2.3.0-py3-none-any.whl", hash = "sha256:1cee9ad369867bfdbbb48b7dd50374c0967a0bb7710050facf0dd6911440e3df"},
-    {file = "urllib3-2.3.0.tar.gz", hash = "sha256:f8c5449b3cf0861679ce7e0503c7b44b5ec981bec0d1d3795a07f1ba96f0204d"},
+    {file = "urllib3-2.5.0-py3-none-any.whl", hash = "sha256:e6b01673c0fa6a13e374b50871808eb3bf7046c4b125b216f6bf1cc604cff0dc"},
+    {file = "urllib3-2.5.0.tar.gz", hash = "sha256:3fc47733c7e419d4bc3f6b3dc2b4f890bb743906a30d56ba4a5bfa4bbff92760"},
 ]
 
 [package.extras]
@@ -4328,14 +4460,14 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.30.0"
+version = "20.31.2"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
 files = [
-    {file = "virtualenv-20.30.0-py3-none-any.whl", hash = "sha256:e34302959180fca3af42d1800df014b35019490b119eba981af27f2fa486e5d6"},
-    {file = "virtualenv-20.30.0.tar.gz", hash = "sha256:800863162bcaa5450a6e4d721049730e7f2dae07720e0902b0e4040bd6f9ada8"},
+    {file = "virtualenv-20.31.2-py3-none-any.whl", hash = "sha256:36efd0d9650ee985f0cad72065001e66d49a6f24eb44d98980f630686243cf11"},
+    {file = "virtualenv-20.31.2.tar.gz", hash = "sha256:e10c0a9d02835e592521be48b332b6caee6887f332c111aa79a09b9e79efc2af"},
 ]
 
 [package.dependencies]
@@ -4418,4 +4550,4 @@ test = ["pytest (>=6.0.0)", "setuptools (>=65)"]
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.10"
-content-hash = "969e3432c21275ac864b8231c60d81bdcd13250f5ee06216541c2dda1c14d7f8"
+content-hash = "2dacda92dc4edb82c5443df2513775013e95c32c0071ab4b3589bb5a60beb3d1"
diff --git a/pyproject.toml b/pyproject.toml
index d132a2b5..0635986a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -12,21 +12,21 @@ keywords = ["spiking", "neural", "networks", "pytorch"]
 [tool.poetry.dependencies]
 python = ">=3.10"
 numpy = "^2"
+numba = "^0"
 scipy = "^1"
 Cython = "^3"
 torch = [
-    {version = "2.6.0", markers = "sys_platform != 'darwin'", source = "torch+cu124"},
-    {version = "2.6", markers = "sys_platform == 'darwin'" },
+    {version = "2.7.1", markers = "sys_platform != 'darwin'", source = "torch+cu126"},
+    {version = "2.7.1", markers = "sys_platform == 'darwin'" },
 ]
 torchvision = [
-    {version = "0.21.0", markers = "sys_platform != 'darwin'", source = "torch+cu124"},
-    {version = "0.21.0", markers = "sys_platform == 'darwin'" },
+    {version = "0.22.1", markers = "sys_platform != 'darwin'", source = "torch+cu126"},
+    {version = "0.22.1", markers = "sys_platform == 'darwin'" },
 ]
 torchaudio = [
-    {version = "2.6.0", markers = "sys_platform != 'darwin'", source = "torch+cu124"},
-    {version = "2.6.0", markers = "sys_platform == 'darwin'" },
+    {version = "2.7.1", markers = "sys_platform != 'darwin'", source = "torch+cu126"},
+    {version = "2.7.1", markers = "sys_platform == 'darwin'" },
 ]
-
 tensorboardX = "^2.6.2"
 tqdm = "^4"
 matplotlib = "^3"
@@ -39,16 +39,6 @@ opencv-python = "^4"
 pandas = "^2"
 foolbox = "^3"
 
-[[tool.poetry.source]]
- name = "torch+cu118"
- url = "https://download.pytorch.org/whl/cu118"
- priority = "explicit"
-
-[[tool.poetry.source]]
- name = "torch+cu121"
- url = "https://download.pytorch.org/whl/cu121"
- priority = "explicit"
-
  [[tool.poetry.source]]
  name = "torch+cu124"
  url = "https://download.pytorch.org/whl/cu124"
@@ -59,7 +49,12 @@ foolbox = "^3"
  url = "https://download.pytorch.org/whl/cu126"
  priority = "explicit"
 
-[tool.poetry.dev-dependencies]
+[[tool.poetry.source]]
+ name = "torch+cu128"
+ url = "https://download.pytorch.org/whl/cu128"
+ priority = "explicit"
+
+[tool.poetry.group.dev.dependencies]
 pytest = "^8"
 pre-commit = "^3"
 notebook = "^7"