From 7eef5fbbde485968b9cc1ff6c367d122afd958ab Mon Sep 17 00:00:00 2001
From: Manish Kumar <manish.kumar@basf.com>
Date: Sun, 24 May 2026 09:58:51 +0200
Subject: [PATCH 1/6] =?UTF-8?q?bump:=20version=201.7.0=20=E2=86=92=201.8.0?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 CHANGELOG.md   | 26 ++++++++++++++++++++++++++
 pyproject.toml |  2 +-
 2 files changed, 27 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 2664dac..64ad384 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -9,6 +9,32 @@ Going forward, this file is updated automatically by `cz bump` on each release.
 
 ---
 
+## v1.8.0 (2026-05-24)
+
+### Feat
+
+- stable/experimental model split, save/load, and bug fixes
+- stable/experimental model split, save/load, and bug fixes
+- **models**: add save/load, fix get_params and LSS family pickling
+- stable and experimental model separation
+
+### Fix
+
+- duplicate entry in docs for model classes
+- test case fixed for windows
+- suppress family hparam warning
+- **tabr**: cast candidate_y to float in regression/LSS label encoder path
+- **tabr**: use regression label encoder for LSS by forwarding lss flag
+- **types**: guard task_model None, use getattr for get_params, annotate test kwargs
+- **lint**: drop unused unpacked variables and dead code
+- **tabtrans**: add dedicated LayerNorm for numerical features instead of reusing encoder norm
+- **ndtf**: correct ensemble aggregation for multi-class and LSS outputs
+- added faiss-cpu
+- add delu dependency for TabR
+- DefaultTabRConfig export
+- import error after experimental namespace changes
+- resolve stale site-packages
+
 ## v1.7.0 (2026-05-14)
 
 ### Documentation
diff --git a/pyproject.toml b/pyproject.toml
index b8c3734..4ef39d8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,7 +1,7 @@
 [tool.poetry]
 name = "deeptab"
 
-version = "1.7.0"
+version = "1.8.0"
 
 
 description = "A python package for tabular deep learning."

From 3cc9e06272da56e2d3c44f1af3317859599fba26 Mon Sep 17 00:00:00 2001
From: Manish Kumar <manish.kumar@basf.com>
Date: Sun, 24 May 2026 10:08:09 +0200
Subject: [PATCH 2/6] fix(deps): update vulnerable dependencies

---
 poetry.lock    | 974 ++++++++++++++++++++++++++-----------------------
 pyproject.toml |  10 +-
 2 files changed, 527 insertions(+), 457 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 419b713..493f627 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -65,98 +65,132 @@ files = [
 
 [[package]]
 name = "aiohttp"
-version = "3.12.14"
+version = "3.13.5"
 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
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+    {file = "aiohttp-3.13.5.tar.gz", hash = "sha256:9d98cc980ecc96be6eb4c1994ce35d28d8b1f5e5208a23b421187d1209dbb7d1"},
 ]
 
 [package.dependencies]
@@ -170,7 +204,7 @@ propcache = ">=0.2.0"
 yarl = ">=1.17.0,<2.0"
 
 [package.extras]
-speedups = ["Brotli ; platform_python_implementation == \"CPython\"", "aiodns (>=3.3.0)", "brotlicffi ; platform_python_implementation != \"CPython\""]
+speedups = ["Brotli (>=1.2) ; platform_python_implementation == \"CPython\"", "aiodns (>=3.3.0)", "backports.zstd ; platform_python_implementation == \"CPython\" and python_version < \"3.14\"", "brotlicffi (>=1.2) ; platform_python_implementation != \"CPython\""]
 
 [[package]]
 name = "aiosignal"
@@ -255,6 +289,7 @@ files = [
     {file = "attrs-25.1.0-py3-none-any.whl", hash = "sha256:c75a69e28a550a7e93789579c22aa26b0f5b83b75dc4e08fe092980051e1090a"},
     {file = "attrs-25.1.0.tar.gz", hash = "sha256:1c97078a80c814273a76b2a298a932eb681c87415c11dee0a6921de7f1b02c3e"},
 ]
+markers = {docs = "python_version >= \"3.12\""}
 
 [package.extras]
 benchmark = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
@@ -326,12 +361,14 @@ description = "An easy safelist-based HTML-sanitizing tool."
 optional = false
 python-versions = ">=3.10"
 groups = ["docs"]
+markers = "python_version >= \"3.12\""
 files = [
     {file = "bleach-6.3.0-py3-none-any.whl", hash = "sha256:fe10ec77c93ddf3d13a73b035abaac7a9f5e436513864ccdad516693213c65d6"},
     {file = "bleach-6.3.0.tar.gz", hash = "sha256:6f3b91b1c0a02bb9a78b5a454c92506aa0fdf197e1d5e114d2e00c6f64306d22"},
 ]
 
 [package.dependencies]
+tinycss2 = {version = ">=1.1.0,<1.5", optional = true, markers = "extra == \"css\""}
 webencodings = "*"
 
 [package.extras]
@@ -442,7 +479,7 @@ files = [
     {file = "cffi-2.0.0-cp39-cp39-win_amd64.whl", hash = "sha256:b882b3df248017dba09d6b16defe9b5c407fe32fc7c65a9c69798e6175601be9"},
     {file = "cffi-2.0.0.tar.gz", hash = "sha256:44d1b5909021139fe36001ae048dbdde8214afa20200eda0f64c068cac5d5529"},
 ]
-markers = {dev = "platform_machine != \"ppc64le\" and platform_machine != \"s390x\" and sys_platform == \"linux\" and platform_python_implementation != \"PyPy\"", docs = "implementation_name == \"pypy\""}
+markers = {dev = "platform_machine != \"ppc64le\" and platform_machine != \"s390x\" and sys_platform == \"linux\" and platform_python_implementation != \"PyPy\"", docs = "python_version >= \"3.12\" and implementation_name == \"pypy\""}
 
 [package.dependencies]
 pycparser = {version = "*", markers = "implementation_name != \"PyPy\""}
@@ -775,6 +812,7 @@ description = "XML bomb protection for Python stdlib modules"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 groups = ["docs"]
+markers = "python_version >= \"3.12\""
 files = [
     {file = "defusedxml-0.7.1-py2.py3-none-any.whl", hash = "sha256:a352e7e428770286cc899e2542b6cdaedb2b4953ff269a210103ec58f6198a61"},
     {file = "defusedxml-0.7.1.tar.gz", hash = "sha256:1bb3032db185915b62d7c6209c5a8792be6a32ab2fedacc84e01b52c51aa3e69"},
@@ -865,18 +903,6 @@ files = [
     {file = "einops-0.8.1.tar.gz", hash = "sha256:de5d960a7a761225532e0f1959e5315ebeafc0cd43394732f103ca44b9837e84"},
 ]
 
-[[package]]
-name = "entrypoints"
-version = "0.4"
-description = "Discover and load entry points from installed packages."
-optional = false
-python-versions = ">=3.6"
-groups = ["docs"]
-files = [
-    {file = "entrypoints-0.4-py3-none-any.whl", hash = "sha256:f174b5ff827504fd3cd97cc3f8649f3693f51538c7e4bdf3ef002c8429d42f9f"},
-    {file = "entrypoints-0.4.tar.gz", hash = "sha256:b706eddaa9218a19ebcd67b56818f05bb27589b1ca9e8d797b74affad4ccacd4"},
-]
-
 [[package]]
 name = "exceptiongroup"
 version = "1.2.2"
@@ -944,6 +970,7 @@ description = "Fastest Python implementation of JSON schema"
 optional = false
 python-versions = "*"
 groups = ["docs"]
+markers = "python_version >= \"3.12\""
 files = [
     {file = "fastjsonschema-2.21.2-py3-none-any.whl", hash = "sha256:1c797122d0a86c5cace2e54bf4e819c36223b552017172f32c5c024a6b77e463"},
     {file = "fastjsonschema-2.21.2.tar.gz", hash = "sha256:b1eb43748041c880796cd077f1a07c3d94e93ae84bba5ed36800a33554ae05de"},
@@ -954,21 +981,16 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 
 [[package]]
 name = "filelock"
-version = "3.17.0"
+version = "3.29.0"
 description = "A platform independent file lock."
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 groups = ["main", "dev"]
 files = [
-    {file = "filelock-3.17.0-py3-none-any.whl", hash = "sha256:533dc2f7ba78dc2f0f531fc6c4940addf7b70a481e269a5a3b93be94ffbe8338"},
-    {file = "filelock-3.17.0.tar.gz", hash = "sha256:ee4e77401ef576ebb38cd7f13b9b28893194acc20a8e68e18730ba9c0e54660e"},
+    {file = "filelock-3.29.0-py3-none-any.whl", hash = "sha256:96f5f6344709aa1572bbf631c640e4ebeeb519e08da902c39a001882f30ac258"},
+    {file = "filelock-3.29.0.tar.gz", hash = "sha256:69974355e960702e789734cb4871f884ea6fe50bd8404051a3530bc07809cf90"},
 ]
 
-[package.extras]
-docs = ["furo (>=2024.8.6)", "sphinx (>=8.1.3)", "sphinx-autodoc-typehints (>=3)"]
-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 = "frozenlist"
 version = "1.5.0"
@@ -1186,18 +1208,18 @@ license = ["ukkonen"]
 
 [[package]]
 name = "idna"
-version = "3.10"
+version = "3.16"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.9"
 groups = ["main", "dev", "docs"]
 files = [
-    {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
-    {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
+    {file = "idna-3.16-py3-none-any.whl", hash = "sha256:cc246e3a3f89580c3a951b5ad298ca4638078b2cdd4f115654332b5c26daded5"},
+    {file = "idna-3.16.tar.gz", hash = "sha256:d7a6da03db833450fca25d2358ac9ff06cd624577a4aea3a596d5c0f77b8e03d"},
 ]
 
 [package.extras]
-all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
+all = ["mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
 
 [[package]]
 name = "imagesize"
@@ -1481,6 +1503,7 @@ description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.10"
 groups = ["docs"]
+markers = "python_version >= \"3.12\""
 files = [
     {file = "jsonschema-4.26.0-py3-none-any.whl", hash = "sha256:d489f15263b8d200f8387e64b4c3a75f06629559fb73deb8fdfb525f2dab50ce"},
     {file = "jsonschema-4.26.0.tar.gz", hash = "sha256:0c26707e2efad8aa1bfc5b7ce170f3fccc2e4918ff85989ba9ffa9facb2be326"},
@@ -1503,6 +1526,7 @@ description = "The JSON Schema meta-schemas and vocabularies, exposed as a Regis
 optional = false
 python-versions = ">=3.9"
 groups = ["docs"]
+markers = "python_version >= \"3.12\""
 files = [
     {file = "jsonschema_specifications-2025.9.1-py3-none-any.whl", hash = "sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe"},
     {file = "jsonschema_specifications-2025.9.1.tar.gz", hash = "sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d"},
@@ -1518,6 +1542,7 @@ description = "Jupyter protocol implementation and client libraries"
 optional = false
 python-versions = ">=3.10"
 groups = ["docs"]
+markers = "python_version >= \"3.12\""
 files = [
     {file = "jupyter_client-8.8.0-py3-none-any.whl", hash = "sha256:f93a5b99c5e23a507b773d3a1136bd6e16c67883ccdbd9a829b0bbdb98cd7d7a"},
     {file = "jupyter_client-8.8.0.tar.gz", hash = "sha256:d556811419a4f2d96c869af34e854e3f059b7cc2d6d01a9cd9c85c267691be3e"},
@@ -1542,6 +1567,7 @@ description = "Jupyter core package. A base package on which Jupyter projects re
 optional = false
 python-versions = ">=3.10"
 groups = ["docs"]
+markers = "python_version >= \"3.12\""
 files = [
     {file = "jupyter_core-5.9.1-py3-none-any.whl", hash = "sha256:ebf87fdc6073d142e114c72c9e29a9d7ca03fad818c5d300ce2adc1fb0743407"},
     {file = "jupyter_core-5.9.1.tar.gz", hash = "sha256:4d09aaff303b9566c3ce657f580bd089ff5c91f5f89cf7d8846c3cdf465b5508"},
@@ -1562,6 +1588,7 @@ description = "Pygments theme using JupyterLab CSS variables"
 optional = false
 python-versions = ">=3.8"
 groups = ["docs"]
+markers = "python_version >= \"3.12\""
 files = [
     {file = "jupyterlab_pygments-0.3.0-py3-none-any.whl", hash = "sha256:841a89020971da1d8693f1a99997aefc5dc424bb1b251fd6322462a1b8842780"},
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@@ -1665,146 +1692,146 @@ typing = ["fire", "mypy (>=1.0.0)", "types-setuptools"]
 
 [[package]]
 name = "lxml"
-version = "6.1.0"
+version = "6.1.1"
 description = "Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API."
 optional = false
 python-versions = ">=3.8"
 groups = ["docs"]
 files = [
-    {file = "lxml-6.1.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:41dcc4c7b10484257cbd6c37b83ddb26df2b0e5aff5ac00d095689015af868ec"},
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 [package.extras]
@@ -1815,18 +1842,18 @@ htmlsoup = ["BeautifulSoup4"]
 
 [[package]]
 name = "lxml-html-clean"
-version = "0.4.0"
+version = "0.4.5"
 description = "HTML cleaner from lxml project"
 optional = false
 python-versions = "*"
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 ]
 
 [package.dependencies]
-lxml = "*"
+lxml = ">=6.1.1"
 
 [[package]]
 name = "markdown-it-py"
@@ -1978,14 +2005,15 @@ markers = {docs = "python_version >= \"3.12\""}
 
 [[package]]
 name = "mistune"
-version = "0.8.4"
-description = "The fastest markdown parser in pure Python"
+version = "3.2.1"
+description = "A sane and fast Markdown parser with useful plugins and renderers"
 optional = false
-python-versions = "*"
+python-versions = ">=3.8"
 groups = ["docs"]
+markers = "python_version >= \"3.12\""
 files = [
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 ]
 
 [[package]]
@@ -2159,6 +2187,7 @@ description = "A client library for executing notebooks. Formerly nbconvert's Ex
 optional = false
 python-versions = ">=3.10.0"
 groups = ["docs"]
+markers = "python_version >= \"3.12\""
 files = [
     {file = "nbclient-0.10.4-py3-none-any.whl", hash = "sha256:9162df5a7373d70d606527300a95a975a47c137776cd942e52d9c7e29ff83440"},
     {file = "nbclient-0.10.4.tar.gz", hash = "sha256:1e54091b16e6da39e297b0ece3e10f6f29f4ac4e8ee515d29f8a7099bd6553c9"},
@@ -2177,41 +2206,41 @@ test = ["flaky", "ipykernel (>=6.19.3)", "ipython", "ipywidgets", "nbconvert (>=
 
 [[package]]
 name = "nbconvert"
-version = "6.5.4"
-description = "Converting Jupyter Notebooks"
+version = "7.17.1"
+description = "Convert Jupyter Notebooks (.ipynb files) to other formats."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
 groups = ["docs"]
+markers = "python_version >= \"3.12\""
 files = [
-    {file = "nbconvert-6.5.4-py3-none-any.whl", hash = "sha256:d679a947f849a966cbbd0bf6e7fedcfdb64be3b20ce7cef11ad55c13f5820e19"},
-    {file = "nbconvert-6.5.4.tar.gz", hash = "sha256:9e3c7c6d491374cbdd5f35d268c05809357716d346f4573186bbeab32ee50bc1"},
+    {file = "nbconvert-7.17.1-py3-none-any.whl", hash = "sha256:aa85c087b435e7bf1ffd03319f658e285f2b89eccab33bc1ba7025495ab3e7c8"},
+    {file = "nbconvert-7.17.1.tar.gz", hash = "sha256:34d0d0a7e73ce3cbab6c5aae8f4f468797280b01fd8bd2ca746da8569eddd7d2"},
 ]
 
 [package.dependencies]
 beautifulsoup4 = "*"
-bleach = "*"
+bleach = {version = "!=5.0.0", extras = ["css"]}
 defusedxml = "*"
-entrypoints = ">=0.2.2"
 jinja2 = ">=3.0"
 jupyter-core = ">=4.7"
 jupyterlab-pygments = "*"
-lxml = "*"
-MarkupSafe = ">=2.0"
-mistune = ">=0.8.1,<2"
+markupsafe = ">=2.0"
+mistune = ">=2.0.3,<4"
 nbclient = ">=0.5.0"
-nbformat = ">=5.1"
+nbformat = ">=5.7"
 packaging = "*"
 pandocfilters = ">=1.4.1"
 pygments = ">=2.4.1"
-tinycss2 = "*"
-traitlets = ">=5.0"
+traitlets = ">=5.1"
 
 [package.extras]
-all = ["ipykernel", "ipython", "ipywidgets (>=7)", "nbsphinx (>=0.2.12)", "pre-commit", "pyppeteer (>=1,<1.1)", "pytest", "pytest-cov", "pytest-dependency", "sphinx (>=1.5.1)", "sphinx-rtd-theme", "tornado (>=6.1)"]
-docs = ["ipython", "nbsphinx (>=0.2.12)", "sphinx (>=1.5.1)", "sphinx-rtd-theme"]
+all = ["flaky", "intersphinx-registry", "ipykernel", "ipython", "ipywidgets (>=7.5)", "myst-parser", "nbsphinx (>=0.2.12)", "playwright", "pydata-sphinx-theme", "pyqtwebengine (>=5.15)", "pytest (>=7)", "sphinx (>=5.0.2)", "sphinxcontrib-spelling", "tornado (>=6.1)"]
+docs = ["intersphinx-registry", "ipykernel", "ipython", "myst-parser", "nbsphinx (>=0.2.12)", "pydata-sphinx-theme", "sphinx (>=5.0.2)", "sphinxcontrib-spelling"]
+qtpdf = ["pyqtwebengine (>=5.15)"]
+qtpng = ["pyqtwebengine (>=5.15)"]
 serve = ["tornado (>=6.1)"]
-test = ["ipykernel", "ipywidgets (>=7)", "pre-commit", "pyppeteer (>=1,<1.1)", "pytest", "pytest-cov", "pytest-dependency"]
-webpdf = ["pyppeteer (>=1,<1.1)"]
+test = ["flaky", "ipykernel", "ipywidgets (>=7.5)", "pytest (>=7)"]
+webpdf = ["playwright"]
 
 [[package]]
 name = "nbformat"
@@ -2220,6 +2249,7 @@ description = "The Jupyter Notebook format"
 optional = false
 python-versions = ">=3.8"
 groups = ["docs"]
+markers = "python_version >= \"3.12\""
 files = [
     {file = "nbformat-5.10.4-py3-none-any.whl", hash = "sha256:3b48d6c8fbca4b299bf3982ea7db1af21580e4fec269ad087b9e81588891200b"},
     {file = "nbformat-5.10.4.tar.gz", hash = "sha256:322168b14f937a5d11362988ecac2a4952d3d8e3a2cbeb2319584631226d5b3a"},
@@ -2237,14 +2267,15 @@ test = ["pep440", "pre-commit", "pytest", "testpath"]
 
 [[package]]
 name = "nbsphinx"
-version = "0.9.4"
+version = "0.9.8"
 description = "Jupyter Notebook Tools for Sphinx"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 groups = ["docs"]
+markers = "python_version >= \"3.12\""
 files = [
-    {file = "nbsphinx-0.9.4-py3-none-any.whl", hash = "sha256:22cb1d974a8300e8118ca71aea1f649553743c0c5830a54129dcd446e6a8ba17"},
-    {file = "nbsphinx-0.9.4.tar.gz", hash = "sha256:042a60806fc23d519bc5bef59d95570713913fe442fda759d53e3aaf62104794"},
+    {file = "nbsphinx-0.9.8-py3-none-any.whl", hash = "sha256:92d95ee91784e56bc633b60b767a6b6f23a0445f891e24641ce3c3f004759ccf"},
+    {file = "nbsphinx-0.9.8.tar.gz", hash = "sha256:d0765908399a8ee2b57be7ae881cf2ea58d66db3af7bbf33e6eb48f83bea5495"},
 ]
 
 [package.dependencies]
@@ -2252,7 +2283,7 @@ docutils = ">=0.18.1"
 jinja2 = "*"
 nbconvert = ">=5.3,<5.4 || >5.4"
 nbformat = "*"
-sphinx = ">=1.8"
+sphinx = ">=1.8,<8.2.0 || >8.2.0,<8.2.1 || >8.2.1"
 traitlets = ">=5"
 
 [[package]]
@@ -2493,76 +2524,72 @@ tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "nvidia-cublas-cu12"
-version = "12.6.4.1"
+version = "12.8.4.1"
 description = "CUBLAS 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_cublas_cu12-12.6.4.1-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:235f728d6e2a409eddf1df58d5b0921cf80cfa9e72b9f2775ccb7b4a87984668"},
-    {file = "nvidia_cublas_cu12-12.6.4.1-py3-none-win_amd64.whl", hash = "sha256:9e4fa264f4d8a4eb0cdbd34beadc029f453b3bafae02401e999cf3d5a5af75f8"},
+    {file = "nvidia_cublas_cu12-12.8.4.1-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:b86f6dd8935884615a0683b663891d43781b819ac4f2ba2b0c9604676af346d0"},
+    {file = "nvidia_cublas_cu12-12.8.4.1-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:8ac4e771d5a348c551b2a426eda6193c19aa630236b418086020df5ba9667142"},
+    {file = "nvidia_cublas_cu12-12.8.4.1-py3-none-win_amd64.whl", hash = "sha256:47e9b82132fa8d2b4944e708049229601448aaad7e6f296f630f2d1a32de35af"},
 ]
 
 [[package]]
 name = "nvidia-cuda-cupti-cu12"
-version = "12.6.80"
+version = "12.8.90"
 description = "CUDA profiling tools runtime libs."
 optional = false
 python-versions = ">=3"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
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-    {file = "nvidia_cuda_cupti_cu12-12.6.80-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:6768bad6cab4f19e8292125e5f1ac8aa7d1718704012a0e3272a6f61c4bce132"},
-    {file = "nvidia_cuda_cupti_cu12-12.6.80-py3-none-manylinux2014_x86_64.whl", hash = "sha256:a3eff6cdfcc6a4c35db968a06fcadb061cbc7d6dde548609a941ff8701b98b73"},
-    {file = "nvidia_cuda_cupti_cu12-12.6.80-py3-none-win_amd64.whl", hash = "sha256:bbe6ae76e83ce5251b56e8c8e61a964f757175682bbad058b170b136266ab00a"},
+    {file = "nvidia_cuda_cupti_cu12-12.8.90-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:4412396548808ddfed3f17a467b104ba7751e6b58678a4b840675c56d21cf7ed"},
+    {file = "nvidia_cuda_cupti_cu12-12.8.90-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:ea0cb07ebda26bb9b29ba82cda34849e73c166c18162d3913575b0c9db9a6182"},
+    {file = "nvidia_cuda_cupti_cu12-12.8.90-py3-none-win_amd64.whl", hash = "sha256:bb479dcdf7e6d4f8b0b01b115260399bf34154a1a2e9fe11c85c517d87efd98e"},
 ]
 
 [[package]]
 name = "nvidia-cuda-nvrtc-cu12"
-version = "12.6.77"
+version = "12.8.93"
 description = "NVRTC native runtime libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
-    {file = "nvidia_cuda_nvrtc_cu12-12.6.77-py3-none-manylinux2014_aarch64.whl", hash = "sha256:5847f1d6e5b757f1d2b3991a01082a44aad6f10ab3c5c0213fa3e25bddc25a13"},
-    {file = "nvidia_cuda_nvrtc_cu12-12.6.77-py3-none-manylinux2014_x86_64.whl", hash = "sha256:35b0cc6ee3a9636d5409133e79273ce1f3fd087abb0532d2d2e8fff1fe9efc53"},
-    {file = "nvidia_cuda_nvrtc_cu12-12.6.77-py3-none-win_amd64.whl", hash = "sha256:f7007dbd914c56bd80ea31bc43e8e149da38f68158f423ba845fc3292684e45a"},
+    {file = "nvidia_cuda_nvrtc_cu12-12.8.93-py3-none-manylinux2010_x86_64.manylinux_2_12_x86_64.whl", hash = "sha256:a7756528852ef889772a84c6cd89d41dfa74667e24cca16bb31f8f061e3e9994"},
+    {file = "nvidia_cuda_nvrtc_cu12-12.8.93-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:fc1fec1e1637854b4c0a65fb9a8346b51dd9ee69e61ebaccc82058441f15bce8"},
+    {file = "nvidia_cuda_nvrtc_cu12-12.8.93-py3-none-win_amd64.whl", hash = "sha256:7a4b6b2904850fe78e0bd179c4b655c404d4bb799ef03ddc60804247099ae909"},
 ]
 
 [[package]]
 name = "nvidia-cuda-runtime-cu12"
-version = "12.6.77"
+version = "12.8.90"
 description = "CUDA Runtime native Libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
-    {file = "nvidia_cuda_runtime_cu12-12.6.77-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:6116fad3e049e04791c0256a9778c16237837c08b27ed8c8401e2e45de8d60cd"},
-    {file = "nvidia_cuda_runtime_cu12-12.6.77-py3-none-manylinux2014_aarch64.whl", hash = "sha256:d461264ecb429c84c8879a7153499ddc7b19b5f8d84c204307491989a365588e"},
-    {file = "nvidia_cuda_runtime_cu12-12.6.77-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:ba3b56a4f896141e25e19ab287cd71e52a6a0f4b29d0d31609f60e3b4d5219b7"},
-    {file = "nvidia_cuda_runtime_cu12-12.6.77-py3-none-manylinux2014_x86_64.whl", hash = "sha256:a84d15d5e1da416dd4774cb42edf5e954a3e60cc945698dc1d5be02321c44dc8"},
-    {file = "nvidia_cuda_runtime_cu12-12.6.77-py3-none-win_amd64.whl", hash = "sha256:86c58044c824bf3c173c49a2dbc7a6c8b53cb4e4dca50068be0bf64e9dab3f7f"},
+    {file = "nvidia_cuda_runtime_cu12-12.8.90-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:52bf7bbee900262ffefe5e9d5a2a69a30d97e2bc5bb6cc866688caa976966e3d"},
+    {file = "nvidia_cuda_runtime_cu12-12.8.90-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:adade8dcbd0edf427b7204d480d6066d33902cab2a4707dcfc48a2d0fd44ab90"},
+    {file = "nvidia_cuda_runtime_cu12-12.8.90-py3-none-win_amd64.whl", hash = "sha256:c0c6027f01505bfed6c3b21ec546f69c687689aad5f1a377554bc6ca4aa993a8"},
 ]
 
 [[package]]
 name = "nvidia-cudnn-cu12"
-version = "9.5.1.17"
+version = "9.10.2.21"
 description = "cuDNN runtime libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
-    {file = "nvidia_cudnn_cu12-9.5.1.17-py3-none-manylinux_2_28_aarch64.whl", hash = "sha256:9fd4584468533c61873e5fda8ca41bac3a38bcb2d12350830c69b0a96a7e4def"},
-    {file = "nvidia_cudnn_cu12-9.5.1.17-py3-none-manylinux_2_28_x86_64.whl", hash = "sha256:30ac3869f6db17d170e0e556dd6cc5eee02647abc31ca856634d5a40f82c15b2"},
-    {file = "nvidia_cudnn_cu12-9.5.1.17-py3-none-win_amd64.whl", hash = "sha256:d7af0f8a4f3b4b9dbb3122f2ef553b45694ed9c384d5a75bab197b8eefb79ab8"},
+    {file = "nvidia_cudnn_cu12-9.10.2.21-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:c9132cc3f8958447b4910a1720036d9eff5928cc3179b0a51fb6d167c6cc87d8"},
+    {file = "nvidia_cudnn_cu12-9.10.2.21-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:949452be657fa16687d0930933f032835951ef0892b37d2d53824d1a84dc97a8"},
+    {file = "nvidia_cudnn_cu12-9.10.2.21-py3-none-win_amd64.whl", hash = "sha256:c6288de7d63e6cf62988f0923f96dc339cea362decb1bf5b3141883392a7d65e"},
 ]
 
 [package.dependencies]
@@ -2570,18 +2597,16 @@ nvidia-cublas-cu12 = "*"
 
 [[package]]
 name = "nvidia-cufft-cu12"
-version = "11.3.0.4"
+version = "11.3.3.83"
 description = "CUFFT native runtime libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
-    {file = "nvidia_cufft_cu12-11.3.0.4-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:d16079550df460376455cba121db6564089176d9bac9e4f360493ca4741b22a6"},
-    {file = "nvidia_cufft_cu12-11.3.0.4-py3-none-manylinux2014_aarch64.whl", hash = "sha256:8510990de9f96c803a051822618d42bf6cb8f069ff3f48d93a8486efdacb48fb"},
-    {file = "nvidia_cufft_cu12-11.3.0.4-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:ccba62eb9cef5559abd5e0d54ceed2d9934030f51163df018532142a8ec533e5"},
-    {file = "nvidia_cufft_cu12-11.3.0.4-py3-none-manylinux2014_x86_64.whl", hash = "sha256:768160ac89f6f7b459bee747e8d175dbf53619cfe74b2a5636264163138013ca"},
-    {file = "nvidia_cufft_cu12-11.3.0.4-py3-none-win_amd64.whl", hash = "sha256:6048ebddfb90d09d2707efb1fd78d4e3a77cb3ae4dc60e19aab6be0ece2ae464"},
+    {file = "nvidia_cufft_cu12-11.3.3.83-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:848ef7224d6305cdb2a4df928759dca7b1201874787083b6e7550dd6765ce69a"},
+    {file = "nvidia_cufft_cu12-11.3.3.83-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:4d2dd21ec0b88cf61b62e6b43564355e5222e4a3fb394cac0db101f2dd0d4f74"},
+    {file = "nvidia_cufft_cu12-11.3.3.83-py3-none-win_amd64.whl", hash = "sha256:7a64a98ef2a7c47f905aaf8931b69a3a43f27c55530c698bb2ed7c75c0b42cb7"},
 ]
 
 [package.dependencies]
@@ -2589,47 +2614,43 @@ nvidia-nvjitlink-cu12 = "*"
 
 [[package]]
 name = "nvidia-cufile-cu12"
-version = "1.11.1.6"
+version = "1.13.1.3"
 description = "cuFile GPUDirect libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
-    {file = "nvidia_cufile_cu12-1.11.1.6-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:cc23469d1c7e52ce6c1d55253273d32c565dd22068647f3aa59b3c6b005bf159"},
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+    {file = "nvidia_cufile_cu12-1.13.1.3-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:1d069003be650e131b21c932ec3d8969c1715379251f8d23a1860554b1cb24fc"},
+    {file = "nvidia_cufile_cu12-1.13.1.3-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:4beb6d4cce47c1a0f1013d72e02b0994730359e17801d395bdcbf20cfb3bb00a"},
 ]
 
 [[package]]
 name = "nvidia-curand-cu12"
-version = "10.3.7.77"
+version = "10.3.9.90"
 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_cu12-10.3.9.90-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:dfab99248034673b779bc6decafdc3404a8a6f502462201f2f31f11354204acd"},
+    {file = "nvidia_curand_cu12-10.3.9.90-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:b32331d4f4df5d6eefa0554c565b626c7216f87a06a4f56fab27c3b68a830ec9"},
+    {file = "nvidia_curand_cu12-10.3.9.90-py3-none-win_amd64.whl", hash = "sha256:f149a8ca457277da854f89cf282d6ef43176861926c7ac85b2a0fbd237c587ec"},
 ]
 
 [[package]]
 name = "nvidia-cusolver-cu12"
-version = "11.7.1.2"
+version = "11.7.3.90"
 description = "CUDA solver native runtime libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
-    {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"},
+    {file = "nvidia_cusolver_cu12-11.7.3.90-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:db9ed69dbef9715071232caa9b69c52ac7de3a95773c2db65bdba85916e4e5c0"},
+    {file = "nvidia_cusolver_cu12-11.7.3.90-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:4376c11ad263152bd50ea295c05370360776f8c3427b30991df774f9fb26c450"},
+    {file = "nvidia_cusolver_cu12-11.7.3.90-py3-none-win_amd64.whl", hash = "sha256:4a550db115fcabc4d495eb7d39ac8b58d4ab5d8e63274d3754df1c0ad6a22d34"},
 ]
 
 [package.dependencies]
@@ -2639,18 +2660,16 @@ nvidia-nvjitlink-cu12 = "*"
 
 [[package]]
 name = "nvidia-cusparse-cu12"
-version = "12.5.4.2"
+version = "12.5.8.93"
 description = "CUSPARSE native runtime libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
-    {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"},
+    {file = "nvidia_cusparse_cu12-12.5.8.93-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:9b6c161cb130be1a07a27ea6923df8141f3c295852f4b260c65f18f3e0a091dc"},
+    {file = "nvidia_cusparse_cu12-12.5.8.93-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:1ec05d76bbbd8b61b06a80e1eaf8cf4959c3d4ce8e711b65ebd0443bb0ebb13b"},
+    {file = "nvidia_cusparse_cu12-12.5.8.93-py3-none-win_amd64.whl", hash = "sha256:9a33604331cb2cac199f2e7f5104dfbb8a5a898c367a53dfda9ff2acb6b6b4dd"},
 ]
 
 [package.dependencies]
@@ -2658,59 +2677,70 @@ nvidia-nvjitlink-cu12 = "*"
 
 [[package]]
 name = "nvidia-cusparselt-cu12"
-version = "0.6.3"
+version = "0.7.1"
 description = "NVIDIA cuSPARSELt"
 optional = false
 python-versions = "*"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
-    {file = "nvidia_cusparselt_cu12-0.6.3-py3-none-manylinux2014_aarch64.whl", hash = "sha256:8371549623ba601a06322af2133c4a44350575f5a3108fb75f3ef20b822ad5f1"},
-    {file = "nvidia_cusparselt_cu12-0.6.3-py3-none-manylinux2014_x86_64.whl", hash = "sha256:e5c8a26c36445dd2e6812f1177978a24e2d37cacce7e090f297a688d1ec44f46"},
-    {file = "nvidia_cusparselt_cu12-0.6.3-py3-none-win_amd64.whl", hash = "sha256:3b325bcbd9b754ba43df5a311488fca11a6b5dc3d11df4d190c000cf1a0765c7"},
+    {file = "nvidia_cusparselt_cu12-0.7.1-py3-none-manylinux2014_aarch64.whl", hash = "sha256:8878dce784d0fac90131b6817b607e803c36e629ba34dc5b433471382196b6a5"},
+    {file = "nvidia_cusparselt_cu12-0.7.1-py3-none-manylinux2014_x86_64.whl", hash = "sha256:f1bb701d6b930d5a7cea44c19ceb973311500847f81b634d802b7b539dc55623"},
+    {file = "nvidia_cusparselt_cu12-0.7.1-py3-none-win_amd64.whl", hash = "sha256:f67fbb5831940ec829c9117b7f33807db9f9678dc2a617fbe781cac17b4e1075"},
 ]
 
 [[package]]
 name = "nvidia-nccl-cu12"
-version = "2.26.2"
+version = "2.27.5"
 description = "NVIDIA Collective Communication Library (NCCL) Runtime"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
-    {file = "nvidia_nccl_cu12-2.26.2-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:5c196e95e832ad30fbbb50381eb3cbd1fadd5675e587a548563993609af19522"},
-    {file = "nvidia_nccl_cu12-2.26.2-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:694cf3879a206553cc9d7dbda76b13efaf610fdb70a50cba303de1b0d1530ac6"},
+    {file = "nvidia_nccl_cu12-2.27.5-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:31432ad4d1fb1004eb0c56203dc9bc2178a1ba69d1d9e02d64a6938ab5e40e7a"},
+    {file = "nvidia_nccl_cu12-2.27.5-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:ad730cf15cb5d25fe849c6e6ca9eb5b76db16a80f13f425ac68d8e2e55624457"},
 ]
 
 [[package]]
 name = "nvidia-nvjitlink-cu12"
-version = "12.6.85"
+version = "12.8.93"
 description = "Nvidia JIT LTO Library"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
-    {file = "nvidia_nvjitlink_cu12-12.6.85-py3-none-manylinux2010_x86_64.manylinux_2_12_x86_64.whl", hash = "sha256:eedc36df9e88b682efe4309aa16b5b4e78c2407eac59e8c10a6a47535164369a"},
-    {file = "nvidia_nvjitlink_cu12-12.6.85-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:cf4eaa7d4b6b543ffd69d6abfb11efdeb2db48270d94dfd3a452c24150829e41"},
-    {file = "nvidia_nvjitlink_cu12-12.6.85-py3-none-win_amd64.whl", hash = "sha256:e61120e52ed675747825cdd16febc6a0730537451d867ee58bee3853b1b13d1c"},
+    {file = "nvidia_nvjitlink_cu12-12.8.93-py3-none-manylinux2010_x86_64.manylinux_2_12_x86_64.whl", hash = "sha256:81ff63371a7ebd6e6451970684f916be2eab07321b73c9d244dc2b4da7f73b88"},
+    {file = "nvidia_nvjitlink_cu12-12.8.93-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:adccd7161ace7261e01bb91e44e88da350895c270d23f744f0820c818b7229e7"},
+    {file = "nvidia_nvjitlink_cu12-12.8.93-py3-none-win_amd64.whl", hash = "sha256:bd93fbeeee850917903583587f4fc3a4eafa022e34572251368238ab5e6bd67f"},
+]
+
+[[package]]
+name = "nvidia-nvshmem-cu12"
+version = "3.3.20"
+description = "NVSHMEM creates a global address space that provides efficient and scalable communication for NVIDIA GPU clusters."
+optional = false
+python-versions = ">=3"
+groups = ["main"]
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
+files = [
+    {file = "nvidia_nvshmem_cu12-3.3.20-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:0b0b960da3842212758e4fa4696b94f129090b30e5122fea3c5345916545cff0"},
+    {file = "nvidia_nvshmem_cu12-3.3.20-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:d00f26d3f9b2e3c3065be895e3059d6479ea5c638a3f38c9fec49b1b9dd7c1e5"},
 ]
 
 [[package]]
 name = "nvidia-nvtx-cu12"
-version = "12.6.77"
+version = "12.8.90"
 description = "NVIDIA Tools Extension"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
-    {file = "nvidia_nvtx_cu12-12.6.77-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:f44f8d86bb7d5629988d61c8d3ae61dddb2015dee142740536bc7481b022fe4b"},
-    {file = "nvidia_nvtx_cu12-12.6.77-py3-none-manylinux2014_aarch64.whl", hash = "sha256:adcaabb9d436c9761fca2b13959a2d237c5f9fd406c8e4b723c695409ff88059"},
-    {file = "nvidia_nvtx_cu12-12.6.77-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:b90bed3df379fa79afbd21be8e04a0314336b8ae16768b58f2d34cb1d04cd7d2"},
-    {file = "nvidia_nvtx_cu12-12.6.77-py3-none-manylinux2014_x86_64.whl", hash = "sha256:6574241a3ec5fdc9334353ab8c479fe75841dbe8f4532a8fc97ce63503330ba1"},
-    {file = "nvidia_nvtx_cu12-12.6.77-py3-none-win_amd64.whl", hash = "sha256:2fb11a4af04a5e6c84073e6404d26588a34afd35379f0855a99797897efa75c0"},
+    {file = "nvidia_nvtx_cu12-12.8.90-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:d7ad891da111ebafbf7e015d34879f7112832fc239ff0d7d776b6cb685274615"},
+    {file = "nvidia_nvtx_cu12-12.8.90-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:5b17e2001cc0d751a5bc2c6ec6d26ad95913324a4adb86788c944f8ce9ba441f"},
+    {file = "nvidia_nvtx_cu12-12.8.90-py3-none-win_amd64.whl", hash = "sha256:619c8304aedc69f02ea82dd244541a83c3d9d40993381b3b590f1adaed3db41e"},
 ]
 
 [[package]]
@@ -2819,6 +2849,7 @@ description = "Utilities for writing pandoc filters in python"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 groups = ["docs"]
+markers = "python_version >= \"3.12\""
 files = [
     {file = "pandocfilters-1.5.1-py2.py3-none-any.whl", hash = "sha256:93be382804a9cdb0a7267585f157e5d1731bbe5545a85b268d6f5fe6232de2bc"},
     {file = "pandocfilters-1.5.1.tar.gz", hash = "sha256:002b4a555ee4ebc03f8b66307e287fa492e4a77b4ea14d3f934328297bb4939e"},
@@ -2867,6 +2898,7 @@ files = [
     {file = "platformdirs-4.3.6-py3-none-any.whl", hash = "sha256:73e575e1408ab8103900836b97580d5307456908a03e92031bab39e4554cc3fb"},
     {file = "platformdirs-4.3.6.tar.gz", hash = "sha256:357fb2acbc885b0419afd3ce3ed34564c13c9b95c89360cd9563f73aa5e2b907"},
 ]
+markers = {docs = "python_version >= \"3.12\""}
 
 [package.extras]
 docs = ["furo (>=2024.8.6)", "proselint (>=0.14)", "sphinx (>=8.0.2)", "sphinx-autodoc-typehints (>=2.4)"]
@@ -3147,7 +3179,7 @@ files = [
     {file = "pycparser-3.0-py3-none-any.whl", hash = "sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992"},
     {file = "pycparser-3.0.tar.gz", hash = "sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29"},
 ]
-markers = {dev = "platform_machine != \"ppc64le\" and platform_machine != \"s390x\" and sys_platform == \"linux\" and platform_python_implementation != \"PyPy\" and implementation_name != \"PyPy\"", docs = "implementation_name == \"pypy\""}
+markers = {dev = "platform_machine != \"ppc64le\" and platform_machine != \"s390x\" and sys_platform == \"linux\" and platform_python_implementation != \"PyPy\" and implementation_name != \"PyPy\"", docs = "python_version >= \"3.12\" and implementation_name == \"pypy\""}
 
 [[package]]
 name = "pydata-sphinx-theme"
@@ -3179,14 +3211,14 @@ test = ["pytest", "pytest-cov", "pytest-regressions"]
 
 [[package]]
 name = "pygments"
-version = "2.19.2"
+version = "2.20.0"
 description = "Pygments is a syntax highlighting package written in Python."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev", "docs"]
 files = [
-    {file = "pygments-2.19.2-py3-none-any.whl", hash = "sha256:86540386c03d588bb81d44bc3928634ff26449851e99741617ecb9037ee5ec0b"},
-    {file = "pygments-2.19.2.tar.gz", hash = "sha256:636cb2477cec7f8952536970bc533bc43743542f70392ae026374600add5b887"},
+    {file = "pygments-2.20.0-py3-none-any.whl", hash = "sha256:81a9e26dd42fd28a23a2d169d86d7ac03b46e2f8b59ed4698fb4785f946d0176"},
+    {file = "pygments-2.20.0.tar.gz", hash = "sha256:6757cd03768053ff99f3039c1a36d6c0aa0b263438fcab17520b30a303a82b5f"},
 ]
 
 [package.extras]
@@ -3215,26 +3247,27 @@ nodejs = ["nodejs-wheel-binaries"]
 
 [[package]]
 name = "pytest"
-version = "8.3.4"
+version = "9.0.3"
 description = "pytest: simple powerful testing with Python"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.10"
 groups = ["dev"]
 files = [
-    {file = "pytest-8.3.4-py3-none-any.whl", hash = "sha256:50e16d954148559c9a74109af1eaf0c945ba2d8f30f0a3d3335edde19788b6f6"},
-    {file = "pytest-8.3.4.tar.gz", hash = "sha256:965370d062bce11e73868e0335abac31b4d3de0e82f4007408d242b4f8610761"},
+    {file = "pytest-9.0.3-py3-none-any.whl", hash = "sha256:2c5efc453d45394fdd706ade797c0a81091eccd1d6e4bccfcd476e2b8e0ab5d9"},
+    {file = "pytest-9.0.3.tar.gz", hash = "sha256:b86ada508af81d19edeb213c681b1d48246c1a91d304c6c81a427674c17eb91c"},
 ]
 
 [package.dependencies]
-colorama = {version = "*", markers = "sys_platform == \"win32\""}
-exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
-iniconfig = "*"
-packaging = "*"
+colorama = {version = ">=0.4", markers = "sys_platform == \"win32\""}
+exceptiongroup = {version = ">=1", markers = "python_version < \"3.11\""}
+iniconfig = ">=1.0.1"
+packaging = ">=22"
 pluggy = ">=1.5,<2"
+pygments = ">=2.7.2"
 tomli = {version = ">=1", markers = "python_version < \"3.11\""}
 
 [package.extras]
-dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
+dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "requests", "setuptools", "xmlschema"]
 
 [[package]]
 name = "pytest-cov"
@@ -3266,10 +3299,31 @@ files = [
     {file = "python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3"},
     {file = "python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427"},
 ]
+markers = {docs = "python_version >= \"3.12\""}
 
 [package.dependencies]
 six = ">=1.5"
 
+[[package]]
+name = "python-discovery"
+version = "1.3.1"
+description = "Python interpreter discovery"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+files = [
+    {file = "python_discovery-1.3.1-py3-none-any.whl", hash = "sha256:ed188687ebb3b82c01a17cd5ac62fc94d9f6487a7f1a0f9dfe89753fec91039c"},
+    {file = "python_discovery-1.3.1.tar.gz", hash = "sha256:62f6db28064c9613e7ca76cb3f00c38c839a07c31c00dfe7ed0986493d2150a6"},
+]
+
+[package.dependencies]
+filelock = ">=3.15.4"
+platformdirs = ">=4.3.6,<5"
+
+[package.extras]
+docs = ["furo (>=2025.12.19)", "sphinx (>=9.1)", "sphinx-autodoc-typehints (>=3.6.3)", "sphinxcontrib-mermaid (>=2)", "sphinxcontrib-towncrier (>=0.4)", "towncrier (>=25.8)"]
+testing = ["covdefaults (>=2.3)", "coverage (>=7.5.4)", "pytest (>=8.3.5)", "pytest-mock (>=3.14)", "setuptools (>=75.1)"]
+
 [[package]]
 name = "pytorch-lightning"
 version = "2.5.0.post0"
@@ -3396,6 +3450,7 @@ description = "Python bindings for 0MQ"
 optional = false
 python-versions = ">=3.8"
 groups = ["docs"]
+markers = "python_version >= \"3.12\""
 files = [
     {file = "pyzmq-27.1.0-cp310-cp310-macosx_10_15_universal2.whl", hash = "sha256:508e23ec9bc44c0005c4946ea013d9317ae00ac67778bd47519fdf5a0e930ff4"},
     {file = "pyzmq-27.1.0-cp310-cp310-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:507b6f430bdcf0ee48c0d30e734ea89ce5567fd7b8a0f0044a369c176aa44556"},
@@ -3553,6 +3608,7 @@ description = "JSON Referencing + Python"
 optional = false
 python-versions = ">=3.10"
 groups = ["docs"]
+markers = "python_version >= \"3.12\""
 files = [
     {file = "referencing-0.37.0-py3-none-any.whl", hash = "sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231"},
     {file = "referencing-0.37.0.tar.gz", hash = "sha256:44aefc3142c5b842538163acb373e24cce6632bd54bdb01b21ad5863489f50d8"},
@@ -3565,25 +3621,25 @@ typing-extensions = {version = ">=4.4.0", markers = "python_version < \"3.13\""}
 
 [[package]]
 name = "requests"
-version = "2.32.4"
+version = "2.34.2"
 description = "Python HTTP for Humans."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.10"
 groups = ["main", "dev", "docs"]
 files = [
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-    {file = "requests-2.32.4.tar.gz", hash = "sha256:27d0316682c8a29834d3264820024b62a36942083d52caf2f14c0591336d3422"},
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 [package.dependencies]
-certifi = ">=2017.4.17"
+certifi = ">=2023.5.7"
 charset_normalizer = ">=2,<4"
 idna = ">=2.5,<4"
-urllib3 = ">=1.21.1,<3"
+urllib3 = ">=1.26,<3"
 
 [package.extras]
 socks = ["PySocks (>=1.5.6,!=1.5.7)"]
-use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
+use-chardet-on-py3 = ["chardet (>=3.0.2,<8)"]
 
 [[package]]
 name = "requests-toolbelt"
@@ -3654,6 +3710,7 @@ description = "Python bindings to Rust's persistent data structures (rpds)"
 optional = false
 python-versions = ">=3.10"
 groups = ["docs"]
+markers = "python_version >= \"3.12\""
 files = [
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@@ -4001,24 +4058,24 @@ jeepney = ">=0.6"
 
 [[package]]
 name = "setuptools"
-version = "75.8.1"
-description = "Easily download, build, install, upgrade, and uninstall Python packages"
+version = "82.0.1"
+description = "Most extensible Python build backend with support for C/C++ extension modules"
 optional = false
 python-versions = ">=3.9"
 groups = ["main", "docs"]
 files = [
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+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\"", "ruff (>=0.13.0) ; sys_platform != \"cygwin\""]
+core = ["importlib_metadata (>=6) ; python_version < \"3.10\"", "jaraco.functools (>=4)", "jaraco.text (>=3.7)", "more_itertools", "more_itertools (>=8.8)", "packaging (>=24.2)", "tomli (>=2.0.1) ; python_version < \"3.11\"", "wheel (>=0.43.0)"]
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 [[package]]
 name = "six"
@@ -4031,6 +4088,7 @@ files = [
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 ]
+markers = {docs = "python_version >= \"3.12\""}
 
 [[package]]
 name = "snowballstemmer"
@@ -4451,21 +4509,22 @@ files = [
 
 [[package]]
 name = "tinycss2"
-version = "1.5.1"
+version = "1.4.0"
 description = "A tiny CSS parser"
 optional = false
-python-versions = ">=3.10"
+python-versions = ">=3.8"
 groups = ["docs"]
+markers = "python_version >= \"3.12\""
 files = [
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 ]
 
 [package.dependencies]
 webencodings = ">=0.4"
 
 [package.extras]
-doc = ["furo", "sphinx"]
+doc = ["sphinx", "sphinx_rtd_theme"]
 test = ["pytest", "ruff"]
 
 [[package]]
@@ -4525,65 +4584,71 @@ files = [
 
 [[package]]
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+version = "2.9.1"
 description = "Tensors and Dynamic neural networks in Python with strong GPU acceleration"
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 [package.dependencies]
 filelock = "*"
-fsspec = "*"
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 jinja2 = "*"
-networkx = "*"
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+nvidia-cudnn-cu12 = {version = "9.10.2.21", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cufft-cu12 = {version = "11.3.3.83", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cufile-cu12 = {version = "1.13.1.3", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-curand-cu12 = {version = "10.3.9.90", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cusolver-cu12 = {version = "11.7.3.90", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cusparse-cu12 = {version = "12.5.8.93", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cusparselt-cu12 = {version = "0.7.1", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-nccl-cu12 = {version = "2.27.5", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-nvjitlink-cu12 = {version = "12.8.93", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-nvshmem-cu12 = {version = "3.3.20", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-nvtx-cu12 = {version = "12.8.90", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
 setuptools = {version = "*", markers = "python_version >= \"3.12\""}
 sympy = ">=1.13.3"
-triton = {version = "3.3.0", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+triton = {version = "3.5.1", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
 typing-extensions = ">=4.10.0"
 
 [package.extras]
 opt-einsum = ["opt-einsum (>=3.3)"]
 optree = ["optree (>=0.13.0)"]
+pyyaml = ["pyyaml"]
 
 [[package]]
 name = "torchmetrics"
@@ -4621,6 +4686,7 @@ description = "Tornado is a Python web framework and asynchronous networking lib
 optional = false
 python-versions = ">=3.9"
 groups = ["docs"]
+markers = "python_version >= \"3.12\""
 files = [
     {file = "tornado-6.5.5-cp39-abi3-macosx_10_9_universal2.whl", hash = "sha256:487dc9cc380e29f58c7ab88f9e27cdeef04b2140862e5076a66fb6bb68bb1bfa"},
     {file = "tornado-6.5.5-cp39-abi3-macosx_10_9_x86_64.whl", hash = "sha256:65a7f1d46d4bb41df1ac99f5fcb685fb25c7e61613742d5108b010975a9a6521"},
@@ -4674,26 +4740,31 @@ test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,
 
 [[package]]
 name = "triton"
-version = "3.3.0"
+version = "3.5.1"
 description = "A language and compiler for custom Deep Learning operations"
 optional = false
-python-versions = "*"
+python-versions = "<3.15,>=3.10"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
-    {file = "triton-3.3.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:fad99beafc860501d7fcc1fb7045d9496cbe2c882b1674640304949165a916e7"},
-    {file = "triton-3.3.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:3161a2bf073d6b22c4e2f33f951f3e5e3001462b2570e6df9cd57565bdec2984"},
-    {file = "triton-3.3.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:b68c778f6c4218403a6bd01be7484f6dc9e20fe2083d22dd8aef33e3b87a10a3"},
-    {file = "triton-3.3.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:47bc87ad66fa4ef17968299acacecaab71ce40a238890acc6ad197c3abe2b8f1"},
-    {file = "triton-3.3.0-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ce4700fc14032af1e049005ae94ba908e71cd6c2df682239aed08e49bc71b742"},
-    {file = "triton-3.3.0-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:1f41403bfa0cbb3e24fd958ca7fee04e9681e55e539296db9aca30c42acae693"},
+    {file = "triton-3.5.1-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f63e34dcb32d7bd3a1d0195f60f30d2aee8b08a69a0424189b71017e23dfc3d2"},
+    {file = "triton-3.5.1-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:5fc53d849f879911ea13f4a877243afc513187bc7ee92d1f2c0f1ba3169e3c94"},
+    {file = "triton-3.5.1-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:da47169e30a779bade679ce78df4810fca6d78a955843d2ddb11f226adc517dc"},
+    {file = "triton-3.5.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:61413522a48add32302353fdbaaf92daaaab06f6b5e3229940d21b5207f47579"},
+    {file = "triton-3.5.1-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:275a045b6ed670dd1bd005c3e6c2d61846c74c66f4512d6f33cc027b11de8fd4"},
+    {file = "triton-3.5.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:d2c6b915a03888ab931a9fd3e55ba36785e1fe70cbea0b40c6ef93b20fc85232"},
+    {file = "triton-3.5.1-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:56765ffe12c554cd560698398b8a268db1f616c120007bfd8829d27139abd24a"},
+    {file = "triton-3.5.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:f3f4346b6ebbd4fad18773f5ba839114f4826037c9f2f34e0148894cd5dd3dba"},
+    {file = "triton-3.5.1-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:02c770856f5e407d24d28ddc66e33cf026e6f4d360dcb8b2fabe6ea1fc758621"},
+    {file = "triton-3.5.1-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:0b4d2c70127fca6a23e247f9348b8adde979d2e7a20391bfbabaac6aebc7e6a8"},
+    {file = "triton-3.5.1-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f617aa7925f9ea9968ec2e1adaf93e87864ff51549c8f04ce658f29bbdb71e2d"},
+    {file = "triton-3.5.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:d0637b1efb1db599a8e9dc960d53ab6e4637db7d4ab6630a0974705d77b14b60"},
+    {file = "triton-3.5.1-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:8932391d7f93698dfe5bc9bead77c47a24f97329e9f20c10786bb230a9083f56"},
+    {file = "triton-3.5.1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:bac7f7d959ad0f48c0e97d6643a1cc0fd5786fe61cb1f83b537c6b2d54776478"},
 ]
 
-[package.dependencies]
-setuptools = ">=40.8.0"
-
 [package.extras]
-build = ["cmake (>=3.20)", "lit"]
+build = ["cmake (>=3.20,<4.0)", "lit"]
 tests = ["autopep8", "isort", "llnl-hatchet", "numpy", "pytest", "pytest-forked", "pytest-xdist", "scipy (>=1.7.1)"]
 tutorials = ["matplotlib", "pandas", "tabulate"]
 
@@ -4760,42 +4831,40 @@ files = [
 
 [[package]]
 name = "urllib3"
-version = "2.5.0"
+version = "2.7.0"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 groups = ["main", "dev", "docs"]
 files = [
-    {file = "urllib3-2.5.0-py3-none-any.whl", hash = "sha256:e6b01673c0fa6a13e374b50871808eb3bf7046c4b125b216f6bf1cc604cff0dc"},
-    {file = "urllib3-2.5.0.tar.gz", hash = "sha256:3fc47733c7e419d4bc3f6b3dc2b4f890bb743906a30d56ba4a5bfa4bbff92760"},
+    {file = "urllib3-2.7.0-py3-none-any.whl", hash = "sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897"},
+    {file = "urllib3-2.7.0.tar.gz", hash = "sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c"},
 ]
 
 [package.extras]
-brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""]
+brotli = ["brotli (>=1.2.0) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=1.2.0.0) ; platform_python_implementation != \"CPython\""]
 h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
-zstd = ["zstandard (>=0.18.0)"]
+zstd = ["backports-zstd (>=1.0.0) ; python_version < \"3.14\""]
 
 [[package]]
 name = "virtualenv"
-version = "20.29.2"
+version = "21.3.3"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
 files = [
-    {file = "virtualenv-20.29.2-py3-none-any.whl", hash = "sha256:febddfc3d1ea571bdb1dc0f98d7b45d24def7428214d4fb73cc486c9568cce6a"},
-    {file = "virtualenv-20.29.2.tar.gz", hash = "sha256:fdaabebf6d03b5ba83ae0a02cfe96f48a716f4fae556461d180825866f75b728"},
+    {file = "virtualenv-21.3.3-py3-none-any.whl", hash = "sha256:7d5987d8369e098e41406efb780a3d4ca79280097293899e351a6407ee153ab3"},
+    {file = "virtualenv-21.3.3.tar.gz", hash = "sha256:f5bda277e553b1c2b3c1a8debfc30496e1288cc93ce6b7b71b3280047e317328"},
 ]
 
 [package.dependencies]
 distlib = ">=0.3.7,<1"
-filelock = ">=3.12.2,<4"
+filelock = {version = ">=3.24.2,<4", markers = "python_version >= \"3.10\""}
 platformdirs = ">=3.9.1,<5"
-
-[package.extras]
-docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2,!=7.3)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
-test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8) ; platform_python_implementation == \"PyPy\" or platform_python_implementation == \"CPython\" and sys_platform == \"win32\" and python_version >= \"3.13\"", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10) ; platform_python_implementation == \"CPython\""]
+python-discovery = ">=1.3.1"
+typing-extensions = {version = ">=4.13.2", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "wcwidth"
@@ -4816,6 +4885,7 @@ description = "Character encoding aliases for legacy web content"
 optional = false
 python-versions = "*"
 groups = ["docs"]
+markers = "python_version >= \"3.12\""
 files = [
     {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"},
     {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
@@ -4957,4 +5027,4 @@ type = ["pytest-mypy"]
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.10,<3.14"
-content-hash = "4350cd94abb108d441d97e017e3a74f54308ff93e6fadeadd8514f9b7cb690ef"
+content-hash = "6a1c2b39faa79023fc0bdb1c1d21e85b06d39171eb091a06d460abedbef54b39"
diff --git a/pyproject.toml b/pyproject.toml
index 4ef39d8..7077431 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -19,9 +19,9 @@ numpy = "^2.0.0"
 pandas = "^2.0.3"
 lightning = "^2.3.3"
 scikit-learn = "^1.3.2"
-torch = ">=2.2.2,<2.8.0"
+torch = ">=2.2.2,<2.10.0"
 torchmetrics = "^1.5.2"
-setuptools = "^75.3.0"
+setuptools = ">=78.1.1"
 properscoring = "^0.1"
 scikit-optimize = "^0.10.2"
 einops = "^0.8.0"
@@ -32,7 +32,7 @@ delu = "*"
 faiss-cpu = "*"
 
 [tool.poetry.group.dev.dependencies]
-pytest = "^8.1"
+pytest = "^9.0"
 pytest-cov = "^4.1"
 ruff = ">=0.3"
 pre-commit = "^3.6"
@@ -46,14 +46,14 @@ setuptools = "*"
 sphinx = { version = "9.1.0", python = ">=3.12" }
 sphinx-autodoc-typehints = { version = ">=3.0", python = ">=3.12" }
 numpydoc = ">=1.8"
-nbsphinx = "0.9.4"
+nbsphinx = { version = ">=0.9.4", python = ">=3.12" }
 ipython = "*"
 myst-parser = { version = ">=4.0", python = ">=3.12" }
 
 sphinx-togglebutton = "0.3.2"
 sphinxawesome-theme = { version = ">=6.0", python = ">=3.12" }
 readthedocs-sphinx-ext = "2.2.5"
-lxml-html-clean = "0.4.0"
+lxml-html-clean = ">=0.4.4"
 pydata-sphinx-theme = "0.15.2"
 sphinx-design = "*"
 sphinxcontrib-mermaid = "*"

From b1e4dcc925db0781f8da0d0bb66d282dc3a7c5bc Mon Sep 17 00:00:00 2001
From: Manish Kumar <manish.kumar@basf.com>
Date: Sun, 24 May 2026 10:51:28 +0200
Subject: [PATCH 3/6] fix(types): annotate get_transform return type in
 distributions

---
 deeptab/utils/distributions.py | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/deeptab/utils/distributions.py b/deeptab/utils/distributions.py
index 7420bb9..6988a21 100644
--- a/deeptab/utils/distributions.py
+++ b/deeptab/utils/distributions.py
@@ -1,3 +1,5 @@
+from collections.abc import Callable
+
 import numpy as np
 import torch
 import torch.distributions as dist
@@ -31,7 +33,7 @@ def __init__(self, name, param_names):
         self.param_names = param_names
         self.param_count = len(param_names)
         # Predefined transformation functions accessible to all subclasses
-        self.predefined_transforms = {
+        self.predefined_transforms: dict[str, Callable[[torch.Tensor], torch.Tensor]] = {
             "positive": torch.nn.functional.softplus,
             "none": lambda x: x,
             "square": lambda x: x**2,
@@ -50,7 +52,9 @@ def name(self):
     def parameter_count(self):
         return self.param_count
 
-    def get_transform(self, transform_name):
+    def get_transform(
+        self, transform_name: str | Callable[[torch.Tensor], torch.Tensor]
+    ) -> Callable[[torch.Tensor], torch.Tensor]:
         """
         Retrieve a transformation function by name, or return the function if it's custom.
         """

From b78a5ae86814fe74fa04384cf6f60c8fe478a2f3 Mon Sep 17 00:00:00 2001
From: Manish Kumar <manish.kumar@basf.com>
Date: Sun, 24 May 2026 10:52:04 +0200
Subject: [PATCH 4/6] docs: rewrite release guide with sequential steps

---
 docs/developer_guide/release.md | 255 ++++++++++++++++++++++++--------
 1 file changed, 194 insertions(+), 61 deletions(-)

diff --git a/docs/developer_guide/release.md b/docs/developer_guide/release.md
index 7ccbc92..1161316 100644
--- a/docs/developer_guide/release.md
+++ b/docs/developer_guide/release.md
@@ -1,6 +1,6 @@
-# Build and release
+# Build and Release
 
-The document outlines the steps to build and release the `deeptab` package. At this point, it is assumed that the development and testing of the package have been completed successfully.
+The document outlines the steps to build and release the `deeptab` package. It is assumed that all feature branches and PRs for the release have been reviewed, approved, and merged into `main` before starting this process.
 
 ## Release workflow
 
@@ -15,83 +15,204 @@ The document outlines the steps to build and release the `deeptab` package. At t
   'edgeLabelBackground': '#f9fafb'
 }}}%%
 flowchart TD
-    A[Create release/vX.Y.Z branch]:::setup --> B{Release type?}:::decision
-    B -->|RC| RC1[Bump version e.g. 1.7.0rc1]:::setup
-    B -->|Stable| ST1[Bump version e.g. 1.7.0]:::setup
-    RC1 --> RC2[Update CHANGELOG.md]:::setup
-    RC2 --> RC3[Commit & push branch]:::setup
-    RC3 --> RC4["git tag vX.Y.ZrcN<br/>git push origin vX.Y.ZrcN"]:::git
-    RC4 --> RC5[CI: publish-testpypi.yml]:::ci
-    RC5 --> RC6[TestPyPI + GitHub pre-release]:::rc
-    RC6 -->|Issues found| RC1
-    RC6 -->|RC approved| ST1
-    ST1 --> ST2[Update CHANGELOG.md]:::setup
-    ST2 --> ST3[Commit & push branch]:::setup
-    ST3 --> ST4[Open PR: release/vX.Y.Z → main]:::pr
-    ST4 --> ST5{Review & approve}:::decision
-    ST5 --> ST6[Merge PR into main]:::pr
-    ST6 --> ST7[git checkout main && git pull]:::git
-    ST7 --> ST8["git tag vX.Y.Z<br/>git push origin vX.Y.Z"]:::git
-    ST8 --> ST9[CI: publish-pypi.yml]:::ci
-    ST9 --> ST10[PyPI + GitHub Release]:::stable
-
-    classDef setup   fill:#dbeafe,stroke:#3b82f6,color:#1e3a5f
-    classDef pr      fill:#ede9fe,stroke:#8b5cf6,color:#3b0764
+    A["git checkout main &#38;&#38; git pull<br/>git checkout -b release/vX.Y.Z"]:::git --> B[Hotfixes &#38; doc updates]:::setup
+    B --> QA["Quality checks<br/>lint → format → check → test"]:::ci
+    QA --> QAP{All pass?}:::decision
+    QAP -->|No| B
+    QAP -->|Yes| D["Build docs: just docs"]:::setup
+    D --> E[Commit changes &#38; push branch]:::git
+    E --> F{Release type?}:::decision
+    F -->|RC| RC1["cz bump --dry-run<br/>then cz bump rcN"]:::setup
+    F -->|Stable| ST1["cz bump --dry-run<br/>then cz bump"]:::setup
+    RC1 --> RC2["git tag vX.Y.ZrcN<br/>git push origin vX.Y.ZrcN"]:::git
+    RC2 --> RC3[CI: publish-testpypi.yml]:::ci
+    RC3 --> RC4[TestPyPI + GitHub pre-release]:::rc
+    RC4 -->|Issues found| B
+    RC4 -->|RC approved| ST1
+    ST1 --> ST2["Open PR: release/vX.Y.Z → main"]:::pr
+    ST2 --> ST3{Review &#38; approve}:::decision
+    ST3 --> ST4[Merge PR into main]:::pr
+    ST4 --> ST5["git checkout main &#38;&#38; git pull<br/>git tag vX.Y.Z<br/>git push origin vX.Y.Z"]:::git
+    ST5 --> ST6[CI: publish-pypi.yml]:::ci
+    ST6 --> ST7[PyPI + GitHub Release]:::stable
+
+    classDef setup    fill:#dbeafe,stroke:#3b82f6,color:#1e3a5f
+    classDef pr       fill:#ede9fe,stroke:#8b5cf6,color:#3b0764
     classDef decision fill:#fef9c3,stroke:#ca8a04,color:#713f12
-    classDef git     fill:#f0fdf4,stroke:#22c55e,color:#14532d
-    classDef ci      fill:#fff7ed,stroke:#f97316,color:#7c2d12
-    classDef rc      fill:#fdf4ff,stroke:#d946ef,color:#701a75
-    classDef stable  fill:#ecfdf5,stroke:#10b981,color:#064e3b
+    classDef git      fill:#f0fdf4,stroke:#22c55e,color:#14532d
+    classDef ci       fill:#fff7ed,stroke:#f97316,color:#7c2d12
+    classDef rc       fill:#fdf4ff,stroke:#d946ef,color:#701a75
+    classDef stable   fill:#ecfdf5,stroke:#10b981,color:#064e3b
 ```
 
-## 1. Test documentation
+## 1. Create the release branch
 
-It is expected from the contributor to update the documentation as an when required along side the change in source code. Please use the below process to test the documentation:
+After all PRs for the release are merged into `main`, create a dedicated release branch.
 
-```sh
-cd docs/
+```{important}
+Always branch off from an up-to-date `main`. Never start a release from a stale local copy.
+```
+
+```bash
+git checkout main && git pull
+git checkout -b release/vX.Y.Z
+git push -u origin release/vX.Y.Z
+```
+
+## 2. Apply hotfixes and documentation updates
+
+Use the release branch to apply any last-minute bug fixes, dependency security patches, or documentation updates required before the release.
+
+```{note}
+Only **bug fixes and documentation changes** belong on the release branch. New features must target the next release cycle via `main`.
+```
+
+```{warning}
+If you update any dependencies (e.g. to resolve security findings), regenerate the lock file immediately:
+
+    poetry update <package>
+
+Then verify the change does not break any tests.
+```
+
+**Security audit** — run `pip-audit` and resolve any vulnerability with an available fix before bumping the version:
+
+```bash
+poetry run pip-audit
+```
+
+Vulnerabilities with no upstream fix available should be noted and tracked as known accepted risks.
+
+## 3. Quality checks
 
-make doctest
+Run all checks in the order shown below. **Each step must pass cleanly before proceeding to the next.**
+
+### 3.1 Linting
+
+```bash
+just lint
 ```
 
-Fix any docstring related issue, then proceed with next steps.
+Runs `ruff check --fix` and auto-corrects fixable issues. Review and manually resolve any remaining errors.
 
-## 2. Version update
+### 3.2 Formatting
+
+```bash
+just format
+```
 
-See **[Versioning](versioning.md)** for the full explanation of SemVer rules, commit types, and how `cz bump` works. The commands are summarised below.
+Runs `ruff format` to ensure consistent code style across the codebase.
 
-**For a stable release** — let `cz bump` derive the next version automatically from conventional commits:
+### 3.3 Pre-commit hooks
 
 ```bash
-cz bump
+just check
+```
+
+Runs all pre-commit hooks across all files: ruff lint/format, prettier (YAML/Markdown/JSON), and Pyright type checking.
+
+```{important}
+If `just check` modifies any files, stage and commit them before continuing:
+
+    git add -u && git commit -m "style: apply pre-commit formatting"
+```
+
+### 3.4 Unit tests
+
+```bash
+just test
+```
+
+Runs the full test suite with coverage reporting.
+
+```{warning}
+A test failure at this stage must be fixed on the release branch before proceeding. Do not skip, suppress, or comment out failing tests.
+```
+
+## 4. Documentation
+
+Build the HTML docs locally. Sphinx treats all warnings as errors (`-W`), so every warning must be resolved before proceeding.
+
+```bash
+just docs
+```
+
+Review the rendered output in `docs/_build/html/`. Check for broken links, missing API entries, and any rendering issues on new or changed pages.
+
+```{note}
+See the **[Documentation Guide](documentation.md)** for docstring conventions and tips on building docs locally.
+```
+
+## 5. Commit all changes
+
+Once all checks and the documentation build pass cleanly, stage and commit any outstanding changes:
+
+```bash
+git add -A
+git commit -m "chore(release): pre-release fixes and QA for vX.Y.Z"
+git push origin release/vX.Y.Z
+```
+
+```{note}
+Prefer `just commit` over a manual `git commit` to stay consistent with the conventional commit style enforced by commitizen.
+```
+
+## 6. Version bump
+
+```{important}
+Always run `--dry-run` first and review the proposed CHANGELOG entries carefully before applying the bump.
+```
+
+**Step 1 — preview:**
+
+```bash
+poetry run cz bump --dry-run
+```
+
+Inspect the output:
+
+- The proposed increment (MAJOR / MINOR / PATCH) matches expectations
+- The CHANGELOG entries are complete and correctly classified
+- There are no duplicate entries (can happen when multiple commits share identical messages)
+
+**Step 2 — apply:**
+
+```bash
+poetry run cz bump
 ```
 
 This will:
 
-- Determine the next version from conventional commits since the last tag
-- Update the version in `pyproject.toml`
-- Update `CHANGELOG.md`
-- Create a local commit `bump: version X.Y.Z-1 → X.Y.Z`
+- Update `version` in `pyproject.toml`
+- Append the new section to `CHANGELOG.md`
+- Create a local commit: `bump: version X.Y.Z-1 → X.Y.Z`
 
-**For a release candidate** — set the version explicitly (e.g. `1.7.0rc1`):
+**Step 3 — review the bump commit:**
 
 ```bash
-poetry version 1.7.0rc1
-poetry lock
+git show HEAD
+```
+
+Check that `pyproject.toml` shows the correct version and that `CHANGELOG.md` reads cleanly. Manually amend duplicate entries if present, then push:
+
+```bash
+git push origin release/vX.Y.Z
 ```
 
-Then update `CHANGELOG.md` manually and commit:
+**For a release candidate** — set the version explicitly instead of using `cz bump`:
 
 ```bash
+poetry version X.Y.ZrcN
+poetry lock
 git add pyproject.toml poetry.lock CHANGELOG.md
-git commit -m "bump: version 1.6.1 → 1.7.0rc1"
+git commit -m "bump: version X.Y.Z-1 → X.Y.ZrcN"
 ```
 
-The version number follows the format `major.minor.patch` for stable, or `major.minor.patchrcN` for release candidates.
+See **[Versioning](versioning.md)** for the full SemVer rules and commit-type reference.
 
-## 3. Tag and publish a release candidate
+## 7. Tag and publish a release candidate
 
-RC tags are pushed **directly from the release branch** — no PR to `main` required.
+RC tags are pushed **directly from the release branch** — no PR to `main` is required.
 
 ```bash
 git tag -a vX.Y.ZrcN -m "Release candidate vX.Y.ZrcN"
@@ -100,20 +221,22 @@ git push origin vX.Y.ZrcN
 
 This triggers `publish-testpypi.yml`, which publishes to **TestPyPI** and creates a GitHub pre-release.
 
-If issues are found, fix them on the release branch, bump to the next RC (`rcN+1`), and repeat.
+If issues are found, fix them on the release branch (return to step 2), bump to the next RC (`rcN+1`), and repeat.
 
-## 4. Release PR (stable only)
+## 8. Release PR (stable only)
 
-Once all RCs are approved, open a PR from `release/vX.Y.Z` to `main`:
+Once all RCs are approved (or skipping RC for a straightforward release), open a PR from `release/vX.Y.Z` to `main` on GitHub.
 
 - After review and approval, merge the PR
 - **Merging to `main` does NOT trigger a PyPI release**
 
-> **Promoting a model from experimental to stable?** Verify the [Model Promotion Policy](model_promotion_policy.md) checklist is complete before merging a release PR that includes a promotion.
+```{important}
+**Promoting a model from experimental to stable?** Verify the [Model Promotion Policy](model_promotion_policy.md) checklist is complete before merging a release PR that includes a promotion.
+```
 
-## 5. Create and push the stable tag
+## 9. Create and push the stable tag
 
-After the release PR is merged:
+After the release PR is merged into `main`:
 
 ```bash
 git checkout main && git pull
@@ -121,15 +244,25 @@ git tag -a vX.Y.Z -m "Release vX.Y.Z"
 git push origin vX.Y.Z
 ```
 
-## 6. Publish package
+```{warning}
+Pushing the tag triggers PyPI publication immediately and cannot be undone. Confirm that `main` is in the expected state and the version in `pyproject.toml` is correct before pushing.
+```
+
+## 10. Publish package
 
-The tag push automatically triggers the appropriate GitHub Actions workflow — see **[CI/CD](ci_cd.md)** for the full workflow details. In summary:
+The tag push automatically triggers the appropriate GitHub Actions workflow — see **[CI/CD](ci_cd.md)** for full details. In summary:
 
 - Stable tag (`vX.Y.Z`) → `publish-pypi.yml` → PyPI + GitHub Release
 - RC tag (`vX.Y.ZrcN`) → `publish-testpypi.yml` → TestPyPI + GitHub pre-release
 
-Both workflows use **OIDC Trusted Publishing** (no API tokens required).
+Both workflows use **OIDC Trusted Publishing** — no API tokens required.
+
+## 11. GitHub Release
+
+The GitHub Release is created automatically by the publish workflow. Once it appears, verify that:
 
-## 7. GitHub Release
+- The release notes reflect the correct CHANGELOG section
+- Assets (wheel and sdist) are attached
+- The release is marked stable (not pre-release) for a stable tag
 
-The GitHub Release is created automatically by the publish workflow. Verify the release notes are correct and add any manual context if needed.
+Add any manual context or migration notes to the release description if needed.

From f148b85096b561b5534dde181afeff1fd4b10e83 Mon Sep 17 00:00:00 2001
From: Manish Kumar <manish.kumar@basf.com>
Date: Sun, 24 May 2026 10:54:32 +0200
Subject: [PATCH 5/6] docs: add sidebar nav section separators to custom.css

---
 docs/_static/custom.css | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/docs/_static/custom.css b/docs/_static/custom.css
index a4fefa1..51afb28 100644
--- a/docs/_static/custom.css
+++ b/docs/_static/custom.css
@@ -228,6 +228,20 @@ html[data-theme="dark"] .highlight .p {
   color: #e6edf3;
 }
 
+/* ── Sidebar nav section separators ─────────────────────────────────────── */
+/* All p.caption elements are flat siblings inside a single <nav>.            */
+/* The ~ combinator targets every caption that follows the first one,         */
+/* adding a hairline rule above it without an orphan border at the top.       */
+#left-sidebar nav p.caption ~ p.caption {
+  border-top: 1px solid #d0d7de;
+  padding-top: 0.85rem;
+  margin-top: 0.5rem;
+}
+
+html[data-theme="dark"] #left-sidebar nav p.caption ~ p.caption {
+  border-top-color: #30363d;
+}
+
 /* ── List item spacing — Tailwind prose adds too much gap ────────────────── */
 /* Scoped to #content so sidebar/nav lists are unaffected */
 #content ul li,

From b66491ce2cb00a8d5f6d836cbb3d16fad699ceac Mon Sep 17 00:00:00 2001
From: Manish Kumar <manish.kumar@basf.com>
Date: Sun, 24 May 2026 10:56:12 +0200
Subject: [PATCH 6/6] docs: deduplicate changelog entry

---
 CHANGELOG.md | 1 -
 1 file changed, 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 64ad384..ccbc64b 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -13,7 +13,6 @@ Going forward, this file is updated automatically by `cz bump` on each release.
 
 ### Feat
 
-- stable/experimental model split, save/load, and bug fixes
 - stable/experimental model split, save/load, and bug fixes
 - **models**: add save/load, fix get_params and LSS family pickling
 - stable and experimental model separation