From c06b3b971fee15cb95e2b0ac996b7d4374871db4 Mon Sep 17 00:00:00 2001
From: Aki Ariga <chezou+github@gmail.com>
Date: Fri, 6 Dec 2024 17:34:22 -0800
Subject: [PATCH 01/12] Bump minimum Python version to 3.9

This change makes Python 3.12 installation easier, especially by
preventing pandas build since locked pandas version does not have wheels
for Python 3.12.
---
 CONTRIBUTING.rst  |   2 +-
 docker/Dockerfile |   2 +-
 poetry.lock       | 120 ++--------------------------------------------
 pyproject.toml    |   9 +---
 4 files changed, 9 insertions(+), 124 deletions(-)

diff --git a/CONTRIBUTING.rst b/CONTRIBUTING.rst
index aaee7b4b..18ccfb7c 100644
--- a/CONTRIBUTING.rst
+++ b/CONTRIBUTING.rst
@@ -33,7 +33,7 @@ Pull Request Process
 #. Create a virtual environment and install dependencies including all 
    extras and development dependencies.
    
-   #. Make sure you have ``python>=3.8`` and ``poetry>=1.5.0`` installed
+   #. Make sure you have ``python>=3.9`` and ``poetry>=1.5.0`` installed
    #. Deactivate any active virtual environments. Deactivate conda ``base``
       environment if applicable
    #. Run ``make install`` command which will create a virtual env and
diff --git a/docker/Dockerfile b/docker/Dockerfile
index 1eebf1eb..594911ba 100644
--- a/docker/Dockerfile
+++ b/docker/Dockerfile
@@ -1,4 +1,4 @@
-FROM python:3.8
+FROM python:3.9
 
 WORKDIR /usr/app
 
diff --git a/poetry.lock b/poetry.lock
index d82973f6..cc7d17d9 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.5 and should not be changed by hand.
 
 [[package]]
 name = "aiohttp"
@@ -121,9 +121,6 @@ files = [
     {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
 ]
 
-[package.dependencies]
-typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.9\""}
-
 [[package]]
 name = "appnope"
 version = "0.1.4"
@@ -881,24 +878,6 @@ docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.link
 perf = ["ipython"]
 testing = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
 
-[[package]]
-name = "importlib-resources"
-version = "6.4.0"
-description = "Read resources from Python packages"
-optional = true
-python-versions = ">=3.8"
-files = [
-    {file = "importlib_resources-6.4.0-py3-none-any.whl", hash = "sha256:50d10f043df931902d4194ea07ec57960f66a80449ff867bfe782b4c486ba78c"},
-    {file = "importlib_resources-6.4.0.tar.gz", hash = "sha256:cdb2b453b8046ca4e3798eb1d84f3cce1446a0e8e7b5ef4efb600f19fc398145"},
-]
-
-[package.dependencies]
-zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
-
-[package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["jaraco.test (>=5.4)", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)", "zipp (>=3.17)"]
-
 [[package]]
 name = "iniconfig"
 version = "2.0.0"
@@ -1058,9 +1037,7 @@ files = [
 
 [package.dependencies]
 attrs = ">=22.2.0"
-importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""}
 jsonschema-specifications = ">=2023.03.6"
-pkgutil-resolve-name = {version = ">=1.3.10", markers = "python_version < \"3.9\""}
 referencing = ">=0.28.4"
 rpds-py = ">=0.7.1"
 
@@ -1080,7 +1057,6 @@ files = [
 ]
 
 [package.dependencies]
-importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""}
 referencing = ">=0.31.0"
 
 [[package]]
@@ -1592,43 +1568,6 @@ numpy = {version = ">=1.10.0", markers = "python_version >= \"3.5\""}
 psutil = "*"
 pybind11 = ">=2.2.3"
 
-[[package]]
-name = "numpy"
-version = "1.24.4"
-description = "Fundamental package for array computing in Python"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "numpy-1.24.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c0bfb52d2169d58c1cdb8cc1f16989101639b34c7d3ce60ed70b19c63eba0b64"},
-    {file = "numpy-1.24.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:ed094d4f0c177b1b8e7aa9cba7d6ceed51c0e569a5318ac0ca9a090680a6a1b1"},
-    {file = "numpy-1.24.4-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:79fc682a374c4a8ed08b331bef9c5f582585d1048fa6d80bc6c35bc384eee9b4"},
-    {file = "numpy-1.24.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7ffe43c74893dbf38c2b0a1f5428760a1a9c98285553c89e12d70a96a7f3a4d6"},
-    {file = "numpy-1.24.4-cp310-cp310-win32.whl", hash = "sha256:4c21decb6ea94057331e111a5bed9a79d335658c27ce2adb580fb4d54f2ad9bc"},
-    {file = "numpy-1.24.4-cp310-cp310-win_amd64.whl", hash = "sha256:b4bea75e47d9586d31e892a7401f76e909712a0fd510f58f5337bea9572c571e"},
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-    {file = "numpy-1.24.4-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:222e40d0e2548690405b0b3c7b21d1169117391c2e82c378467ef9ab4c8f0da7"},
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-    {file = "numpy-1.24.4-cp39-cp39-win_amd64.whl", hash = "sha256:befe2bf740fd8373cf56149a5c23a0f601e82869598d41f8e188a0e9869926f8"},
-    {file = "numpy-1.24.4-pp38-pypy38_pp73-macosx_10_9_x86_64.whl", hash = "sha256:31f13e25b4e304632a4619d0e0777662c2ffea99fcae2029556b17d8ff958aef"},
-    {file = "numpy-1.24.4-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:95f7ac6540e95bc440ad77f56e520da5bf877f87dca58bd095288dce8940532a"},
-    {file = "numpy-1.24.4-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:e98f220aa76ca2a977fe435f5b04d7b3470c0a2e6312907b37ba6068f26787f2"},
-    {file = "numpy-1.24.4.tar.gz", hash = "sha256:80f5e3a4e498641401868df4208b74581206afbee7cf7b8329daae82676d9463"},
-]
-
 [[package]]
 name = "numpy"
 version = "1.26.4"
@@ -1811,6 +1750,7 @@ description = "Nvidia JIT LTO Library"
 optional = true
 python-versions = ">=3"
 files = [
+    {file = "nvidia_nvjitlink_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:4abe7fef64914ccfa909bc2ba39739670ecc9e820c83ccc7a6ed414122599b83"},
     {file = "nvidia_nvjitlink_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:06b3b9b25bf3f8af351d664978ca26a16d2c5127dbd53c0497e28d1fb9611d57"},
     {file = "nvidia_nvjitlink_cu12-12.4.127-py3-none-win_amd64.whl", hash = "sha256:fd9020c501d27d135f983c6d3e244b197a7ccad769e34df53a42e276b0e25fa1"},
 ]
@@ -1980,17 +1920,6 @@ files = [
     {file = "pickleshare-0.7.5.tar.gz", hash = "sha256:87683d47965c1da65cdacaf31c8441d12b8044cdec9aca500cd78fc2c683afca"},
 ]
 
-[[package]]
-name = "pkgutil-resolve-name"
-version = "1.3.10"
-description = "Resolve a name to an object."
-optional = true
-python-versions = ">=3.6"
-files = [
-    {file = "pkgutil_resolve_name-1.3.10-py3-none-any.whl", hash = "sha256:ca27cc078d25c5ad71a9de0a7a330146c4e014c2462d9af19c6b828280649c5e"},
-    {file = "pkgutil_resolve_name-1.3.10.tar.gz", hash = "sha256:357d6c9e6a755653cfd78893817c0853af365dd51ec97f3d358a819373bbd174"},
-]
-
 [[package]]
 name = "platformdirs"
 version = "4.2.2"
@@ -2497,6 +2426,7 @@ files = [
     {file = "PyYAML-6.0.1-cp311-cp311-win_amd64.whl", hash = "sha256:bf07ee2fef7014951eeb99f56f39c9bb4af143d8aa3c21b1677805985307da34"},
     {file = "PyYAML-6.0.1-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:855fb52b0dc35af121542a76b9a84f8d1cd886ea97c84703eaa6d88e37a2ad28"},
     {file = "PyYAML-6.0.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:40df9b996c2b73138957fe23a16a4f0ba614f4c0efce1e9406a184b6d07fa3a9"},
+    {file = "PyYAML-6.0.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a08c6f0fe150303c1c6b71ebcd7213c2858041a7e01975da3a99aed1e7a378ef"},
     {file = "PyYAML-6.0.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6c22bec3fbe2524cde73d7ada88f6566758a8f7227bfbf93a408a9d86bcc12a0"},
     {file = "PyYAML-6.0.1-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:8d4e9c88387b0f5c7d5f281e55304de64cf7f9c0021a3525bd3b1c542da3b0e4"},
     {file = "PyYAML-6.0.1-cp312-cp312-win32.whl", hash = "sha256:d483d2cdf104e7c9fa60c544d92981f12ad66a457afae824d146093b8c294c54"},
@@ -2616,7 +2546,6 @@ files = [
 [package.dependencies]
 markdown-it-py = ">=2.2.0"
 pygments = ">=2.13.0,<3.0.0"
-typing-extensions = {version = ">=4.0.0,<5.0", markers = "python_version < \"3.9\""}
 
 [package.extras]
 jupyter = ["ipywidgets (>=7.5.1,<9)"]
@@ -2780,44 +2709,6 @@ docs = ["Pillow (>=7.1.2)", "matplotlib (>=3.1.3)", "memory-profiler (>=0.57.0)"
 examples = ["matplotlib (>=3.1.3)", "pandas (>=1.0.5)", "plotly (>=5.14.0)", "pooch (>=1.6.0)", "scikit-image (>=0.16.2)", "seaborn (>=0.9.0)"]
 tests = ["black (>=23.3.0)", "matplotlib (>=3.1.3)", "mypy (>=1.3)", "numpydoc (>=1.2.0)", "pandas (>=1.0.5)", "pooch (>=1.6.0)", "pyamg (>=4.0.0)", "pytest (>=7.1.2)", "pytest-cov (>=2.9.0)", "ruff (>=0.0.272)", "scikit-image (>=0.16.2)"]
 
-[[package]]
-name = "scipy"
-version = "1.10.1"
-description = "Fundamental algorithms for scientific computing in Python"
-optional = false
-python-versions = "<3.12,>=3.8"
-files = [
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-    {file = "scipy-1.10.1.tar.gz", hash = "sha256:2cf9dfb80a7b4589ba4c40ce7588986d6d5cebc5457cad2c2880f6bc2d42f3a5"},
-]
-
-[package.dependencies]
-numpy = ">=1.19.5,<1.27.0"
-
-[package.extras]
-dev = ["click", "doit (>=0.36.0)", "flake8", "mypy", "pycodestyle", "pydevtool", "rich-click", "typing_extensions"]
-doc = ["matplotlib (>2)", "numpydoc", "pydata-sphinx-theme (==0.9.0)", "sphinx (!=4.1.0)", "sphinx-design (>=0.2.0)"]
-test = ["asv", "gmpy2", "mpmath", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
-
 [[package]]
 name = "scipy"
 version = "1.12.0"
@@ -3149,7 +3040,6 @@ lightning-utilities = ">=0.8.0"
 numpy = ">1.20.0"
 packaging = ">17.1"
 torch = ">=1.10.0"
-typing-extensions = {version = "*", markers = "python_version < \"3.9\""}
 
 [package.extras]
 all = ["SciencePlots (>=2.0.0)", "ipadic (>=1.0.0)", "matplotlib (>=3.3.0)", "mecab-python3 (>=1.0.6)", "mypy (==1.9.0)", "nltk (>=3.6)", "piq (<=0.8.0)", "pretty-errors (>=1.2.0)", "pycocotools (>2.0.0)", "pystoi (>=0.3.0)", "regex (>=2021.9.24)", "scipy (>1.0.0)", "sentencepiece (>=0.2.0)", "torch (==2.3.0)", "torch-fidelity (<=0.4.0)", "torchaudio (>=0.10.0)", "torchvision (>=0.8)", "tqdm (>=4.41.0)", "transformers (>4.4.0)", "transformers (>=4.10.0)", "types-PyYAML", "types-emoji", "types-protobuf", "types-requests", "types-setuptools", "types-six", "types-tabulate"]
@@ -3451,5 +3341,5 @@ visuals = ["ipywidgets", "nbformat", "plotly"]
 
 [metadata]
 lock-version = "2.0"
-python-versions = ">=3.8.1, <3.13"
-content-hash = "b438e4df96baa0eba69afba0bbdc725f7a860c9ccb96c6c139057d31dd704381"
+python-versions = ">=3.9, <3.13"
+content-hash = "ad20da33c81e7b25a00b389ac8cfac0170fc71dc7c79845a4de49f2119c36ecb"
diff --git a/pyproject.toml b/pyproject.toml
index 58ebf912..b6a059d7 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -34,7 +34,6 @@ keywords = [
 classifiers = [
     "Development Status :: 3 - Alpha",
     "Topic :: Scientific/Engineering :: Artificial Intelligence",
-    "Programming Language :: Python :: 3.8",
     "Programming Language :: Python :: 3.9",
     "Programming Language :: Python :: 3.10",
     "Programming Language :: Python :: 3.11",
@@ -53,17 +52,13 @@ packages = [
 
 
 [tool.poetry.dependencies]
-python = ">=3.8.1, <3.13"
+python = ">=3.9, <3.13"
 numpy = [
-    {version = ">=1.19.5, <2.0.0", python = "3.8"},  # for compatibility with scipy
     {version = ">=1.22, <2.0.0", python = ">=3.9, <3.12"},
     {version = ">=1.26, <2.0.0", python = ">=3.12"}  # numpy <1.26 fails to install on Python 3.12
 ]
 pandas = ">=1.5.0, <3.0.0"
-scipy = [
-    {version = "^1.9.1, <1.11", python = "3.8"},  # since 1.11 scipy doesn't support python 3.8
-    {version = "^1.10.1, <1.13", python = ">=3.9"},  # in 1.13 were introduced significant changes breaking our logic
-]
+scipy = "^1.10.1, <1.13"
 tqdm = "^4.27.0"
 implicit = "^0.7.1"
 attrs = ">=19.1.0,<24.0.0"

From c61d7ef8399c387a709dac9196dd0c68e84514b9 Mon Sep 17 00:00:00 2001
From: Aki Ariga <chezou+github@gmail.com>
Date: Fri, 6 Dec 2024 17:36:16 -0800
Subject: [PATCH 02/12] Update GitHub actions

---
 .github/workflows/publish.yml     |  4 ++--
 .github/workflows/publish_dev.yml |  4 ++--
 .github/workflows/test.yml        | 14 +++++++-------
 3 files changed, 11 insertions(+), 11 deletions(-)

diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml
index 2c6343f3..7aeb74bc 100644
--- a/.github/workflows/publish.yml
+++ b/.github/workflows/publish.yml
@@ -21,10 +21,10 @@ jobs:
           GITHUB_CONTEXT: ${{ toJson(github) }}
         run: echo "$GITHUB_CONTEXT"
 
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v4
 
       - name: Set up Python
-        uses: actions/setup-python@v2
+        uses: actions/setup-python@v5
         with:
           python-version: "3.10"
 
diff --git a/.github/workflows/publish_dev.yml b/.github/workflows/publish_dev.yml
index bab93b86..66dedb28 100644
--- a/.github/workflows/publish_dev.yml
+++ b/.github/workflows/publish_dev.yml
@@ -19,10 +19,10 @@ jobs:
           GITHUB_CONTEXT: ${{ toJson(github) }}
         run: echo "$GITHUB_CONTEXT"
 
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v4
 
       - name: Set up Python
-        uses: actions/setup-python@v2
+        uses: actions/setup-python@v5
         with:
           python-version: "3.10"
 
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index df1a74b3..d89f9634 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -13,10 +13,10 @@ jobs:
     runs-on: ubuntu-22.04
 
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v4
 
       - name: Set up Python
-        uses: actions/setup-python@v2
+        uses: actions/setup-python@v5
         with:
           python-version: "3.10"
 
@@ -25,7 +25,7 @@ jobs:
 
       - name: Load cached venv
         id: cached-poetry-dependencies
-        uses: actions/cache@v3
+        uses: actions/cache@v4
         with:
           path: .venv
           key: venv-lint-${{ runner.os }}-${{ hashFiles('**/poetry.lock') }}
@@ -43,13 +43,13 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
-        python-version: [ "3.8", "3.9", "3.10", "3.11", "3.12" ]
+        python-version: [ "3.9", "3.10", "3.11", "3.12" ]
 
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v4
 
       - name: Set up Python
-        uses: actions/setup-python@v2
+        uses: actions/setup-python@v5
         with:
           python-version: ${{ matrix.python-version }}
 
@@ -58,7 +58,7 @@ jobs:
 
       - name: Load cached venv
         id: cached-poetry-dependencies
-        uses: actions/cache@v3
+        uses: actions/cache@v4
         with:
           path: .venv
           key: venv-test-${{ runner.os }}-${{ matrix.python-version }}-${{ hashFiles('**/poetry.lock') }}

From 3f7d626fcb88bca9bb369ea87d8712a7cf36e0be Mon Sep 17 00:00:00 2001
From: Aki Ariga <chezou+github@gmail.com>
Date: Fri, 6 Dec 2024 17:45:34 -0800
Subject: [PATCH 03/12] Update RTD environment

---
 .readthedocs.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.readthedocs.yml b/.readthedocs.yml
index d7b80d4a..f83e8768 100644
--- a/.readthedocs.yml
+++ b/.readthedocs.yml
@@ -1,9 +1,9 @@
 version: 2
 
 build:
-  os: ubuntu-20.04
+  os: ubuntu-22.04
   tools:
-    python: "3.8"
+    python: "3.12"
   jobs:
     pre_build:
       - cp -r examples docs/source/

From 0cfca38a780641180fd027d1922cf0cde4fedb6f Mon Sep 17 00:00:00 2001
From: Aki Ariga <chezou+github@gmail.com>
Date: Fri, 6 Dec 2024 17:58:27 -0800
Subject: [PATCH 04/12] Bump poetry.lock for pandas update

---
 poetry.lock | 123 ++++++++++++++++++++++++++++++----------------------
 1 file changed, 71 insertions(+), 52 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index cc7d17d9..819f6ae2 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1779,70 +1779,89 @@ files = [
 
 [[package]]
 name = "pandas"
-version = "2.0.3"
+version = "2.2.3"
 description = "Powerful data structures for data analysis, time series, and statistics"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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-    {file = "pandas-2.0.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:f167beed68918d62bffb6ec64f2e1d8a7d297a038f86d4aed056b9493fca407f"},
-    {file = "pandas-2.0.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ce0c6f76a0f1ba361551f3e6dceaff06bde7514a374aa43e33b588ec10420183"},
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+    {file = "pandas-2.2.3.tar.gz", hash = "sha256:4f18ba62b61d7e192368b84517265a99b4d7ee8912f8708660fb4a366cc82667"},
 ]
 
 [package.dependencies]
 numpy = [
-    {version = ">=1.20.3", markers = "python_version < \"3.10\""},
-    {version = ">=1.21.0", markers = "python_version >= \"3.10\" and python_version < \"3.11\""},
-    {version = ">=1.23.2", markers = "python_version >= \"3.11\""},
+    {version = ">=1.22.4", markers = "python_version < \"3.11\""},
+    {version = ">=1.23.2", markers = "python_version == \"3.11\""},
+    {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
 ]
 python-dateutil = ">=2.8.2"
 pytz = ">=2020.1"
-tzdata = ">=2022.1"
+tzdata = ">=2022.7"
 
 [package.extras]
-all = ["PyQt5 (>=5.15.1)", "SQLAlchemy (>=1.4.16)", "beautifulsoup4 (>=4.9.3)", "bottleneck (>=1.3.2)", "brotlipy (>=0.7.0)", "fastparquet (>=0.6.3)", "fsspec (>=2021.07.0)", "gcsfs (>=2021.07.0)", "html5lib (>=1.1)", "hypothesis (>=6.34.2)", "jinja2 (>=3.0.0)", "lxml (>=4.6.3)", "matplotlib (>=3.6.1)", "numba (>=0.53.1)", "numexpr (>=2.7.3)", "odfpy (>=1.4.1)", "openpyxl (>=3.0.7)", "pandas-gbq (>=0.15.0)", "psycopg2 (>=2.8.6)", "pyarrow (>=7.0.0)", "pymysql (>=1.0.2)", "pyreadstat (>=1.1.2)", "pytest (>=7.3.2)", "pytest-asyncio (>=0.17.0)", "pytest-xdist (>=2.2.0)", "python-snappy (>=0.6.0)", "pyxlsb (>=1.0.8)", "qtpy (>=2.2.0)", "s3fs (>=2021.08.0)", "scipy (>=1.7.1)", "tables (>=3.6.1)", "tabulate (>=0.8.9)", "xarray (>=0.21.0)", "xlrd (>=2.0.1)", "xlsxwriter (>=1.4.3)", "zstandard (>=0.15.2)"]
-aws = ["s3fs (>=2021.08.0)"]
-clipboard = ["PyQt5 (>=5.15.1)", "qtpy (>=2.2.0)"]
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-feather = ["pyarrow (>=7.0.0)"]
-fss = ["fsspec (>=2021.07.0)"]
-gcp = ["gcsfs (>=2021.07.0)", "pandas-gbq (>=0.15.0)"]
-hdf5 = ["tables (>=3.6.1)"]
-html = ["beautifulsoup4 (>=4.9.3)", "html5lib (>=1.1)", "lxml (>=4.6.3)"]
-mysql = ["SQLAlchemy (>=1.4.16)", "pymysql (>=1.0.2)"]
-output-formatting = ["jinja2 (>=3.0.0)", "tabulate (>=0.8.9)"]
-parquet = ["pyarrow (>=7.0.0)"]
-performance = ["bottleneck (>=1.3.2)", "numba (>=0.53.1)", "numexpr (>=2.7.1)"]
-plot = ["matplotlib (>=3.6.1)"]
-postgresql = ["SQLAlchemy (>=1.4.16)", "psycopg2 (>=2.8.6)"]
-spss = ["pyreadstat (>=1.1.2)"]
-sql-other = ["SQLAlchemy (>=1.4.16)"]
-test = ["hypothesis (>=6.34.2)", "pytest (>=7.3.2)", "pytest-asyncio (>=0.17.0)", "pytest-xdist (>=2.2.0)"]
-xml = ["lxml (>=4.6.3)"]
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+aws = ["s3fs (>=2022.11.0)"]
+clipboard = ["PyQt5 (>=5.15.9)", "qtpy (>=2.3.0)"]
+compression = ["zstandard (>=0.19.0)"]
+computation = ["scipy (>=1.10.0)", "xarray (>=2022.12.0)"]
+consortium-standard = ["dataframe-api-compat (>=0.1.7)"]
+excel = ["odfpy (>=1.4.1)", "openpyxl (>=3.1.0)", "python-calamine (>=0.1.7)", "pyxlsb (>=1.0.10)", "xlrd (>=2.0.1)", "xlsxwriter (>=3.0.5)"]
+feather = ["pyarrow (>=10.0.1)"]
+fss = ["fsspec (>=2022.11.0)"]
+gcp = ["gcsfs (>=2022.11.0)", "pandas-gbq (>=0.19.0)"]
+hdf5 = ["tables (>=3.8.0)"]
+html = ["beautifulsoup4 (>=4.11.2)", "html5lib (>=1.1)", "lxml (>=4.9.2)"]
+mysql = ["SQLAlchemy (>=2.0.0)", "pymysql (>=1.0.2)"]
+output-formatting = ["jinja2 (>=3.1.2)", "tabulate (>=0.9.0)"]
+parquet = ["pyarrow (>=10.0.1)"]
+performance = ["bottleneck (>=1.3.6)", "numba (>=0.56.4)", "numexpr (>=2.8.4)"]
+plot = ["matplotlib (>=3.6.3)"]
+postgresql = ["SQLAlchemy (>=2.0.0)", "adbc-driver-postgresql (>=0.8.0)", "psycopg2 (>=2.9.6)"]
+pyarrow = ["pyarrow (>=10.0.1)"]
+spss = ["pyreadstat (>=1.2.0)"]
+sql-other = ["SQLAlchemy (>=2.0.0)", "adbc-driver-postgresql (>=0.8.0)", "adbc-driver-sqlite (>=0.8.0)"]
+test = ["hypothesis (>=6.46.1)", "pytest (>=7.3.2)", "pytest-xdist (>=2.2.0)"]
+xml = ["lxml (>=4.9.2)"]
 
 [[package]]
 name = "parso"

From 4e59dd4ac7ab1b7d49105a3e5aa14eee8bcc6586 Mon Sep 17 00:00:00 2001
From: Aki Ariga <chezou+github@gmail.com>
Date: Fri, 6 Dec 2024 18:05:47 -0800
Subject: [PATCH 05/12] Add Python 3.13

---
 .github/workflows/test.yml |   2 +-
 poetry.lock                | 250 ++++++++++++++++++++++++++++++-------
 pyproject.toml             |  15 ++-
 3 files changed, 218 insertions(+), 49 deletions(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index d89f9634..aae764e8 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -43,7 +43,7 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
-        python-version: [ "3.9", "3.10", "3.11", "3.12" ]
+        python-version: [ "3.9", "3.10", "3.11", "3.12", "3.13" ]
 
     steps:
       - uses: actions/checkout@v4
diff --git a/poetry.lock b/poetry.lock
index 819f6ae2..d46ff312 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1613,6 +1613,70 @@ files = [
     {file = "numpy-1.26.4.tar.gz", hash = "sha256:2a02aba9ed12e4ac4eb3ea9421c420301a0c6460d9830d74a9df87efa4912010"},
 ]
 
+[[package]]
+name = "numpy"
+version = "2.1.3"
+description = "Fundamental package for array computing in Python"
+optional = false
+python-versions = ">=3.10"
+files = [
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+
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+
+[package.extras]
+dev = ["cython-lint (>=0.12.2)", "doit (>=0.36.0)", "mypy", "pycodestyle", "pydevtool", "rich-click", "ruff", "types-psutil", "typing_extensions"]
+doc = ["jupyterlite-pyodide-kernel", "jupyterlite-sphinx (>=0.12.0)", "jupytext", "matplotlib (>=3.5)", "myst-nb", "numpydoc", "pooch", "pydata-sphinx-theme (>=0.15.2)", "sphinx (>=5.0.0)", "sphinx-design (>=0.4.0)"]
+test = ["array-api-strict", "asv", "gmpy2", "hypothesis (>=6.30)", "mpmath", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
+
+[[package]]
+name = "scipy"
+version = "1.14.1"
+description = "Fundamental algorithms for scientific computing in Python"
+optional = false
+python-versions = ">=3.10"
+files = [
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+    {file = "scipy-1.14.1.tar.gz", hash = "sha256:5a275584e726026a5699459aa72f828a610821006228e841b94275c4a7c08417"},
+]
+
+[package.dependencies]
+numpy = ">=1.23.5,<2.3"
+
+[package.extras]
+dev = ["cython-lint (>=0.12.2)", "doit (>=0.36.0)", "mypy (==1.10.0)", "pycodestyle", "pydevtool", "rich-click", "ruff (>=0.0.292)", "types-psutil", "typing_extensions"]
+doc = ["jupyterlite-pyodide-kernel", "jupyterlite-sphinx (>=0.13.1)", "jupytext", "matplotlib (>=3.5)", "myst-nb", "numpydoc", "pooch", "pydata-sphinx-theme (>=0.15.2)", "sphinx (>=5.0.0,<=7.3.7)", "sphinx-design (>=0.4.0)"]
+test = ["Cython", "array-api-strict (>=2.0)", "asv", "gmpy2", "hypothesis (>=6.30)", "meson", "mpmath", "ninja", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
+
 [[package]]
 name = "setuptools"
 version = "75.3.0"
@@ -3360,5 +3522,5 @@ visuals = ["ipywidgets", "nbformat", "plotly"]
 
 [metadata]
 lock-version = "2.0"
-python-versions = ">=3.9, <3.13"
-content-hash = "ad20da33c81e7b25a00b389ac8cfac0170fc71dc7c79845a4de49f2119c36ecb"
+python-versions = ">=3.9, <3.14"
+content-hash = "8f15522b9a1eb3e008667c433e6eb2857569135de947c9fdc8773ae8e2a86d53"
diff --git a/pyproject.toml b/pyproject.toml
index b6a059d7..62308a16 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -52,13 +52,20 @@ packages = [
 
 
 [tool.poetry.dependencies]
-python = ">=3.9, <3.13"
+python = ">=3.9, <3.14"
 numpy = [
     {version = ">=1.22, <2.0.0", python = ">=3.9, <3.12"},
-    {version = ">=1.26, <2.0.0", python = ">=3.12"}  # numpy <1.26 fails to install on Python 3.12
+    {version = ">=1.26, <2.0.0", python = "==3.12"},  # numpy <1.26 fails to install on Python 3.12
+    {version = ">=2.1.0, <3.0.0", python = ">=3.13"}  # numpy <2.1 fails to install on Python 3.13
+]
+pandas = [
+    {version = ">=1.5.0, <3.0.0", python = ">=3.9, <3.12"},
+    {version = ">=2.2.3, <3.0.0", python = ">=3.13"}  # pandas <2.2.3 fails to install on Python 3.13
+]
+scipy = [
+    {version = "^1.10.1, <1.13", python = ">=3.9, <3.12"},
+    {version = ">=1.14.1, <2.0.0", python = ">=3.13"}  # scipy <1.13 fails to install on Python 3.13
 ]
-pandas = ">=1.5.0, <3.0.0"
-scipy = "^1.10.1, <1.13"
 tqdm = "^4.27.0"
 implicit = "^0.7.1"
 attrs = ">=19.1.0,<24.0.0"

From 04569bed30ed31dfef383b56c56cd9c1ee03bca6 Mon Sep 17 00:00:00 2001
From: Aki Ariga <chezou+github@gmail.com>
Date: Fri, 6 Dec 2024 18:24:22 -0800
Subject: [PATCH 06/12] Revert "Add Python 3.13"

This reverts commit 3b261487965ddef1a6502510856b7b68b607f765.
---
 .github/workflows/test.yml |   2 +-
 poetry.lock                | 250 +++++++------------------------------
 pyproject.toml             |  15 +--
 3 files changed, 49 insertions(+), 218 deletions(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index aae764e8..d89f9634 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -43,7 +43,7 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
-        python-version: [ "3.9", "3.10", "3.11", "3.12", "3.13" ]
+        python-version: [ "3.9", "3.10", "3.11", "3.12" ]
 
     steps:
       - uses: actions/checkout@v4
diff --git a/poetry.lock b/poetry.lock
index d46ff312..819f6ae2 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1613,70 +1613,6 @@ files = [
     {file = "numpy-1.26.4.tar.gz", hash = "sha256:2a02aba9ed12e4ac4eb3ea9421c420301a0c6460d9830d74a9df87efa4912010"},
 ]
 
-[[package]]
-name = "numpy"
-version = "2.1.3"
-description = "Fundamental package for array computing in Python"
-optional = false
-python-versions = ">=3.10"
-files = [
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 [[package]]
 name = "scipy"
@@ -2840,98 +2770,6 @@ dev = ["click", "cython-lint (>=0.12.2)", "doit (>=0.36.0)", "mypy", "pycodestyl
 doc = ["jupytext", "matplotlib (>2)", "myst-nb", "numpydoc", "pooch", "pydata-sphinx-theme (==0.9.0)", "sphinx (!=4.1.0)", "sphinx-design (>=0.2.0)"]
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-[package.extras]
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-
-[[package]]
-name = "scipy"
-version = "1.14.1"
-description = "Fundamental algorithms for scientific computing in Python"
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-python-versions = ">=3.10"
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-    {file = "scipy-1.14.1.tar.gz", hash = "sha256:5a275584e726026a5699459aa72f828a610821006228e841b94275c4a7c08417"},
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-
-[package.dependencies]
-numpy = ">=1.23.5,<2.3"
-
-[package.extras]
-dev = ["cython-lint (>=0.12.2)", "doit (>=0.36.0)", "mypy (==1.10.0)", "pycodestyle", "pydevtool", "rich-click", "ruff (>=0.0.292)", "types-psutil", "typing_extensions"]
-doc = ["jupyterlite-pyodide-kernel", "jupyterlite-sphinx (>=0.13.1)", "jupytext", "matplotlib (>=3.5)", "myst-nb", "numpydoc", "pooch", "pydata-sphinx-theme (>=0.15.2)", "sphinx (>=5.0.0,<=7.3.7)", "sphinx-design (>=0.4.0)"]
-test = ["Cython", "array-api-strict (>=2.0)", "asv", "gmpy2", "hypothesis (>=6.30)", "meson", "mpmath", "ninja", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
-
 [[package]]
 name = "setuptools"
 version = "75.3.0"
@@ -3522,5 +3360,5 @@ visuals = ["ipywidgets", "nbformat", "plotly"]
 
 [metadata]
 lock-version = "2.0"
-python-versions = ">=3.9, <3.14"
-content-hash = "8f15522b9a1eb3e008667c433e6eb2857569135de947c9fdc8773ae8e2a86d53"
+python-versions = ">=3.9, <3.13"
+content-hash = "ad20da33c81e7b25a00b389ac8cfac0170fc71dc7c79845a4de49f2119c36ecb"
diff --git a/pyproject.toml b/pyproject.toml
index 62308a16..b6a059d7 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -52,20 +52,13 @@ packages = [
 
 
 [tool.poetry.dependencies]
-python = ">=3.9, <3.14"
+python = ">=3.9, <3.13"
 numpy = [
     {version = ">=1.22, <2.0.0", python = ">=3.9, <3.12"},
-    {version = ">=1.26, <2.0.0", python = "==3.12"},  # numpy <1.26 fails to install on Python 3.12
-    {version = ">=2.1.0, <3.0.0", python = ">=3.13"}  # numpy <2.1 fails to install on Python 3.13
-]
-pandas = [
-    {version = ">=1.5.0, <3.0.0", python = ">=3.9, <3.12"},
-    {version = ">=2.2.3, <3.0.0", python = ">=3.13"}  # pandas <2.2.3 fails to install on Python 3.13
-]
-scipy = [
-    {version = "^1.10.1, <1.13", python = ">=3.9, <3.12"},
-    {version = ">=1.14.1, <2.0.0", python = ">=3.13"}  # scipy <1.13 fails to install on Python 3.13
+    {version = ">=1.26, <2.0.0", python = ">=3.12"}  # numpy <1.26 fails to install on Python 3.12
 ]
+pandas = ">=1.5.0, <3.0.0"
+scipy = "^1.10.1, <1.13"
 tqdm = "^4.27.0"
 implicit = "^0.7.1"
 attrs = ">=19.1.0,<24.0.0"

From b765b56b761e7cfca35ee3dfd71ffe654fc7ee68 Mon Sep 17 00:00:00 2001
From: Aki Ariga <chezou+github@gmail.com>
Date: Fri, 6 Dec 2024 18:31:03 -0800
Subject: [PATCH 07/12] poetry lock

---
 poetry.lock | 2586 ++++++++++++++++++++++++++++-----------------------
 1 file changed, 1431 insertions(+), 1155 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 819f6ae2..56ca0b65 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,100 +1,113 @@
 # This file is automatically @generated by Poetry 1.8.5 and should not be changed by hand.
 
 [[package]]
-name = "aiohttp"
-version = "3.9.5"
-description = "Async http client/server framework (asyncio)"
+name = "aiohappyeyeballs"
+version = "2.4.4"
+description = "Happy Eyeballs for asyncio"
 optional = true
 python-versions = ">=3.8"
 files = [
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+]
+
+[package.dependencies]
+aiohappyeyeballs = ">=2.3.0"
 aiosignal = ">=1.1.2"
-async-timeout = {version = ">=4.0,<5.0", markers = "python_version < \"3.11\""}
+async-timeout = {version = ">=4.0,<6.0", markers = "python_version < \"3.11\""}
 attrs = ">=17.3.0"
 frozenlist = ">=1.1.1"
 multidict = ">=4.5,<7.0"
-yarl = ">=1.0,<2.0"
+propcache = ">=0.2.0"
+yarl = ">=1.17.0,<2.0"
 
 [package.extras]
-speedups = ["Brotli", "aiodns", "brotlicffi"]
+speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
 
 [[package]]
 name = "aiosignal"
@@ -121,17 +134,6 @@ files = [
     {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
 ]
 
-[[package]]
-name = "appnope"
-version = "0.1.4"
-description = "Disable App Nap on macOS >= 10.9"
-optional = true
-python-versions = ">=3.6"
-files = [
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-]
-
 [[package]]
 name = "astroid"
 version = "3.1.0"
@@ -148,31 +150,28 @@ typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "asttokens"
-version = "2.4.1"
+version = "3.0.0"
 description = "Annotate AST trees with source code positions"
 optional = true
-python-versions = "*"
+python-versions = ">=3.8"
 files = [
-    {file = "asttokens-2.4.1-py2.py3-none-any.whl", hash = "sha256:051ed49c3dcae8913ea7cd08e46a606dba30b79993209636c4875bc1d637bc24"},
-    {file = "asttokens-2.4.1.tar.gz", hash = "sha256:b03869718ba9a6eb027e134bfdf69f38a236d681c83c160d510768af11254ba0"},
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+    {file = "asttokens-3.0.0.tar.gz", hash = "sha256:0dcd8baa8d62b0c1d118b399b2ddba3c4aff271d0d7a9e0d4c1681c79035bbc7"},
 ]
 
-[package.dependencies]
-six = ">=1.12.0"
-
 [package.extras]
-astroid = ["astroid (>=1,<2)", "astroid (>=2,<4)"]
-test = ["astroid (>=1,<2)", "astroid (>=2,<4)", "pytest"]
+astroid = ["astroid (>=2,<4)"]
+test = ["astroid (>=2,<4)", "pytest", "pytest-cov", "pytest-xdist"]
 
 [[package]]
 name = "async-timeout"
-version = "4.0.3"
+version = "5.0.1"
 description = "Timeout context manager for asyncio programs"
 optional = true
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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+    {file = "async_timeout-5.0.1.tar.gz", hash = "sha256:d9321a7a3d5a6a5e187e824d2fa0793ce379a202935782d555d6e9d2735677d3"},
 ]
 
 [[package]]
@@ -209,17 +208,6 @@ files = [
 pycodestyle = ">=2.11.0"
 tomli = {version = "*", markers = "python_version < \"3.11\""}
 
-[[package]]
-name = "backcall"
-version = "0.2.0"
-description = "Specifications for callback functions passed in to an API"
-optional = true
-python-versions = "*"
-files = [
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-]
-
 [[package]]
 name = "bandit"
 version = "1.7.8"
@@ -292,112 +280,127 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "certifi"
-version = "2024.2.2"
+version = "2024.8.30"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = true
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2024.2.2-py3-none-any.whl", hash = "sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1"},
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+    {file = "certifi-2024.8.30-py3-none-any.whl", hash = "sha256:922820b53db7a7257ffbda3f597266d435245903d80737e34f8a45ff3e3230d8"},
+    {file = "certifi-2024.8.30.tar.gz", hash = "sha256:bec941d2aa8195e248a60b31ff9f0558284cf01a52591ceda73ea9afffd69fd9"},
 ]
 
 [[package]]
 name = "charset-normalizer"
-version = "3.3.2"
+version = "3.4.0"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = true
 python-versions = ">=3.7.0"
 files = [
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 [[package]]
@@ -539,13 +542,13 @@ files = [
 
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-version = "0.3.8"
+version = "0.3.9"
 description = "serialize all of Python"
 optional = false
 python-versions = ">=3.8"
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 [package.extras]
@@ -554,13 +557,13 @@ profile = ["gprof2dot (>=2022.7.29)"]
 
 [[package]]
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-version = "1.2.1"
+version = "1.2.2"
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@@ -568,13 +571,13 @@ test = ["pytest (>=6)"]
 
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+version = "2.1.0"
 description = "Get the currently executing AST node of a frame, and other information"
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+python-versions = ">=3.8"
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@@ -582,13 +585,13 @@ tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipyth
 
 [[package]]
 name = "fastjsonschema"
-version = "2.20.0"
+version = "2.21.1"
 description = "Fastest Python implementation of JSON schema"
 optional = true
 python-versions = "*"
 files = [
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@@ -596,19 +599,19 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 
 [[package]]
 name = "filelock"
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 python-versions = ">=3.8"
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+typing = ["typing-extensions (>=4.12.2)"]
 
 [[package]]
 name = "flake8"
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+    {file = "frozenlist-1.5.0.tar.gz", hash = "sha256:81d5af29e61b9c8348e876d442253723928dce6433e0e76cd925cd83f1b4b817"},
 ]
 
 [[package]]
 name = "fsspec"
-version = "2024.5.0"
+version = "2024.10.0"
 description = "File-system specification"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "fsspec-2024.5.0-py3-none-any.whl", hash = "sha256:e0fdbc446d67e182f49a70b82cf7889028a63588fde6b222521f10937b2b670c"},
-    {file = "fsspec-2024.5.0.tar.gz", hash = "sha256:1d021b0b0f933e3b3029ed808eb400c08ba101ca2de4b3483fbc9ca23fcee94a"},
+    {file = "fsspec-2024.10.0-py3-none-any.whl", hash = "sha256:03b9a6785766a4de40368b88906366755e2819e758b83705c88cd7cb5fe81871"},
+    {file = "fsspec-2024.10.0.tar.gz", hash = "sha256:eda2d8a4116d4f2429db8550f2457da57279247dd930bb12f821b58391359493"},
 ]
 
 [package.dependencies]
@@ -747,6 +765,7 @@ adl = ["adlfs"]
 arrow = ["pyarrow (>=1)"]
 dask = ["dask", "distributed"]
 dev = ["pre-commit", "ruff"]
+doc = ["numpydoc", "sphinx", "sphinx-design", "sphinx-rtd-theme", "yarl"]
 dropbox = ["dropbox", "dropboxdrivefs", "requests"]
 full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "dask", "distributed", "dropbox", "dropboxdrivefs", "fusepy", "gcsfs", "libarchive-c", "ocifs", "panel", "paramiko", "pyarrow (>=1)", "pygit2", "requests", "s3fs", "smbprotocol", "tqdm"]
 fuse = ["fusepy"]
@@ -802,15 +821,18 @@ test = ["coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock", "mypy", "pre-commit",
 
 [[package]]
 name = "idna"
-version = "3.7"
+version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = true
-python-versions = ">=3.5"
+python-versions = ">=3.6"
 files = [
-    {file = "idna-3.7-py3-none-any.whl", hash = "sha256:82fee1fc78add43492d3a1898bfa6d8a904cc97d8427f683ed8e798d07761aa0"},
-    {file = "idna-3.7.tar.gz", hash = "sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc"},
+    {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
+    {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
 ]
 
+[package.extras]
+all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
+
 [[package]]
 name = "implicit"
 version = "0.7.2"
@@ -861,22 +883,26 @@ tqdm = ">=4.27"
 
 [[package]]
 name = "importlib-metadata"
-version = "7.1.0"
+version = "8.5.0"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "importlib_metadata-7.1.0-py3-none-any.whl", hash = "sha256:30962b96c0c223483ed6cc7280e7f0199feb01a0e40cfae4d4450fc6fab1f570"},
-    {file = "importlib_metadata-7.1.0.tar.gz", hash = "sha256:b78938b926ee8d5f020fc4772d487045805a55ddbad2ecf21c6d60938dc7fcd2"},
+    {file = "importlib_metadata-8.5.0-py3-none-any.whl", hash = "sha256:45e54197d28b7a7f1559e60b95e7c567032b602131fbd588f1497f47880aa68b"},
+    {file = "importlib_metadata-8.5.0.tar.gz", hash = "sha256:71522656f0abace1d072b9e5481a48f07c138e00f079c38c8f883823f9c26bd7"},
 ]
 
 [package.dependencies]
-zipp = ">=0.5"
+zipp = ">=3.20"
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
 perf = ["ipython"]
-testing = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
+test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
+type = ["pytest-mypy"]
 
 [[package]]
 name = "iniconfig"
@@ -889,76 +915,60 @@ files = [
     {file = "iniconfig-2.0.0.tar.gz", hash = "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3"},
 ]
 
-[[package]]
-name = "intel-openmp"
-version = "2021.4.0"
-description = "Intel OpenMP* Runtime Library"
-optional = true
-python-versions = "*"
-files = [
-    {file = "intel_openmp-2021.4.0-py2.py3-none-macosx_10_15_x86_64.macosx_11_0_x86_64.whl", hash = "sha256:41c01e266a7fdb631a7609191709322da2bbf24b252ba763f125dd651bcc7675"},
-    {file = "intel_openmp-2021.4.0-py2.py3-none-manylinux1_i686.whl", hash = "sha256:3b921236a38384e2016f0f3d65af6732cf2c12918087128a9163225451e776f2"},
-    {file = "intel_openmp-2021.4.0-py2.py3-none-manylinux1_x86_64.whl", hash = "sha256:e2240ab8d01472fed04f3544a878cda5da16c26232b7ea1b59132dbfb48b186e"},
-    {file = "intel_openmp-2021.4.0-py2.py3-none-win32.whl", hash = "sha256:6e863d8fd3d7e8ef389d52cf97a50fe2afe1a19247e8c0d168ce021546f96fc9"},
-    {file = "intel_openmp-2021.4.0-py2.py3-none-win_amd64.whl", hash = "sha256:eef4c8bcc8acefd7f5cd3b9384dbf73d59e2c99fc56545712ded913f43c4a94f"},
-]
-
 [[package]]
 name = "ipython"
-version = "8.12.3"
+version = "8.18.1"
 description = "IPython: Productive Interactive Computing"
 optional = true
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "ipython-8.12.3-py3-none-any.whl", hash = "sha256:b0340d46a933d27c657b211a329d0be23793c36595acf9e6ef4164bc01a1804c"},
-    {file = "ipython-8.12.3.tar.gz", hash = "sha256:3910c4b54543c2ad73d06579aa771041b7d5707b033bd488669b4cf544e3b363"},
+    {file = "ipython-8.18.1-py3-none-any.whl", hash = "sha256:e8267419d72d81955ec1177f8a29aaa90ac80ad647499201119e2f05e99aa397"},
+    {file = "ipython-8.18.1.tar.gz", hash = "sha256:ca6f079bb33457c66e233e4580ebfc4128855b4cf6370dddd73842a9563e8a27"},
 ]
 
 [package.dependencies]
-appnope = {version = "*", markers = "sys_platform == \"darwin\""}
-backcall = "*"
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
 decorator = "*"
+exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
 jedi = ">=0.16"
 matplotlib-inline = "*"
 pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
-pickleshare = "*"
-prompt-toolkit = ">=3.0.30,<3.0.37 || >3.0.37,<3.1.0"
+prompt-toolkit = ">=3.0.41,<3.1.0"
 pygments = ">=2.4.0"
 stack-data = "*"
 traitlets = ">=5"
 typing-extensions = {version = "*", markers = "python_version < \"3.10\""}
 
 [package.extras]
-all = ["black", "curio", "docrepr", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.21)", "pandas", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
+all = ["black", "curio", "docrepr", "exceptiongroup", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.22)", "pandas", "pickleshare", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio (<0.22)", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
 black = ["black"]
-doc = ["docrepr", "ipykernel", "matplotlib", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
+doc = ["docrepr", "exceptiongroup", "ipykernel", "matplotlib", "pickleshare", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio (<0.22)", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
 kernel = ["ipykernel"]
 nbconvert = ["nbconvert"]
 nbformat = ["nbformat"]
 notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
-test = ["pytest (<7.1)", "pytest-asyncio", "testpath"]
-test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.21)", "pandas", "pytest (<7.1)", "pytest-asyncio", "testpath", "trio"]
+test = ["pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath"]
+test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.22)", "pandas", "pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath", "trio"]
 
 [[package]]
 name = "ipywidgets"
-version = "8.1.2"
+version = "8.1.5"
 description = "Jupyter interactive widgets"
 optional = true
 python-versions = ">=3.7"
 files = [
-    {file = "ipywidgets-8.1.2-py3-none-any.whl", hash = "sha256:bbe43850d79fb5e906b14801d6c01402857996864d1e5b6fa62dd2ee35559f60"},
-    {file = "ipywidgets-8.1.2.tar.gz", hash = "sha256:d0b9b41e49bae926a866e613a39b0f0097745d2b9f1f3dd406641b4a57ec42c9"},
+    {file = "ipywidgets-8.1.5-py3-none-any.whl", hash = "sha256:3290f526f87ae6e77655555baba4f36681c555b8bdbbff430b70e52c34c86245"},
+    {file = "ipywidgets-8.1.5.tar.gz", hash = "sha256:870e43b1a35656a80c18c9503bbf2d16802db1cb487eec6fab27d683381dde17"},
 ]
 
 [package.dependencies]
 comm = ">=0.1.3"
 ipython = ">=6.1.0"
-jupyterlab-widgets = ">=3.0.10,<3.1.0"
+jupyterlab-widgets = ">=3.0.12,<3.1.0"
 traitlets = ">=4.3.1"
-widgetsnbextension = ">=4.0.10,<4.1.0"
+widgetsnbextension = ">=4.0.12,<4.1.0"
 
 [package.extras]
 test = ["ipykernel", "jsonschema", "pytest (>=3.6.0)", "pytest-cov", "pytz"]
@@ -979,22 +989,22 @@ colors = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "jedi"
-version = "0.19.1"
+version = "0.19.2"
 description = "An autocompletion tool for Python that can be used for text editors."
 optional = true
 python-versions = ">=3.6"
 files = [
-    {file = "jedi-0.19.1-py2.py3-none-any.whl", hash = "sha256:e983c654fe5c02867aef4cdfce5a2fbb4a50adc0af145f70504238f18ef5e7e0"},
-    {file = "jedi-0.19.1.tar.gz", hash = "sha256:cf0496f3651bc65d7174ac1b7d043eff454892c708a87d1b683e57b569927ffd"},
+    {file = "jedi-0.19.2-py2.py3-none-any.whl", hash = "sha256:a8ef22bde8490f57fe5c7681a3c83cb58874daf72b4784de3cce5b6ef6edb5b9"},
+    {file = "jedi-0.19.2.tar.gz", hash = "sha256:4770dc3de41bde3966b02eb84fbcf557fb33cce26ad23da12c742fb50ecb11f0"},
 ]
 
 [package.dependencies]
-parso = ">=0.8.3,<0.9.0"
+parso = ">=0.8.4,<0.9.0"
 
 [package.extras]
 docs = ["Jinja2 (==2.11.3)", "MarkupSafe (==1.1.1)", "Pygments (==2.8.1)", "alabaster (==0.7.12)", "babel (==2.9.1)", "chardet (==4.0.0)", "commonmark (==0.8.1)", "docutils (==0.17.1)", "future (==0.18.2)", "idna (==2.10)", "imagesize (==1.2.0)", "mock (==1.0.1)", "packaging (==20.9)", "pyparsing (==2.4.7)", "pytz (==2021.1)", "readthedocs-sphinx-ext (==2.1.4)", "recommonmark (==0.5.0)", "requests (==2.25.1)", "six (==1.15.0)", "snowballstemmer (==2.1.0)", "sphinx (==1.8.5)", "sphinx-rtd-theme (==0.4.3)", "sphinxcontrib-serializinghtml (==1.1.4)", "sphinxcontrib-websupport (==1.2.4)", "urllib3 (==1.26.4)"]
 qa = ["flake8 (==5.0.4)", "mypy (==0.971)", "types-setuptools (==67.2.0.1)"]
-testing = ["Django", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
+testing = ["Django", "attrs", "colorama", "docopt", "pytest (<9.0.0)"]
 
 [[package]]
 name = "jinja2"
@@ -1047,13 +1057,13 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 
 [[package]]
 name = "jsonschema-specifications"
-version = "2023.12.1"
+version = "2024.10.1"
 description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
 optional = true
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "jsonschema_specifications-2023.12.1-py3-none-any.whl", hash = "sha256:87e4fdf3a94858b8a2ba2778d9ba57d8a9cafca7c7489c46ba0d30a8bc6a9c3c"},
-    {file = "jsonschema_specifications-2023.12.1.tar.gz", hash = "sha256:48a76787b3e70f5ed53f1160d2b81f586e4ca6d1548c5de7085d1682674764cc"},
+    {file = "jsonschema_specifications-2024.10.1-py3-none-any.whl", hash = "sha256:a09a0680616357d9a0ecf05c12ad234479f549239d0f5b55f3deea67475da9bf"},
+    {file = "jsonschema_specifications-2024.10.1.tar.gz", hash = "sha256:0f38b83639958ce1152d02a7f062902c41c8fd20d558b0c34344292d417ae272"},
 ]
 
 [package.dependencies]
@@ -1081,24 +1091,24 @@ test = ["ipykernel", "pre-commit", "pytest (<8)", "pytest-cov", "pytest-timeout"
 
 [[package]]
 name = "jupyterlab-widgets"
-version = "3.0.10"
+version = "3.0.13"
 description = "Jupyter interactive widgets for JupyterLab"
 optional = true
 python-versions = ">=3.7"
 files = [
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 [package.dependencies]
@@ -1154,71 +1164,72 @@ testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 
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 [[package]]
 name = "mypy"
@@ -1472,21 +1470,21 @@ test = ["pep440", "pre-commit", "pytest", "testpath"]
 
 [[package]]
 name = "networkx"
-version = "3.1"
+version = "3.2.1"
 description = "Python package for creating and manipulating graphs and networks"
 optional = true
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 [package.extras]
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-developer = ["mypy (>=1.1)", "pre-commit (>=3.2)"]
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-test = ["codecov (>=2.1)", "pytest (>=7.2)", "pytest-cov (>=4.0)"]
+default = ["matplotlib (>=3.5)", "numpy (>=1.22)", "pandas (>=1.4)", "scipy (>=1.9,!=1.11.0,!=1.11.1)"]
+developer = ["changelist (==0.4)", "mypy (>=1.1)", "pre-commit (>=3.2)", "rtoml"]
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+extra = ["lxml (>=4.6)", "pydot (>=1.4.2)", "pygraphviz (>=1.11)", "sympy (>=1.10)"]
+test = ["pytest (>=7.2)", "pytest-cov (>=4.0)"]
 
 [[package]]
 name = "nmslib"
@@ -1624,6 +1622,18 @@ files = [
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 ]
 
+[[package]]
+name = "nvidia-cublas-cu12"
+version = "12.4.5.8"
+description = "CUBLAS native runtime libraries"
+optional = true
+python-versions = ">=3"
+files = [
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+]
+
 [[package]]
 name = "nvidia-cuda-cupti-cu12"
 version = "12.1.105"
@@ -1635,6 +1645,18 @@ files = [
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 ]
 
+[[package]]
+name = "nvidia-cuda-cupti-cu12"
+version = "12.4.127"
+description = "CUDA profiling tools runtime libs."
+optional = true
+python-versions = ">=3"
+files = [
+    {file = "nvidia_cuda_cupti_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:79279b35cf6f91da114182a5ce1864997fd52294a87a16179ce275773799458a"},
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+]
+
 [[package]]
 name = "nvidia-cuda-nvrtc-cu12"
 version = "12.1.105"
@@ -1646,6 +1668,18 @@ files = [
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 ]
 
+[[package]]
+name = "nvidia-cuda-nvrtc-cu12"
+version = "12.4.127"
+description = "NVRTC native runtime libraries"
+optional = true
+python-versions = ">=3"
+files = [
+    {file = "nvidia_cuda_nvrtc_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:0eedf14185e04b76aa05b1fea04133e59f465b6f960c0cbf4e37c3cb6b0ea198"},
+    {file = "nvidia_cuda_nvrtc_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:a178759ebb095827bd30ef56598ec182b85547f1508941a3d560eb7ea1fbf338"},
+    {file = "nvidia_cuda_nvrtc_cu12-12.4.127-py3-none-win_amd64.whl", hash = "sha256:a961b2f1d5f17b14867c619ceb99ef6fcec12e46612711bcec78eb05068a60ec"},
+]
+
 [[package]]
 name = "nvidia-cuda-runtime-cu12"
 version = "12.1.105"
@@ -1657,6 +1691,18 @@ files = [
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 ]
 
+[[package]]
+name = "nvidia-cuda-runtime-cu12"
+version = "12.4.127"
+description = "CUDA Runtime native Libraries"
+optional = true
+python-versions = ">=3"
+files = [
+    {file = "nvidia_cuda_runtime_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:961fe0e2e716a2a1d967aab7caee97512f71767f852f67432d572e36cb3a11f3"},
+    {file = "nvidia_cuda_runtime_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:64403288fa2136ee8e467cdc9c9427e0434110899d07c779f25b5c068934faa5"},
+    {file = "nvidia_cuda_runtime_cu12-12.4.127-py3-none-win_amd64.whl", hash = "sha256:09c2e35f48359752dfa822c09918211844a3d93c100a715d79b59591130c5e1e"},
+]
+
 [[package]]
 name = "nvidia-cudnn-cu12"
 version = "8.9.2.26"
@@ -1670,6 +1716,20 @@ files = [
 [package.dependencies]
 nvidia-cublas-cu12 = "*"
 
+[[package]]
+name = "nvidia-cudnn-cu12"
+version = "9.1.0.70"
+description = "cuDNN runtime libraries"
+optional = true
+python-versions = ">=3"
+files = [
+    {file = "nvidia_cudnn_cu12-9.1.0.70-py3-none-manylinux2014_x86_64.whl", hash = "sha256:165764f44ef8c61fcdfdfdbe769d687e06374059fbb388b6c89ecb0e28793a6f"},
+    {file = "nvidia_cudnn_cu12-9.1.0.70-py3-none-win_amd64.whl", hash = "sha256:6278562929433d68365a07a4a1546c237ba2849852c0d4b2262a486e805b977a"},
+]
+
+[package.dependencies]
+nvidia-cublas-cu12 = "*"
+
 [[package]]
 name = "nvidia-cufft-cu12"
 version = "11.0.2.54"
@@ -1681,6 +1741,21 @@ files = [
     {file = "nvidia_cufft_cu12-11.0.2.54-py3-none-win_amd64.whl", hash = "sha256:d9ac353f78ff89951da4af698f80870b1534ed69993f10a4cf1d96f21357e253"},
 ]
 
+[[package]]
+name = "nvidia-cufft-cu12"
+version = "11.2.1.3"
+description = "CUFFT native runtime libraries"
+optional = true
+python-versions = ">=3"
+files = [
+    {file = "nvidia_cufft_cu12-11.2.1.3-py3-none-manylinux2014_aarch64.whl", hash = "sha256:5dad8008fc7f92f5ddfa2101430917ce2ffacd86824914c82e28990ad7f00399"},
+    {file = "nvidia_cufft_cu12-11.2.1.3-py3-none-manylinux2014_x86_64.whl", hash = "sha256:f083fc24912aa410be21fa16d157fed2055dab1cc4b6934a0e03cba69eb242b9"},
+    {file = "nvidia_cufft_cu12-11.2.1.3-py3-none-win_amd64.whl", hash = "sha256:d802f4954291101186078ccbe22fc285a902136f974d369540fd4a5333d1440b"},
+]
+
+[package.dependencies]
+nvidia-nvjitlink-cu12 = "*"
+
 [[package]]
 name = "nvidia-curand-cu12"
 version = "10.3.2.106"
@@ -1692,6 +1767,18 @@ files = [
     {file = "nvidia_curand_cu12-10.3.2.106-py3-none-win_amd64.whl", hash = "sha256:75b6b0c574c0037839121317e17fd01f8a69fd2ef8e25853d826fec30bdba74a"},
 ]
 
+[[package]]
+name = "nvidia-curand-cu12"
+version = "10.3.5.147"
+description = "CURAND native runtime libraries"
+optional = true
+python-versions = ">=3"
+files = [
+    {file = "nvidia_curand_cu12-10.3.5.147-py3-none-manylinux2014_aarch64.whl", hash = "sha256:1f173f09e3e3c76ab084aba0de819c49e56614feae5c12f69883f4ae9bb5fad9"},
+    {file = "nvidia_curand_cu12-10.3.5.147-py3-none-manylinux2014_x86_64.whl", hash = "sha256:a88f583d4e0bb643c49743469964103aa59f7f708d862c3ddb0fc07f851e3b8b"},
+    {file = "nvidia_curand_cu12-10.3.5.147-py3-none-win_amd64.whl", hash = "sha256:f307cc191f96efe9e8f05a87096abc20d08845a841889ef78cb06924437f6771"},
+]
+
 [[package]]
 name = "nvidia-cusolver-cu12"
 version = "11.4.5.107"
@@ -1708,6 +1795,23 @@ nvidia-cublas-cu12 = "*"
 nvidia-cusparse-cu12 = "*"
 nvidia-nvjitlink-cu12 = "*"
 
+[[package]]
+name = "nvidia-cusolver-cu12"
+version = "11.6.1.9"
+description = "CUDA solver native runtime libraries"
+optional = true
+python-versions = ">=3"
+files = [
+    {file = "nvidia_cusolver_cu12-11.6.1.9-py3-none-manylinux2014_aarch64.whl", hash = "sha256:d338f155f174f90724bbde3758b7ac375a70ce8e706d70b018dd3375545fc84e"},
+    {file = "nvidia_cusolver_cu12-11.6.1.9-py3-none-manylinux2014_x86_64.whl", hash = "sha256:19e33fa442bcfd085b3086c4ebf7e8debc07cfe01e11513cc6d332fd918ac260"},
+    {file = "nvidia_cusolver_cu12-11.6.1.9-py3-none-win_amd64.whl", hash = "sha256:e77314c9d7b694fcebc84f58989f3aa4fb4cb442f12ca1a9bde50f5e8f6d1b9c"},
+]
+
+[package.dependencies]
+nvidia-cublas-cu12 = "*"
+nvidia-cusparse-cu12 = "*"
+nvidia-nvjitlink-cu12 = "*"
+
 [[package]]
 name = "nvidia-cusparse-cu12"
 version = "12.1.0.106"
@@ -1722,6 +1826,21 @@ files = [
 [package.dependencies]
 nvidia-nvjitlink-cu12 = "*"
 
+[[package]]
+name = "nvidia-cusparse-cu12"
+version = "12.3.1.170"
+description = "CUSPARSE native runtime libraries"
+optional = true
+python-versions = ">=3"
+files = [
+    {file = "nvidia_cusparse_cu12-12.3.1.170-py3-none-manylinux2014_aarch64.whl", hash = "sha256:9d32f62896231ebe0480efd8a7f702e143c98cfaa0e8a76df3386c1ba2b54df3"},
+    {file = "nvidia_cusparse_cu12-12.3.1.170-py3-none-manylinux2014_x86_64.whl", hash = "sha256:ea4f11a2904e2a8dc4b1833cc1b5181cde564edd0d5cd33e3c168eff2d1863f1"},
+    {file = "nvidia_cusparse_cu12-12.3.1.170-py3-none-win_amd64.whl", hash = "sha256:9bc90fb087bc7b4c15641521f31c0371e9a612fc2ba12c338d3ae032e6b6797f"},
+]
+
+[package.dependencies]
+nvidia-nvjitlink-cu12 = "*"
+
 [[package]]
 name = "nvidia-nccl-cu12"
 version = "2.19.3"
@@ -1734,13 +1853,12 @@ files = [
 
 [[package]]
 name = "nvidia-nccl-cu12"
-version = "2.20.5"
+version = "2.21.5"
 description = "NVIDIA Collective Communication Library (NCCL) Runtime"
 optional = true
 python-versions = ">=3"
 files = [
-    {file = "nvidia_nccl_cu12-2.20.5-py3-none-manylinux2014_aarch64.whl", hash = "sha256:1fc150d5c3250b170b29410ba682384b14581db722b2531b0d8d33c595f33d01"},
-    {file = "nvidia_nccl_cu12-2.20.5-py3-none-manylinux2014_x86_64.whl", hash = "sha256:057f6bf9685f75215d0c53bf3ac4a10b3e6578351de307abad9e18a99182af56"},
+    {file = "nvidia_nccl_cu12-2.21.5-py3-none-manylinux2014_x86_64.whl", hash = "sha256:8579076d30a8c24988834445f8d633c697d42397e92ffc3f63fa26766d25e0a0"},
 ]
 
 [[package]]
@@ -1755,6 +1873,18 @@ files = [
     {file = "nvidia_nvjitlink_cu12-12.4.127-py3-none-win_amd64.whl", hash = "sha256:fd9020c501d27d135f983c6d3e244b197a7ccad769e34df53a42e276b0e25fa1"},
 ]
 
+[[package]]
+name = "nvidia-nvjitlink-cu12"
+version = "12.6.85"
+description = "Nvidia JIT LTO Library"
+optional = true
+python-versions = ">=3"
+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"},
+]
+
 [[package]]
 name = "nvidia-nvtx-cu12"
 version = "12.1.105"
@@ -1766,15 +1896,27 @@ files = [
     {file = "nvidia_nvtx_cu12-12.1.105-py3-none-win_amd64.whl", hash = "sha256:65f4d98982b31b60026e0e6de73fbdfc09d08a96f4656dd3665ca616a11e1e82"},
 ]
 
+[[package]]
+name = "nvidia-nvtx-cu12"
+version = "12.4.127"
+description = "NVIDIA Tools Extension"
+optional = true
+python-versions = ">=3"
+files = [
+    {file = "nvidia_nvtx_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:7959ad635db13edf4fc65c06a6e9f9e55fc2f92596db928d169c0bb031e88ef3"},
+    {file = "nvidia_nvtx_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:781e950d9b9f60d8241ccea575b32f5105a5baf4c2351cab5256a24869f12a1a"},
+    {file = "nvidia_nvtx_cu12-12.4.127-py3-none-win_amd64.whl", hash = "sha256:641dccaaa1139f3ffb0d3164b4b84f9d253397e38246a4f2f36728b48566d485"},
+]
+
 [[package]]
 name = "packaging"
-version = "24.0"
+version = "24.2"
 description = "Core utilities for Python packages"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "packaging-24.0-py3-none-any.whl", hash = "sha256:2ddfb553fdf02fb784c234c7ba6ccc288296ceabec964ad2eae3777778130bc5"},
-    {file = "packaging-24.0.tar.gz", hash = "sha256:eb82c5e3e56209074766e6885bb04b8c38a0c015d0a30036ebe7ece34c9989e9"},
+    {file = "packaging-24.2-py3-none-any.whl", hash = "sha256:09abb1bccd265c01f4a3aa3f7a7db064b36514d2cba19a2f694fe6150451a759"},
+    {file = "packaging-24.2.tar.gz", hash = "sha256:c228a6dc5e932d346bc5739379109d49e8853dd8223571c7c5b55260edc0b97f"},
 ]
 
 [[package]]
@@ -1891,13 +2033,13 @@ files = [
 
 [[package]]
 name = "pbr"
-version = "6.0.0"
+version = "6.1.0"
 description = "Python Build Reasonableness"
 optional = false
 python-versions = ">=2.6"
 files = [
-    {file = "pbr-6.0.0-py2.py3-none-any.whl", hash = "sha256:4a7317d5e3b17a3dccb6a8cfe67dab65b20551404c52c8ed41279fa4f0cb4cda"},
-    {file = "pbr-6.0.0.tar.gz", hash = "sha256:d1377122a5a00e2f940ee482999518efe16d745d423a670c27773dfbc3c9a7d9"},
+    {file = "pbr-6.1.0-py2.py3-none-any.whl", hash = "sha256:a776ae228892d8013649c0aeccbb3d5f99ee15e005a4cbb7e61d55a067b28a2a"},
+    {file = "pbr-6.1.0.tar.gz", hash = "sha256:788183e382e3d1d7707db08978239965e8b9e4e5ed42669bf4758186734d5f24"},
 ]
 
 [[package]]
@@ -1928,42 +2070,31 @@ files = [
 [package.dependencies]
 ptyprocess = ">=0.5"
 
-[[package]]
-name = "pickleshare"
-version = "0.7.5"
-description = "Tiny 'shelve'-like database with concurrency support"
-optional = true
-python-versions = "*"
-files = [
-    {file = "pickleshare-0.7.5-py2.py3-none-any.whl", hash = "sha256:9649af414d74d4df115d5d718f82acb59c9d418196b7b4290ed47a12ce62df56"},
-    {file = "pickleshare-0.7.5.tar.gz", hash = "sha256:87683d47965c1da65cdacaf31c8441d12b8044cdec9aca500cd78fc2c683afca"},
-]
-
 [[package]]
 name = "platformdirs"
-version = "4.2.2"
+version = "4.3.6"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "platformdirs-4.2.2-py3-none-any.whl", hash = "sha256:2d7a1657e36a80ea911db832a8a6ece5ee53d8de21edd5cc5879af6530b1bfee"},
-    {file = "platformdirs-4.2.2.tar.gz", hash = "sha256:38b7b51f512eed9e84a22788b4bce1de17c0adb134d6becb09836e37d8654cd3"},
+    {file = "platformdirs-4.3.6-py3-none-any.whl", hash = "sha256:73e575e1408ab8103900836b97580d5307456908a03e92031bab39e4554cc3fb"},
+    {file = "platformdirs-4.3.6.tar.gz", hash = "sha256:357fb2acbc885b0419afd3ce3ed34564c13c9b95c89360cd9563f73aa5e2b907"},
 ]
 
 [package.extras]
-docs = ["furo (>=2023.9.10)", "proselint (>=0.13)", "sphinx (>=7.2.6)", "sphinx-autodoc-typehints (>=1.25.2)"]
-test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)"]
-type = ["mypy (>=1.8)"]
+docs = ["furo (>=2024.8.6)", "proselint (>=0.14)", "sphinx (>=8.0.2)", "sphinx-autodoc-typehints (>=2.4)"]
+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.3.2)", "pytest-cov (>=5)", "pytest-mock (>=3.14)"]
+type = ["mypy (>=1.11.2)"]
 
 [[package]]
 name = "plotly"
-version = "5.22.0"
+version = "5.24.1"
 description = "An open-source, interactive data visualization library for Python"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "plotly-5.22.0-py3-none-any.whl", hash = "sha256:68fc1901f098daeb233cc3dd44ec9dc31fb3ca4f4e53189344199c43496ed006"},
-    {file = "plotly-5.22.0.tar.gz", hash = "sha256:859fdadbd86b5770ae2466e542b761b247d1c6b49daed765b95bb8c7063e7469"},
+    {file = "plotly-5.24.1-py3-none-any.whl", hash = "sha256:f67073a1e637eb0dc3e46324d9d51e2fe76e9727c892dde64ddf1e1b51f29089"},
+    {file = "plotly-5.24.1.tar.gz", hash = "sha256:dbc8ac8339d248a4bcc36e08a5659bacfe1b079390b8953533f4eb22169b4bae"},
 ]
 
 [package.dependencies]
@@ -1987,45 +2118,138 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.43"
+version = "3.0.48"
 description = "Library for building powerful interactive command lines in Python"
 optional = true
 python-versions = ">=3.7.0"
 files = [
-    {file = "prompt_toolkit-3.0.43-py3-none-any.whl", hash = "sha256:a11a29cb3bf0a28a387fe5122cdb649816a957cd9261dcedf8c9f1fef33eacf6"},
-    {file = "prompt_toolkit-3.0.43.tar.gz", hash = "sha256:3527b7af26106cbc65a040bcc84839a3566ec1b051bb0bfe953631e704b0ff7d"},
+    {file = "prompt_toolkit-3.0.48-py3-none-any.whl", hash = "sha256:f49a827f90062e411f1ce1f854f2aedb3c23353244f8108b89283587397ac10e"},
+    {file = "prompt_toolkit-3.0.48.tar.gz", hash = "sha256:d6623ab0477a80df74e646bdbc93621143f5caf104206aa29294d53de1a03d90"},
 ]
 
 [package.dependencies]
 wcwidth = "*"
 
+[[package]]
+name = "propcache"
+version = "0.2.1"
+description = "Accelerated property cache"
+optional = true
+python-versions = ">=3.9"
+files = [
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+test = ["pytest", "pytest-xdist", "setuptools"]
 
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 name = "ptyprocess"
@@ -2040,13 +2264,13 @@ files = [
 
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@@ -2079,119 +2303,131 @@ files = [
 
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+pydantic-core = "2.27.1"
+typing-extensions = ">=4.12.2"
 
 [package.extras]
 email = ["email-validator (>=2.0.0)"]
+timezone = ["tzdata"]
 
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@@ -2357,127 +2593,132 @@ six = ">=1.5"
 
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 ]
 
 [[package]]
@@ -2532,13 +2773,13 @@ rpds-py = ">=0.7.0"
 
 [[package]]
 name = "requests"
-version = "2.31.0"
+version = "2.32.3"
 description = "Python HTTP for Humans."
 optional = true
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2553,180 +2794,184 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
 [[package]]
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 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
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 ]
 
 [package.dependencies]
 markdown-it-py = ">=2.2.0"
 pygments = ">=2.13.0,<3.0.0"
+typing-extensions = {version = ">=4.0.0,<5.0", markers = "python_version < \"3.11\""}
 
 [package.extras]
 jupyter = ["ipywidgets (>=7.5.1,<9)"]
 
 [[package]]
 name = "rpds-py"
-version = "0.20.0"
+version = "0.22.3"
 description = "Python bindings to Rust's persistent data structures (rpds)"
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+docs = ["Pillow (>=7.1.2)", "matplotlib (>=3.3.4)", "memory_profiler (>=0.57.0)", "numpydoc (>=1.2.0)", "pandas (>=1.1.5)", "plotly (>=5.14.0)", "polars (>=0.20.30)", "pooch (>=1.6.0)", "pydata-sphinx-theme (>=0.15.3)", "scikit-image (>=0.17.2)", "seaborn (>=0.9.0)", "sphinx (>=7.3.7)", "sphinx-copybutton (>=0.5.2)", "sphinx-design (>=0.5.0)", "sphinx-design (>=0.6.0)", "sphinx-gallery (>=0.16.0)", "sphinx-prompt (>=1.4.0)", "sphinx-remove-toctrees (>=1.0.0.post1)", "sphinxcontrib-sass (>=0.3.4)", "sphinxext-opengraph (>=0.9.1)"]
+examples = ["matplotlib (>=3.3.4)", "pandas (>=1.1.5)", "plotly (>=5.14.0)", "pooch (>=1.6.0)", "scikit-image (>=0.17.2)", "seaborn (>=0.9.0)"]
+install = ["joblib (>=1.2.0)", "numpy (>=1.19.5)", "scipy (>=1.6.0)", "threadpoolctl (>=3.1.0)"]
+maintenance = ["conda-lock (==2.5.6)"]
+tests = ["black (>=24.3.0)", "matplotlib (>=3.3.4)", "mypy (>=1.9)", "numpydoc (>=1.2.0)", "pandas (>=1.1.5)", "polars (>=0.20.30)", "pooch (>=1.6.0)", "pyamg (>=4.0.0)", "pyarrow (>=12.0.0)", "pytest (>=7.1.2)", "pytest-cov (>=2.9.0)", "ruff (>=0.2.1)", "scikit-image (>=0.17.2)"]
 
 [[package]]
 name = "scipy"
@@ -2772,33 +3017,33 @@ test = ["asv", "gmpy2", "hypothesis", "mpmath", "pooch", "pytest", "pytest-cov",
 
 [[package]]
 name = "setuptools"
-version = "75.3.0"
+version = "75.6.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = true
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)", "ruff (>=0.7.0)"]
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+type = ["importlib_metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (>=1.12,<1.14)", "pytest-mypy"]
 
 [[package]]
 name = "six"
-version = "1.16.0"
+version = "1.17.0"
 description = "Python 2 and 3 compatibility utilities"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 files = [
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 ]
 
 [[package]]
@@ -2844,54 +3089,61 @@ tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
 [[package]]
 name = "stevedore"
-version = "5.2.0"
+version = "5.4.0"
 description = "Manage dynamic plugins for Python applications"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
-pbr = ">=2.0.0,<2.1.0 || >2.1.0"
+pbr = ">=2.0.0"
 
 [[package]]
 name = "sympy"
-version = "1.12"
+version = "1.13.1"
 description = "Computer algebra system (CAS) in Python"
 optional = true
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
-mpmath = ">=0.19"
+mpmath = ">=1.1.0,<1.4"
+
+[package.extras]
+dev = ["hypothesis (>=6.70.0)", "pytest (>=7.1.0)"]
 
 [[package]]
-name = "tbb"
-version = "2021.12.0"
-description = "Intel® oneAPI Threading Building Blocks (oneTBB)"
+name = "sympy"
+version = "1.13.3"
+description = "Computer algebra system (CAS) in Python"
 optional = true
-python-versions = "*"
+python-versions = ">=3.8"
 files = [
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 ]
 
+[package.dependencies]
+mpmath = ">=1.1.0,<1.4"
+
+[package.extras]
+dev = ["hypothesis (>=6.70.0)", "pytest (>=7.1.0)"]
+
 [[package]]
 name = "tenacity"
-version = "8.3.0"
+version = "9.0.0"
 description = "Retry code until it succeeds"
 optional = true
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -2911,24 +3163,54 @@ files = [
 
 [[package]]
 name = "tomli"
-version = "2.0.1"
+version = "2.2.1"
 description = "A lil' TOML parser"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
 name = "tomlkit"
-version = "0.12.5"
+version = "0.13.2"
 description = "Style preserving TOML library"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
@@ -2991,103 +3273,101 @@ optree = ["optree (>=0.9.1)"]
 
 [[package]]
 name = "torch"
-version = "2.3.0"
+version = "2.5.1"
 description = "Tensors and Dynamic neural networks in Python with strong GPU acceleration"
 optional = true
 python-versions = ">=3.8.0"
 files = [
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+discord = ["requests"]
 notebook = ["ipywidgets (>=6)"]
 slack = ["slack-sdk"]
 telegram = ["requests"]
@@ -3132,17 +3412,16 @@ tutorials = ["matplotlib", "pandas", "tabulate", "torch"]
 
 [[package]]
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 [package.dependencies]
@@ -3150,26 +3429,26 @@ filelock = "*"
 
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+tests = ["autopep8", "flake8", "isort", "llnl-hatchet", "numpy", "pytest", "scipy (>=1.7.1)"]
+tutorials = ["matplotlib", "pandas", "tabulate"]
 
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 [package.extras]
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 test = ["coverage[toml] (>=7)", "mypy (>=1.2.0)", "pytest (>=7)"]
 
 [[package]]
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 [package.extras]
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+    {file = "yarl-1.18.3-cp313-cp313-win_amd64.whl", hash = "sha256:578e281c393af575879990861823ef19d66e2b1d0098414855dd367e234f5b3c"},
+    {file = "yarl-1.18.3-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:61e5e68cb65ac8f547f6b5ef933f510134a6bf31bb178be428994b0cb46c2a04"},
+    {file = "yarl-1.18.3-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:fe57328fbc1bfd0bd0514470ac692630f3901c0ee39052ae47acd1d90a436719"},
+    {file = "yarl-1.18.3-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:a440a2a624683108a1b454705ecd7afc1c3438a08e890a1513d468671d90a04e"},
+    {file = "yarl-1.18.3-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:09c7907c8548bcd6ab860e5f513e727c53b4a714f459b084f6580b49fa1b9cee"},
+    {file = "yarl-1.18.3-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:b4f6450109834af88cb4cc5ecddfc5380ebb9c228695afc11915a0bf82116789"},
+    {file = "yarl-1.18.3-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a9ca04806f3be0ac6d558fffc2fdf8fcef767e0489d2684a21912cc4ed0cd1b8"},
+    {file = "yarl-1.18.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:77a6e85b90a7641d2e07184df5557132a337f136250caafc9ccaa4a2a998ca2c"},
+    {file = "yarl-1.18.3-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:6333c5a377c8e2f5fae35e7b8f145c617b02c939d04110c76f29ee3676b5f9a5"},
+    {file = "yarl-1.18.3-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:0b3c92fa08759dbf12b3a59579a4096ba9af8dd344d9a813fc7f5070d86bbab1"},
+    {file = "yarl-1.18.3-cp39-cp39-musllinux_1_2_armv7l.whl", hash = "sha256:4ac515b860c36becb81bb84b667466885096b5fc85596948548b667da3bf9f24"},
+    {file = "yarl-1.18.3-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:045b8482ce9483ada4f3f23b3774f4e1bf4f23a2d5c912ed5170f68efb053318"},
+    {file = "yarl-1.18.3-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:a4bb030cf46a434ec0225bddbebd4b89e6471814ca851abb8696170adb163985"},
+    {file = "yarl-1.18.3-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:54d6921f07555713b9300bee9c50fb46e57e2e639027089b1d795ecd9f7fa910"},
+    {file = "yarl-1.18.3-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:1d407181cfa6e70077df3377938c08012d18893f9f20e92f7d2f314a437c30b1"},
+    {file = "yarl-1.18.3-cp39-cp39-win32.whl", hash = "sha256:ac36703a585e0929b032fbaab0707b75dc12703766d0b53486eabd5139ebadd5"},
+    {file = "yarl-1.18.3-cp39-cp39-win_amd64.whl", hash = "sha256:ba87babd629f8af77f557b61e49e7c7cac36f22f871156b91e10a6e9d4f829e9"},
+    {file = "yarl-1.18.3-py3-none-any.whl", hash = "sha256:b57f4f58099328dfb26c6a771d09fb20dbbae81d20cfb66141251ea063bd101b"},
+    {file = "yarl-1.18.3.tar.gz", hash = "sha256:ac1801c45cbf77b6c99242eeff4fffb5e4e73a800b5c4ad4fc0be5def634d2e1"},
 ]
 
 [package.dependencies]
 idna = ">=2.0"
 multidict = ">=4.0"
+propcache = ">=0.2.0"
 
 [[package]]
 name = "zipp"
-version = "3.18.2"
+version = "3.21.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "zipp-3.18.2-py3-none-any.whl", hash = "sha256:dce197b859eb796242b0622af1b8beb0a722d52aa2f57133ead08edd5bf5374e"},
-    {file = "zipp-3.18.2.tar.gz", hash = "sha256:6278d9ddbcfb1f1089a88fde84481528b07b0e10474e09dcfe53dad4069fa059"},
+    {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"},
+    {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"},
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["big-O", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+type = ["pytest-mypy"]
 
 [extras]
 all = ["ipywidgets", "nbformat", "nmslib", "nmslib-metabrainz", "plotly", "pytorch-lightning", "rectools-lightfm", "torch", "torch"]

From 216bf5e374ba50cbaff286507409da91b3208041 Mon Sep 17 00:00:00 2001
From: Aki Ariga <chezou+github@gmail.com>
Date: Fri, 6 Dec 2024 18:41:28 -0800
Subject: [PATCH 08/12] Fix lint errors

---
 rectools/models/dssm.py        | 6 +++---
 rectools/visuals/visual_app.py | 2 +-
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/rectools/models/dssm.py b/rectools/models/dssm.py
index d2d8693b..c81c2951 100644
--- a/rectools/models/dssm.py
+++ b/rectools/models/dssm.py
@@ -159,7 +159,7 @@ def __init__(
         self.weight_decay = weight_decay
         self.log_to_prog_bar = log_to_prog_bar
 
-    def forward(  # type: ignore
+    def forward(
         self,
         item_features_pos: torch.Tensor,
         item_features_neg: torch.Tensor,
@@ -177,7 +177,7 @@ def configure_optimizers(self) -> torch.optim.Adam:
         optimizer = torch.optim.Adam(self.parameters(), lr=self.lr, weight_decay=self.weight_decay)
         return optimizer
 
-    def training_step(self, batch: tp.Sequence[torch.Tensor], batch_idx: int) -> torch.Tensor:  # type: ignore
+    def training_step(self, batch: tp.Sequence[torch.Tensor], batch_idx: int) -> torch.Tensor:
         """Compute and return the training loss"""
         user_features, interactions, pos, neg = batch
         anchor, positive, negative = self(pos, neg, user_features, interactions)
@@ -185,7 +185,7 @@ def training_step(self, batch: tp.Sequence[torch.Tensor], batch_idx: int) -> tor
         self.log("loss", loss.item(), prog_bar=self.log_to_prog_bar)
         return loss
 
-    def validation_step(self, batch: tp.Sequence[torch.Tensor], batch_idx: int) -> torch.Tensor:  # type: ignore
+    def validation_step(self, batch: tp.Sequence[torch.Tensor], batch_idx: int) -> torch.Tensor:
         user_features, interactions, pos, neg = batch
         anchor, positive, negative = self(pos, neg, user_features, interactions)
         val_loss = F.triplet_margin_loss(anchor, positive, negative, margin=self.triplet_loss_margin)
diff --git a/rectools/visuals/visual_app.py b/rectools/visuals/visual_app.py
index 67b591aa..2de67abf 100644
--- a/rectools/visuals/visual_app.py
+++ b/rectools/visuals/visual_app.py
@@ -174,7 +174,7 @@ def _fill_requests_with_random(
         num_selecting = min(len(selecting_from), n_random_requests)
         new_ids = np.random.choice(selecting_from, num_selecting, replace=False)
         res = selected_requests.copy()
-        new_requests: tp.Dict[tp.Hashable, ExternalId] = {f"random_{i+1}": new_id for i, new_id in enumerate(new_ids)}
+        new_requests: tp.Dict[tp.Hashable, ExternalId] = {f"random_{i + 1}": new_id for i, new_id in enumerate(new_ids)}
         res.update(new_requests)
         return res
 

From 45a374a87768a50f1126e3267e389045a5f5b63b Mon Sep 17 00:00:00 2001
From: Aki Ariga <chezou+github@gmail.com>
Date: Fri, 6 Dec 2024 18:48:22 -0800
Subject: [PATCH 09/12] Add type: ignore for test

---
 tests/dataset/test_torch_dataset.py | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/tests/dataset/test_torch_dataset.py b/tests/dataset/test_torch_dataset.py
index 56c64563..0881a5be 100644
--- a/tests/dataset/test_torch_dataset.py
+++ b/tests/dataset/test_torch_dataset.py
@@ -155,8 +155,8 @@ def test_getitem_reconstructs_users(self, dataset: Dataset) -> None:
             all_user_features.append(user_features.view(1, -1))
             all_interactions.append(interactions.view(1, -1))
 
-        all_user_features = torch.cat(all_user_features, 0).numpy()
-        all_interactions = torch.cat(all_interactions, 0).numpy()
+        all_user_features = torch.cat(all_user_features, 0).numpy()  # type: ignore
+        all_interactions = torch.cat(all_interactions, 0).numpy()  # type: ignore
 
         ui_matrix = dataset.get_user_item_matrix().toarray()
         assert np.allclose(all_user_features, dataset.user_features.get_sparse().toarray())  # type: ignore
@@ -198,8 +198,8 @@ def test_getitem_reconstructs_users(self, dataset: Dataset) -> None:
             all_user_features.append(user_features.view(1, -1))
             all_interactions.append(interactions.view(1, -1))
 
-        all_user_features = torch.cat(all_user_features, 0).numpy()
-        all_interactions = torch.cat(all_interactions, 0).numpy()
+        all_user_features = torch.cat(all_user_features, 0).numpy()  # type: ignore
+        all_interactions = torch.cat(all_interactions, 0).numpy()  # type: ignore
 
         ui_matrix = dataset.get_user_item_matrix().toarray()
         assert np.allclose(all_user_features, dataset.user_features.get_sparse().toarray())  # type: ignore
@@ -236,7 +236,7 @@ def test_getitem_reconstructs_items(self, dataset: Dataset) -> None:
             item_features = items_dataset[idx]
             all_item_features.append(item_features.view(1, -1))
 
-        all_item_features = torch.cat(all_item_features, 0).numpy()
+        all_item_features = torch.cat(all_item_features, 0).numpy()  # type: ignore
         assert np.allclose(all_item_features, dataset.item_features.get_sparse().toarray())  # type: ignore
 
     def test_raises_attribute_error(self, dataset_no_features: Dataset) -> None:

From 1d7297d76f52647a14e1803f6e9a2590a2f664d9 Mon Sep 17 00:00:00 2001
From: Aki Ariga <chezou+github@gmail.com>
Date: Fri, 6 Dec 2024 19:10:46 -0800
Subject: [PATCH 10/12] Update Changelog

---
 CHANGELOG.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 62ce0787..956f5bae 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -19,6 +19,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 - `load_model` function ([#213](https://github.com/MobileTeleSystems/RecTools/pull/213))
 - `model_from_config` function ([#214](https://github.com/MobileTeleSystems/RecTools/pull/214))
 - `get_cat_features` method to `SparseFeatures` ([#221](https://github.com/MobileTeleSystems/RecTools/pull/221))
+- Drop Python 3.8 Support ([#222](https://github.com/MobileTeleSystems/RecTools/pull/222))
 
 
 ## [0.8.0] - 28.08.2024

From cde3a5e82493feb601b916226aea6bc3ed748275 Mon Sep 17 00:00:00 2001
From: Aki Ariga <chezou+github@gmail.com>
Date: Mon, 9 Dec 2024 07:42:55 -0800
Subject: [PATCH 11/12] Update CHANGELOG.md

Co-authored-by: Emiliy Feldman <feldlime@yandex.ru>
---
 CHANGELOG.md | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 956f5bae..98e0c08e 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -19,7 +19,9 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 - `load_model` function ([#213](https://github.com/MobileTeleSystems/RecTools/pull/213))
 - `model_from_config` function ([#214](https://github.com/MobileTeleSystems/RecTools/pull/214))
 - `get_cat_features` method to `SparseFeatures` ([#221](https://github.com/MobileTeleSystems/RecTools/pull/221))
-- Drop Python 3.8 Support ([#222](https://github.com/MobileTeleSystems/RecTools/pull/222))
+
+### Removed
+- Python 3.8 support ([#222](https://github.com/MobileTeleSystems/RecTools/pull/222))
 
 
 ## [0.8.0] - 28.08.2024

From 87550f3c56a7e6e84867a767df8dd0ab95f918ad Mon Sep 17 00:00:00 2001
From: Aki Ariga <chezou+github@gmail.com>
Date: Mon, 9 Dec 2024 07:46:06 -0800
Subject: [PATCH 12/12] s/3.8/3.9/

---
 SECURITY.md           | 2 +-
 docs/source/index.rst | 2 +-
 setup.cfg             | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/SECURITY.md b/SECURITY.md
index 8f548cb5..6e020709 100644
--- a/SECURITY.md
+++ b/SECURITY.md
@@ -3,7 +3,7 @@ Security Policy
 
 **Supported Python versions**
 
-3.8 or above
+3.9 or above
 
 **Product development security recommendations**
 
diff --git a/docs/source/index.rst b/docs/source/index.rst
index 01df774e..c56cedfb 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -64,7 +64,7 @@ Install from PyPi using pip
 
     $ pip install rectools
 
-RecTools is compatible with all operating systems and with Python 3.8+.
+RecTools is compatible with all operating systems and with Python 3.9+.
 The default version doesn't contain all the dependencies. Optional dependencies are the following:
 
 lightfm: adds wrapper for LightFM model,
diff --git a/setup.cfg b/setup.cfg
index bccd6f41..6edb9147 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -49,7 +49,7 @@ per-file-ignores =
     rectools/models/implicit_als.py: N806
 
 [mypy]
-python_version = 3.8
+python_version = 3.9
 no_incremental = True
 ignore_missing_imports = True
 disallow_untyped_defs = True