diff --git a/Makefile b/Makefile
index 0ac1517..3567037 100644
--- a/Makefile
+++ b/Makefile
@@ -65,7 +65,6 @@ install: gen-basic
 # flake8 configurations should go to the file setup.cfg E1101 must be checked in future (need upstream change of DrainBase)
 lint: clean
 	poetry run flake8 models/uri_drain
-	poetry run pylint --disable=all --enable=E0602,E0603 models deploy benchmarks tests
 
 .PHONY: fix
 # fix problems described in CodingStyle.md - verify outcome with extra care
@@ -104,4 +103,4 @@ else
 	find . -name "__pycache__" -exec rm -r {} +
 	find . -name ".pytest_cache" -exec rm -r {} +
 	find . -name "*.pyc" -exec rm -r {} +
-endif
\ No newline at end of file
+endif
diff --git a/poetry.lock b/poetry.lock
index f61b890..7d3dd14 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 = "aiofiles"
@@ -11,30 +11,6 @@ files = [
     {file = "aiofiles-23.2.1.tar.gz", hash = "sha256:84ec2218d8419404abcb9f0c02df3f34c6e0a68ed41072acfb1cef5cbc29051a"},
 ]
 
-[[package]]
-name = "altair"
-version = "5.5.0"
-description = "Vega-Altair: A declarative statistical visualization library for Python."
-optional = false
-python-versions = ">=3.9"
-files = [
-    {file = "altair-5.5.0-py3-none-any.whl", hash = "sha256:91a310b926508d560fe0148d02a194f38b824122641ef528113d029fcd129f8c"},
-    {file = "altair-5.5.0.tar.gz", hash = "sha256:d960ebe6178c56de3855a68c47b516be38640b73fb3b5111c2a9ca90546dd73d"},
-]
-
-[package.dependencies]
-jinja2 = "*"
-jsonschema = ">=3.0"
-narwhals = ">=1.14.2"
-packaging = "*"
-typing-extensions = {version = ">=4.10.0", markers = "python_version < \"3.14\""}
-
-[package.extras]
-all = ["altair-tiles (>=0.3.0)", "anywidget (>=0.9.0)", "numpy", "pandas (>=1.1.3)", "pyarrow (>=11)", "vega-datasets (>=0.9.0)", "vegafusion[embed] (>=1.6.6)", "vl-convert-python (>=1.7.0)"]
-dev = ["duckdb (>=1.0)", "geopandas", "hatch (>=1.13.0)", "ipython[kernel]", "mistune", "mypy", "pandas (>=1.1.3)", "pandas-stubs", "polars (>=0.20.3)", "pyarrow-stubs", "pytest", "pytest-cov", "pytest-xdist[psutil] (>=3.5,<4.0)", "ruff (>=0.6.0)", "types-jsonschema", "types-setuptools"]
-doc = ["docutils", "jinja2", "myst-parser", "numpydoc", "pillow (>=9,<10)", "pydata-sphinx-theme (>=0.14.1)", "scipy", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinxext-altair"]
-save = ["vl-convert-python (>=1.7.0)"]
-
 [[package]]
 name = "annotated-types"
 version = "0.7.0"
@@ -79,20 +55,15 @@ files = [
 
 [[package]]
 name = "astroid"
-version = "2.11.7"
+version = "3.3.8"
 description = "An abstract syntax tree for Python with inference support."
 optional = false
-python-versions = ">=3.6.2"
+python-versions = ">=3.9.0"
 files = [
-    {file = "astroid-2.11.7-py3-none-any.whl", hash = "sha256:86b0a340a512c65abf4368b80252754cda17c02cdbbd3f587dddf98112233e7b"},
-    {file = "astroid-2.11.7.tar.gz", hash = "sha256:bb24615c77f4837c707669d16907331374ae8a964650a66999da3f5ca68dc946"},
+    {file = "astroid-3.3.8-py3-none-any.whl", hash = "sha256:187ccc0c248bfbba564826c26f070494f7bc964fd286b6d9fff4420e55de828c"},
+    {file = "astroid-3.3.8.tar.gz", hash = "sha256:a88c7994f914a4ea8572fac479459f4955eeccc877be3f2d959a33273b0cf40b"},
 ]
 
-[package.dependencies]
-lazy-object-proxy = ">=1.4.0"
-setuptools = ">=20.0"
-wrapt = ">=1.11,<2"
-
 [[package]]
 name = "attrs"
 version = "24.3.0"
@@ -112,6 +83,48 @@ docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphi
 tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
 tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
 
+[[package]]
+name = "audioop-lts"
+version = "0.2.1"
+description = "LTS Port of Python audioop"
+optional = false
+python-versions = ">=3.13"
+files = [
+    {file = "audioop_lts-0.2.1-cp313-abi3-macosx_10_13_universal2.whl", hash = "sha256:fd1345ae99e17e6910f47ce7d52673c6a1a70820d78b67de1b7abb3af29c426a"},
+    {file = "audioop_lts-0.2.1-cp313-abi3-macosx_10_13_x86_64.whl", hash = "sha256:e175350da05d2087e12cea8e72a70a1a8b14a17e92ed2022952a4419689ede5e"},
+    {file = "audioop_lts-0.2.1-cp313-abi3-macosx_11_0_arm64.whl", hash = "sha256:4a8dd6a81770f6ecf019c4b6d659e000dc26571b273953cef7cd1d5ce2ff3ae6"},
+    {file = "audioop_lts-0.2.1-cp313-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d1cd3c0b6f2ca25c7d2b1c3adeecbe23e65689839ba73331ebc7d893fcda7ffe"},
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+    {file = "audioop_lts-0.2.1-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:e1af3ff32b8c38a7d900382646e91f2fc515fd19dea37e9392275a5cbfdbff63"},
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+    {file = "audioop_lts-0.2.1-cp313-cp313t-win_amd64.whl", hash = "sha256:f0f2f336aa2aee2bce0b0dcc32bbba9178995454c7b979cf6ce086a8801e14c7"},
+    {file = "audioop_lts-0.2.1-cp313-cp313t-win_arm64.whl", hash = "sha256:78bfb3703388c780edf900be66e07de5a3d4105ca8e8720c5c4d67927e0b15d0"},
+    {file = "audioop_lts-0.2.1.tar.gz", hash = "sha256:e81268da0baa880431b68b1308ab7257eb33f356e57a5f9b1f915dfb13dd1387"},
+]
+
 [[package]]
 name = "blinker"
 version = "1.9.0"
@@ -271,94 +284,6 @@ files = [
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
 ]
 
-[[package]]
-name = "contourpy"
-version = "1.3.1"
-description = "Python library for calculating contours of 2D quadrilateral grids"
-optional = false
-python-versions = ">=3.10"
-files = [
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-
-[package.dependencies]
-numpy = ">=1.23"
-
-[package.extras]
-bokeh = ["bokeh", "selenium"]
-docs = ["furo", "sphinx (>=7.2)", "sphinx-copybutton"]
-mypy = ["contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.11.1)", "types-Pillow"]
-test = ["Pillow", "contourpy[test-no-images]", "matplotlib"]
-test-no-images = ["pytest", "pytest-cov", "pytest-rerunfailures", "pytest-xdist", "wurlitzer"]
-
-[[package]]
-name = "cycler"
-version = "0.12.1"
-description = "Composable style cycles"
-optional = false
-python-versions = ">=3.8"
-files = [
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-tests = ["pytest", "pytest-cov", "pytest-xdist"]
-
 [[package]]
 name = "darglint"
 version = "1.8.1"
@@ -445,19 +370,19 @@ typing = ["typing-extensions (>=4.12.2)"]
 
 [[package]]
 name = "flake8"
-version = "5.0.4"
+version = "7.1.1"
 description = "the modular source code checker: pep8 pyflakes and co"
 optional = false
-python-versions = ">=3.6.1"
+python-versions = ">=3.8.1"
 files = [
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 [package.dependencies]
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-pycodestyle = ">=2.9.0,<2.10.0"
-pyflakes = ">=2.5.0,<2.6.0"
+pycodestyle = ">=2.12.0,<2.13.0"
+pyflakes = ">=3.2.0,<3.3.0"
 
 [[package]]
 name = "flake8-2020"
@@ -475,21 +400,21 @@ flake8 = ">=5"
 
 [[package]]
 name = "flake8-bugbear"
-version = "22.12.6"
+version = "24.12.12"
 description = "A plugin for flake8 finding likely bugs and design problems in your program. Contains warnings that don't belong in pyflakes and pycodestyle."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8.1"
 files = [
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 [package.dependencies]
-attrs = ">=19.2.0"
-flake8 = ">=3.0.0"
+attrs = ">=22.2.0"
+flake8 = ">=6.0.0"
 
 [package.extras]
-dev = ["coverage", "hypothesis", "hypothesmith (>=0.2)", "pre-commit", "tox"]
+dev = ["coverage", "hypothesis", "hypothesmith (>=0.2)", "pre-commit", "pytest", "tox"]
 
 [[package]]
 name = "flake8-comprehensions"
@@ -556,21 +481,21 @@ test = ["coverage (==4.*)", "flake8-builtins", "flake8-commas", "flake8-fixme",
 
 [[package]]
 name = "flask"
-version = "2.3.3"
+version = "3.1.0"
 description = "A simple framework for building complex web applications."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
-blinker = ">=1.6.2"
+blinker = ">=1.9"
 click = ">=8.1.3"
-itsdangerous = ">=2.1.2"
+itsdangerous = ">=2.2"
 Jinja2 = ">=3.1.2"
-Werkzeug = ">=2.3.7"
+Werkzeug = ">=3.1"
 
 [package.extras]
 async = ["asgiref (>=3.2)"]
@@ -578,91 +503,20 @@ dotenv = ["python-dotenv"]
 
 [[package]]
 name = "flynt"
-version = "0.76"
+version = "1.0.1"
 description = "CLI tool to convert a python project's %-formatted strings to f-strings."
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
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-tomli = ">=1.1.0"
-
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 [package.dependencies]
-grpcio = ">=1.68.0"
+grpcio = ">=1.68.1"
 protobuf = ">=5.26.1,<6.0dev"
 setuptools = "*"
 
@@ -1005,43 +860,28 @@ files = [
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 [[package]]
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-version = "6.4.5"
-description = "Read resources from Python packages"
+name = "inflect"
+version = "7.4.0"
+description = "Correctly generate plurals, singular nouns, ordinals, indefinite articles"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
+[package.dependencies]
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+typeguard = ">=4.0.1"
+
 [package.extras]
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 enabler = ["pytest-enabler (>=2.2)"]
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+test = ["pygments", "pytest (>=6,!=8.1.*)"]
 type = ["pytest-mypy"]
 
-[[package]]
-name = "inflect"
-version = "6.2.0"
-description = "Correctly generate plurals, singular nouns, ordinals, indefinite articles; convert numbers to words"
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-
-[package.extras]
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-
 [[package]]
 name = "iniconfig"
 version = "2.0.0"
@@ -1108,191 +948,45 @@ files = [
 
 [[package]]
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+version = "4.0.1"
 description = "jsonpickle encodes/decodes any Python object to/from JSON"
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+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
 cov = ["pytest-cov"]
-dev = ["black"]
+dev = ["black", "pyupgrade"]
 docs = ["furo", "rst.linker (>=1.9)", "sphinx (>=3.5)"]
 packaging = ["build", "setuptools (>=61.2)", "setuptools-scm[toml] (>=6.0)", "twine"]
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 [[package]]
-name = "jsonschema"
-version = "4.23.0"
-description = "An implementation of JSON Schema validation for Python"
+name = "markdown-it-py"
+version = "3.0.0"
+description = "Python port of markdown-it. Markdown parsing, done right!"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
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-jsonschema-specifications = ">=2023.03.6"
-referencing = ">=0.28.4"
-rpds-py = ">=0.7.1"
+mdurl = ">=0.1,<1.0"
 
 [package.extras]
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-
-[[package]]
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-version = "2024.10.1"
-description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
-optional = false
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 name = "markupsafe"
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-
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-
 [[package]]
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 version = "0.7.0"
@@ -1432,26 +1069,26 @@ files = [
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 [[package]]
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 [[package]]
 name = "nltk"
@@ -1702,13 +1339,13 @@ xml = ["lxml (>=4.9.2)"]
 
 [[package]]
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 files = [
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 [package.dependencies]
@@ -1864,13 +1501,13 @@ files = [
 
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 ]
 
 [[package]]
@@ -2035,70 +1672,72 @@ files = [
 
 [[package]]
 name = "pyflakes"
-version = "2.5.0"
+version = "3.2.0"
 description = "passive checker of Python programs"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
-name = "pylint"
-version = "2.13.9"
-description = "python code static checker"
+name = "pygments"
+version = "2.18.0"
+description = "Pygments is a syntax highlighting package written in Python."
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-python-versions = ">=3.6.2"
+python-versions = ">=3.8"
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-dill = ">=0.2"
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-mccabe = ">=0.6,<0.8"
-platformdirs = ">=2.2.0"
-
 [package.extras]
-testutil = ["gitpython (>3)"]
+windows-terminal = ["colorama (>=0.4.6)"]
 
 [[package]]
-name = "pyparsing"
-version = "3.2.0"
-description = "pyparsing module - Classes and methods to define and execute parsing grammars"
+name = "pylint"
+version = "3.3.3"
+description = "python code static checker"
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+python-versions = ">=3.9.0"
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+astroid = ">=3.3.8,<=3.4.0-dev0"
+colorama = {version = ">=0.4.5", markers = "sys_platform == \"win32\""}
+dill = {version = ">=0.3.7", markers = "python_version >= \"3.12\""}
+isort = ">=4.2.5,<5.13.0 || >5.13.0,<6"
+mccabe = ">=0.6,<0.8"
+platformdirs = ">=2.2.0"
+tomlkit = ">=0.10.1"
+
 [package.extras]
-diagrams = ["jinja2", "railroad-diagrams"]
+spelling = ["pyenchant (>=3.2,<4.0)"]
+testutils = ["gitpython (>3)"]
 
 [[package]]
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-version = "7.4.4"
+version = "8.3.4"
 description = "pytest: simple powerful testing with Python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
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 [package.dependencies]
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 iniconfig = "*"
 packaging = "*"
-pluggy = ">=0.12,<2.0"
+pluggy = ">=1.5,<2"
 
 [package.extras]
-testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
+dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
 
 [[package]]
 name = "python-dateutil"
@@ -2198,21 +1837,6 @@ files = [
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-optional = false
-python-versions = ">=3.8"
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-attrs = ">=22.2.0"
-rpds-py = ">=0.7.0"
-
 [[package]]
 name = "regex"
 version = "2024.11.6"
@@ -2338,117 +1962,67 @@ socks = ["PySocks (>=1.5.6,!=1.5.7)"]
 use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
 [[package]]
-name = "rpds-py"
-version = "0.22.3"
-description = "Python bindings to Rust's persistent data structures (rpds)"
+name = "rich"
+version = "13.9.4"
+description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.8.0"
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 slack = ["slack-sdk"]
 telegram = ["requests"]
 
+[[package]]
+name = "typeguard"
+version = "4.4.1"
+description = "Run-time type checker for Python"
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+
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+test = ["coverage[toml] (>=7)", "mypy (>=1.2.0)", "pytest (>=7)"]
+
+[[package]]
+name = "typer"
+version = "0.15.1"
+description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
+optional = false
+python-versions = ">=3.7"
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+rich = ">=10.11.0"
+shellingham = ">=1.3.0"
+typing-extensions = ">=3.7.4.3"
+
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 name = "typing-extensions"
 version = "4.12.2"
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 [package.extras]
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-    {file = "wrapt-1.17.0-py3-none-any.whl", hash = "sha256:d2c63b93548eda58abf5188e505ffed0229bf675f7c3090f8e36ad55b8cbc371"},
-    {file = "wrapt-1.17.0.tar.gz", hash = "sha256:16187aa2317c731170a88ef35e8937ae0f533c402872c1ee5e6d079fcf320801"},
-]
-
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.13"
-content-hash = "5d3a8b5d140171827e241231294cfb7fd1bcc28620d6e3670952ef84b90a2322"
+content-hash = "8325ac1882aa5a1c178009d684025bc98fd32d7a15732f18a7a3debfce110977"
diff --git a/pyproject.toml b/pyproject.toml
index bc43676..e89898e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -54,15 +54,15 @@ generate-setup-file = true
 
 [tool.poetry.dependencies]
 python = "^3.13"  # Gradio needs 3.8+
-grpcio = "<=1.68.0"
-grpcio-tools = "<=1.68.0"
-jsonpickle = "^3.0.1"
+grpcio = "<=1.68.1"
+grpcio-tools = "<=1.68.1"
+jsonpickle = "^4.0.1"
 cachetools = "^5.3.1"
 nltk = "^3.8.1"
-inflect = "^6.0.4"
-pytest = "^7.3.2"
-flask = "^2.3.2"
-textblob = "0.18.0"
+inflect = "^7.4.0"
+pytest = "^8.3.4"
+flask = "^3.1.0"
+textblob = "0.18.0.post0"
 
 
 
@@ -76,24 +76,24 @@ textblob = "0.18.0"
 
 
 [tool.poetry.group.lint.dependencies]
-pylint = '2.13.9'
-flake8 = "^5.0.4"
+pylint = '3.3.3'
+flake8 = "^7.1.1"
 # isort = "^5.10.1"
 unify = "^0.5"
-flynt = "^0.76"
+flynt = "^1.0"
 # flake8-quotes = "^3.3.1"
 flake8-use-fstring = "^1.4"
-pep8-naming = "^0.13.2"
+pep8-naming = "^0.14.1"
 darglint = "^1.8.1"
 flake8-eradicate = "^1.4.0"
 flake8-docstrings = "^1.6.0"
-flake8-bugbear = "^22.9.23"
+flake8-bugbear = "^24.12.12"
 flake8-comprehensions = "^3.10.0"
 flake8-2020 = "^1.7.0"
 
 
 [tool.poetry.group.demo.dependencies]
-gradio = "^3.35.2"
+gradio = "^5.9.1"
 
 [build-system]
 requires = ["poetry-core"]
diff --git a/setup.cfg b/setup.cfg
index 97dc787..a473e9b 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -17,17 +17,28 @@
 # run with `--disable-noqa` to reevaluate skipped inspections
 # Do not use ignore option, it will override some plugin's default ignore
 extend-ignore =
-    E303, # Too many blank lines | Conflict with Pycharm
-    E126, # Continuation line over-indented for hanging indent | Conflict with Pycharm
-    E501, # Line too long | Customized by max-line-length
-    W503, # Line break occurred before a binary operator | Conflict with W504
-    # temporarily banned rules for various reasons, likely to re-enable in the future
-    E800, # Found commented out code | Temporarily disabled for legacy code
-    D, # docstring | To be enhanced, large number
-    DAR, # docstring structure | To be fixed
-    Q000, # Upstream Drain uses double quotes, for ease of maintenance, disabled
-    B008, # Should be fixed upstream Drain3
-    B023, # Should be fixed upstream Drain3
+    B008,
+    B023,
+    E303,
+    E126,
+    E501,
+    W503,
+    E800,
+    D008,
+    D100,
+    D101,
+    D102,
+    D104,
+    D105,
+    D107,
+    D212,
+    D103,
+    D205,
+    D202,
+    D415,
+    DAR101,
+    DAR201,
+    DAR401
 
 max-line-length = 120
 max-complexity = 32
@@ -46,4 +57,4 @@ docstring_style = google
 
 [isort]
 line_length = 120
-multi_line_output = 11
\ No newline at end of file
+multi_line_output = 11