From ddc0890b4804ea461d064000d8b3ba0039979aa1 Mon Sep 17 00:00:00 2001
From: Adrian Hill <adrian.hill@mailbox.org>
Date: Wed, 14 Sep 2022 17:15:51 +0200
Subject: [PATCH] Update dev environment to TensorFlow `v2.10.0`

---
 poetry.lock      | 1470 +++++++++++++++++++++++-----------------------
 pyproject.toml   |    2 +-
 requirements.txt |   61 +-
 3 files changed, 776 insertions(+), 757 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 67152e52..6c3b35a8 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,6 +1,6 @@
 [[package]]
 name = "absl-py"
-version = "1.1.0"
+version = "1.2.0"
 description = "Abseil Python Common Libraries, see https://github.com/abseil/abseil-py."
 category = "main"
 optional = false
@@ -24,20 +24,20 @@ python-versions = "*"
 
 [[package]]
 name = "astroid"
-version = "2.11.6"
+version = "2.12.9"
 description = "An abstract syntax tree for Python with inference support."
 category = "dev"
 optional = false
-python-versions = ">=3.6.2"
+python-versions = ">=3.7.2"
 
 [package.dependencies]
 lazy-object-proxy = ">=1.4.0"
 typing-extensions = {version = ">=3.10", markers = "python_version < \"3.10\""}
-wrapt = ">=1.11,<2"
+wrapt = {version = ">=1.11,<2", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "asttokens"
-version = "2.0.5"
+version = "2.0.8"
 description = "Annotate AST trees with source code positions"
 category = "dev"
 optional = false
@@ -47,7 +47,7 @@ python-versions = "*"
 six = "*"
 
 [package.extras]
-test = ["astroid", "pytest"]
+test = ["astroid (<=2.5.3)", "pytest"]
 
 [[package]]
 name = "astunparse"
@@ -62,7 +62,7 @@ six = ">=1.6.1,<2.0"
 
 [[package]]
 name = "atomicwrites"
-version = "1.4.0"
+version = "1.4.1"
 description = "Atomic file writes."
 category = "dev"
 optional = false
@@ -70,17 +70,17 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "attrs"
-version = "21.4.0"
+version = "22.1.0"
 description = "Classes Without Boilerplate"
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=3.5"
 
 [package.extras]
-dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit", "cloudpickle"]
-docs = ["furo", "sphinx", "zope.interface", "sphinx-notfound-page"]
-tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "cloudpickle"]
-tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "cloudpickle"]
+dev = ["cloudpickle", "coverage[toml] (>=5.0.2)", "furo", "hypothesis", "mypy (>=0.900,!=0.940)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "sphinx", "sphinx-notfound-page", "zope.interface"]
+docs = ["furo", "sphinx", "sphinx-notfound-page", "zope.interface"]
+tests = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "zope.interface"]
+tests_no_zope = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins"]
 
 [[package]]
 name = "babel"
@@ -116,13 +116,13 @@ PyYAML = ">=5.3.1"
 stevedore = ">=1.20.0"
 
 [package.extras]
-test = ["coverage (>=4.5.4)", "fixtures (>=3.0.0)", "flake8 (>=4.0.0)", "stestr (>=2.5.0)", "testscenarios (>=0.5.0)", "testtools (>=2.3.0)", "toml", "beautifulsoup4 (>=4.8.0)", "pylint (==1.9.4)"]
+test = ["beautifulsoup4 (>=4.8.0)", "coverage (>=4.5.4)", "fixtures (>=3.0.0)", "flake8 (>=4.0.0)", "pylint (==1.9.4)", "stestr (>=2.5.0)", "testscenarios (>=0.5.0)", "testtools (>=2.3.0)", "toml"]
 toml = ["toml"]
 yaml = ["pyyaml"]
 
 [[package]]
 name = "black"
-version = "22.3.0"
+version = "22.8.0"
 description = "The uncompromising code formatter."
 category = "dev"
 optional = false
@@ -133,7 +133,7 @@ click = ">=8.0.0"
 mypy-extensions = ">=0.4.3"
 pathspec = ">=0.9.0"
 platformdirs = ">=2"
-tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
+tomli = {version = ">=1.1.0", markers = "python_full_version < \"3.11.0a7\""}
 typing-extensions = {version = ">=3.10.0.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
@@ -152,7 +152,7 @@ python-versions = "~=3.7"
 
 [[package]]
 name = "certifi"
-version = "2022.6.15"
+version = "2022.6.15.2"
 description = "Python package for providing Mozilla's CA Bundle."
 category = "main"
 optional = false
@@ -160,7 +160,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "cffi"
-version = "1.15.0"
+version = "1.15.1"
 description = "Foreign Function Interface for Python calling C code."
 category = "dev"
 optional = false
@@ -179,11 +179,11 @@ python-versions = ">=3.6.1"
 
 [[package]]
 name = "charset-normalizer"
-version = "2.0.12"
+version = "2.1.1"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 category = "main"
 optional = false
-python-versions = ">=3.5.0"
+python-versions = ">=3.6.0"
 
 [package.extras]
 unicode_backport = ["unicodedata2"]
@@ -262,7 +262,7 @@ graph = ["objgraph (>=1.7.2)"]
 
 [[package]]
 name = "distlib"
-version = "0.3.4"
+version = "0.3.6"
 description = "Distribution utilities"
 category = "dev"
 optional = false
@@ -286,7 +286,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "executing"
-version = "0.8.3"
+version = "1.0.0"
 description = "Get the currently executing AST node of a frame, and other information"
 category = "dev"
 optional = false
@@ -294,15 +294,15 @@ python-versions = "*"
 
 [[package]]
 name = "filelock"
-version = "3.7.1"
+version = "3.8.0"
 description = "A platform independent file lock."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-docs = ["furo (>=2021.8.17b43)", "sphinx (>=4.1)", "sphinx-autodoc-typehints (>=1.12)"]
-testing = ["covdefaults (>=1.2.0)", "coverage (>=4)", "pytest (>=4)", "pytest-cov", "pytest-timeout (>=1.4.2)"]
+docs = ["furo (>=2022.6.21)", "sphinx (>=5.1.1)", "sphinx-autodoc-typehints (>=1.19.1)"]
+testing = ["covdefaults (>=2.2)", "coverage (>=6.4.2)", "pytest (>=7.1.2)", "pytest-cov (>=3)", "pytest-timeout (>=2.1)"]
 
 [[package]]
 name = "flake8"
@@ -373,16 +373,15 @@ pydocstyle = ">=2.1"
 
 [[package]]
 name = "flake8-isort"
-version = "4.1.1"
+version = "4.2.0"
 description = "flake8 plugin that integrates isort ."
 category = "dev"
 optional = false
 python-versions = "*"
 
 [package.dependencies]
-flake8 = ">=3.2.1,<5"
+flake8 = ">=3.2.1,<6"
 isort = ">=4.3.5,<6"
-testfixtures = ">=6.8.0,<7"
 
 [package.extras]
 test = ["pytest-cov"]
@@ -400,7 +399,7 @@ flake8 = "*"
 
 [[package]]
 name = "flatbuffers"
-version = "1.12"
+version = "2.0.7"
 description = "The FlatBuffers serialization format for Python"
 category = "main"
 optional = false
@@ -408,16 +407,16 @@ python-versions = "*"
 
 [[package]]
 name = "fonttools"
-version = "4.33.3"
+version = "4.37.1"
 description = "Tools to manipulate font files"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-all = ["fs (>=2.2.0,<3)", "lxml (>=4.0,<5)", "zopfli (>=0.1.4)", "lz4 (>=1.7.4.2)", "matplotlib", "sympy", "skia-pathops (>=0.5.0)", "uharfbuzz (>=0.23.0)", "brotlicffi (>=0.8.0)", "scipy", "brotli (>=1.0.1)", "munkres", "unicodedata2 (>=14.0.0)", "xattr"]
+all = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "fs (>=2.2.0,<3)", "lxml (>=4.0,<5)", "lz4 (>=1.7.4.2)", "matplotlib", "munkres", "scipy", "skia-pathops (>=0.5.0)", "sympy", "uharfbuzz (>=0.23.0)", "unicodedata2 (>=14.0.0)", "xattr", "zopfli (>=0.1.4)"]
 graphite = ["lz4 (>=1.7.4.2)"]
-interpolatable = ["scipy", "munkres"]
+interpolatable = ["munkres", "scipy"]
 lxml = ["lxml (>=4.0,<5)"]
 pathops = ["skia-pathops (>=0.5.0)"]
 plot = ["matplotlib"]
@@ -426,7 +425,7 @@ symfont = ["sympy"]
 type1 = ["xattr"]
 ufo = ["fs (>=2.2.0,<3)"]
 unicode = ["unicodedata2 (>=14.0.0)"]
-woff = ["zopfli (>=0.1.4)", "brotlicffi (>=0.8.0)", "brotli (>=1.0.1)"]
+woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
 
 [[package]]
 name = "ftfy"
@@ -479,7 +478,7 @@ gitdb = ">=4.0.1,<5"
 
 [[package]]
 name = "google-auth"
-version = "2.8.0"
+version = "2.11.0"
 description = "Google Authentication Library"
 category = "main"
 optional = false
@@ -492,7 +491,7 @@ rsa = {version = ">=3.1.4,<5", markers = "python_version >= \"3.6\""}
 six = ">=1.9.0"
 
 [package.extras]
-aiohttp = ["requests (>=2.20.0,<3.0.0dev)", "aiohttp (>=3.6.2,<4.0.0dev)"]
+aiohttp = ["aiohttp (>=3.6.2,<4.0.0dev)", "requests (>=2.20.0,<3.0.0dev)"]
 enterprise_cert = ["cryptography (==36.0.2)", "pyopenssl (==22.0.0)"]
 pyopenssl = ["pyopenssl (>=20.0.0)"]
 reauth = ["pyu2f (>=0.1.5)"]
@@ -525,7 +524,7 @@ six = "*"
 
 [[package]]
 name = "grpcio"
-version = "1.47.0"
+version = "1.48.1"
 description = "HTTP/2-based RPC framework"
 category = "main"
 optional = false
@@ -535,7 +534,7 @@ python-versions = ">=3.6"
 six = ">=1.5.2"
 
 [package.extras]
-protobuf = ["grpcio-tools (>=1.47.0)"]
+protobuf = ["grpcio-tools (>=1.48.1)"]
 
 [[package]]
 name = "h5py"
@@ -550,7 +549,7 @@ numpy = ">=1.14.5"
 
 [[package]]
 name = "identify"
-version = "2.5.1"
+version = "2.5.5"
 description = "File identification library for Python"
 category = "dev"
 optional = false
@@ -561,7 +560,7 @@ license = ["ukkonen"]
 
 [[package]]
 name = "idna"
-version = "3.3"
+version = "3.4"
 description = "Internationalized Domain Names in Applications (IDNA)"
 category = "main"
 optional = false
@@ -569,7 +568,7 @@ python-versions = ">=3.5"
 
 [[package]]
 name = "imagesize"
-version = "1.3.0"
+version = "1.4.1"
 description = "Getting image size from png/jpeg/jpeg2000/gif file"
 category = "dev"
 optional = false
@@ -577,7 +576,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "importlib-metadata"
-version = "4.11.4"
+version = "4.12.0"
 description = "Read metadata from Python packages"
 category = "main"
 optional = false
@@ -587,9 +586,9 @@ python-versions = ">=3.7"
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)"]
+docs = ["jaraco.packaging (>=9)", "rst.linker (>=1.9)", "sphinx"]
 perf = ["ipython"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "packaging", "pyfakefs", "flufl.flake8", "pytest-perf (>=0.9.2)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)", "importlib-resources (>=1.3)"]
+testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)"]
 
 [[package]]
 name = "iniconfig"
@@ -616,11 +615,11 @@ tornado = ">=4.2"
 traitlets = ">=4.1.0"
 
 [package.extras]
-test = ["pytest (!=5.3.4)", "pytest-cov", "flaky", "nose", "jedi (<=0.17.2)"]
+test = ["flaky", "jedi (<=0.17.2)", "nose", "pytest (!=5.3.4)", "pytest-cov"]
 
 [[package]]
 name = "ipython"
-version = "8.4.0"
+version = "8.5.0"
 description = "IPython: Productive Interactive Computing"
 category = "dev"
 optional = false
@@ -635,13 +634,13 @@ jedi = ">=0.16"
 matplotlib-inline = "*"
 pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
 pickleshare = "*"
-prompt-toolkit = ">=2.0.0,<3.0.0 || >3.0.0,<3.0.1 || >3.0.1,<3.1.0"
+prompt-toolkit = ">3.0.1,<3.1.0"
 pygments = ">=2.4.0"
 stack-data = "*"
 traitlets = ">=5"
 
 [package.extras]
-all = ["black", "Sphinx (>=1.3)", "ipykernel", "nbconvert", "nbformat", "ipywidgets", "notebook", "ipyparallel", "qtconsole", "pytest (<7.1)", "pytest-asyncio", "testpath", "curio", "matplotlib (!=3.2.0)", "numpy (>=1.19)", "pandas", "trio"]
+all = ["Sphinx (>=1.3)", "black", "curio", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.19)", "pandas", "pytest (<7.1)", "pytest-asyncio", "qtconsole", "testpath", "trio"]
 black = ["black"]
 doc = ["Sphinx (>=1.3)"]
 kernel = ["ipykernel"]
@@ -651,7 +650,7 @@ notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
 test = ["pytest (<7.1)", "pytest-asyncio", "testpath"]
-test_extra = ["pytest (<7.1)", "pytest-asyncio", "testpath", "curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.19)", "pandas", "trio"]
+test_extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.19)", "pandas", "pytest (<7.1)", "pytest-asyncio", "testpath", "trio"]
 
 [[package]]
 name = "ipython-genutils"
@@ -670,10 +669,10 @@ optional = false
 python-versions = ">=3.6.1,<4.0"
 
 [package.extras]
-pipfile_deprecated_finder = ["pipreqs", "requirementslib"]
-requirements_deprecated_finder = ["pipreqs", "pip-api"]
 colors = ["colorama (>=0.4.3,<0.5.0)"]
+pipfile_deprecated_finder = ["pipreqs", "requirementslib"]
 plugins = ["setuptools"]
+requirements_deprecated_finder = ["pip-api", "pipreqs"]
 
 [[package]]
 name = "jedi"
@@ -706,7 +705,7 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "jupyter-client"
-version = "7.3.4"
+version = "7.3.5"
 description = "Jupyter protocol implementation and client libraries"
 category = "dev"
 optional = false
@@ -718,16 +717,16 @@ jupyter-core = ">=4.9.2"
 nest-asyncio = ">=1.5.4"
 python-dateutil = ">=2.8.2"
 pyzmq = ">=23.0"
-tornado = ">=6.0"
+tornado = ">=6.2"
 traitlets = "*"
 
 [package.extras]
-doc = ["ipykernel", "myst-parser", "sphinx-rtd-theme", "sphinx (>=1.3.6)", "sphinxcontrib-github-alt"]
+doc = ["ipykernel", "myst-parser", "sphinx (>=1.3.6)", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
 test = ["codecov", "coverage", "ipykernel (>=6.5)", "ipython", "mypy", "pre-commit", "pytest", "pytest-asyncio (>=0.18)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-core"
-version = "4.10.0"
+version = "4.11.1"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
 category = "dev"
 optional = false
@@ -742,7 +741,7 @@ test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "keras"
-version = "2.9.0"
+version = "2.10.0"
 description = "Deep learning for humans."
 category = "main"
 optional = false
@@ -761,13 +760,13 @@ numpy = ">=1.9.1"
 six = ">=1.9.0"
 
 [package.extras]
-image = ["scipy (>=0.14)", "Pillow (>=5.2.0)"]
+image = ["Pillow (>=5.2.0)", "scipy (>=0.14)"]
 pep8 = ["flake8"]
-tests = ["pandas", "pillow", "tensorflow", "keras", "pytest", "pytest-xdist", "pytest-cov"]
+tests = ["keras", "pandas", "pillow", "pytest", "pytest-cov", "pytest-xdist", "tensorflow"]
 
 [[package]]
 name = "kiwisolver"
-version = "1.4.3"
+version = "1.4.4"
 description = "A fast implementation of the Cassowary constraint solver"
 category = "main"
 optional = false
@@ -783,7 +782,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "libclang"
-version = "14.0.1"
+version = "14.0.6"
 description = "Clang Python Bindings, mirrored from the official LLVM repo: https://github.com/llvm/llvm-project/tree/main/clang/bindings/python, to make the installation process easier."
 category = "main"
 optional = false
@@ -791,7 +790,7 @@ python-versions = "*"
 
 [[package]]
 name = "libcst"
-version = "0.4.5"
+version = "0.4.7"
 description = "A concrete syntax tree with AST-like properties for Python 3.5, 3.6, 3.7, 3.8, 3.9, and 3.10 programs."
 category = "dev"
 optional = false
@@ -803,15 +802,15 @@ typing-extensions = ">=3.7.4.2"
 typing-inspect = ">=0.4.0"
 
 [package.extras]
-dev = ["black (==22.3.0)", "coverage (>=4.5.4)", "fixit (==0.1.1)", "flake8 (>=3.7.8)", "hypothesis (>=4.36.0)", "hypothesmith (>=0.0.4)", "jupyter (>=1.0.0)", "maturin (>=0.8.3,<0.9)", "nbsphinx (>=0.4.2)", "prompt-toolkit (>=2.0.9)", "setuptools-scm (>=6.0.1)", "sphinx-rtd-theme (>=0.4.3)", "ufmt (==1.3)", "usort (==1.0.0rc1)", "setuptools-rust (>=0.12.1)", "slotscheck (>=0.7.1)", "jinja2 (==3.0.3)", "pyre-check (==0.9.9)"]
+dev = ["black (==22.3.0)", "coverage (>=4.5.4)", "fixit (==0.1.1)", "flake8 (>=3.7.8)", "hypothesis (>=4.36.0)", "hypothesmith (>=0.0.4)", "jinja2 (==3.0.3)", "jupyter (>=1.0.0)", "maturin (>=0.8.3,<0.9)", "nbsphinx (>=0.4.2)", "prompt-toolkit (>=2.0.9)", "pyre-check (==0.9.9)", "setuptools-rust (>=0.12.1)", "setuptools-scm (>=6.0.1)", "slotscheck (>=0.7.1)", "sphinx-rtd-theme (>=0.4.3)", "ufmt (==1.3)", "usort (==1.0.0rc1)"]
 
 [[package]]
 name = "markdown"
-version = "3.3.7"
+version = "3.4.1"
 description = "Python implementation of Markdown."
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 importlib-metadata = {version = ">=4.4", markers = "python_version < \"3.10\""}
@@ -823,13 +822,13 @@ testing = ["coverage", "pyyaml"]
 name = "markupsafe"
 version = "2.1.1"
 description = "Safely add untrusted strings to HTML/XML markup."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 
 [[package]]
 name = "matplotlib"
-version = "3.5.2"
+version = "3.5.3"
 description = "Python plotting package"
 category = "main"
 optional = false
@@ -844,11 +843,11 @@ packaging = ">=20.0"
 pillow = ">=6.2.0"
 pyparsing = ">=2.2.1"
 python-dateutil = ">=2.7"
-setuptools_scm = ">=4"
+setuptools_scm = ">=4,<7"
 
 [[package]]
 name = "matplotlib-inline"
-version = "0.1.3"
+version = "0.1.6"
 description = "Inline Matplotlib backend for Jupyter"
 category = "dev"
 optional = false
@@ -911,15 +910,15 @@ python-versions = ">=3.5"
 
 [[package]]
 name = "nodeenv"
-version = "1.6.0"
+version = "1.7.0"
 description = "Node.js virtual environment builder"
 category = "dev"
 optional = false
-python-versions = "*"
+python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*"
 
 [[package]]
 name = "numpy"
-version = "1.23.0"
+version = "1.23.3"
 description = "NumPy is the fundamental package for array computing with Python."
 category = "main"
 optional = false
@@ -927,7 +926,7 @@ python-versions = ">=3.8"
 
 [[package]]
 name = "oauthlib"
-version = "3.2.0"
+version = "3.2.1"
 description = "A generic, spec-compliant, thorough implementation of the OAuth request-signing logic"
 category = "main"
 optional = false
@@ -950,7 +949,7 @@ python-versions = ">=3.5"
 numpy = ">=1.7"
 
 [package.extras]
-docs = ["sphinx (==1.2.3)", "sphinxcontrib-napoleon", "sphinx-rtd-theme", "numpydoc"]
+docs = ["numpydoc", "sphinx (==1.2.3)", "sphinx-rtd-theme", "sphinxcontrib-napoleon"]
 tests = ["pytest", "pytest-cov", "pytest-pep8"]
 
 [[package]]
@@ -966,7 +965,7 @@ pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"
 
 [[package]]
 name = "pandas"
-version = "1.4.3"
+version = "1.4.4"
 description = "Powerful data structures for data analysis, time series, and statistics"
 category = "dev"
 optional = false
@@ -999,15 +998,15 @@ testing = ["docopt", "pytest (<6.0.0)"]
 
 [[package]]
 name = "pathspec"
-version = "0.9.0"
+version = "0.10.1"
 description = "Utility library for gitignore style pattern matching of file paths."
 category = "dev"
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+python-versions = ">=3.7"
 
 [[package]]
 name = "pbr"
-version = "5.9.0"
+version = "5.10.0"
 description = "Python Build Reasonableness"
 category = "dev"
 optional = false
@@ -1045,14 +1044,14 @@ python-versions = "*"
 
 [[package]]
 name = "pillow"
-version = "9.1.1"
+version = "9.2.0"
 description = "Python Imaging Library (Fork)"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-docs = ["olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-issues (>=3.0.1)", "sphinx-removed-in", "sphinx-rtd-theme (>=1.0)", "sphinxext-opengraph"]
+docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-issues (>=3.0.1)", "sphinx-removed-in", "sphinxext-opengraph"]
 tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
 
 [[package]]
@@ -1064,8 +1063,8 @@ optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-docs = ["furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx-autodoc-typehints (>=1.12)", "sphinx (>=4)"]
-test = ["appdirs (==1.4.4)", "pytest-cov (>=2.7)", "pytest-mock (>=3.6)", "pytest (>=6)"]
+docs = ["furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx (>=4)", "sphinx-autodoc-typehints (>=1.12)"]
+test = ["appdirs (==1.4.4)", "pytest (>=6)", "pytest-cov (>=2.7)", "pytest-mock (>=3.6)"]
 
 [[package]]
 name = "pluggy"
@@ -1081,7 +1080,7 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "pre-commit"
-version = "2.19.0"
+version = "2.20.0"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
 category = "dev"
 optional = false
@@ -1097,7 +1096,7 @@ virtualenv = ">=20.0.8"
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.29"
+version = "3.0.31"
 description = "Library for building powerful interactive command lines in Python"
 category = "dev"
 optional = false
@@ -1108,7 +1107,7 @@ wcwidth = "*"
 
 [[package]]
 name = "protobuf"
-version = "3.19.4"
+version = "3.19.5"
 description = "Protocol Buffers"
 category = "main"
 optional = false
@@ -1200,22 +1199,25 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "pygments"
-version = "2.12.0"
+version = "2.13.0"
 description = "Pygments is a syntax highlighting package written in Python."
 category = "dev"
 optional = false
 python-versions = ">=3.6"
 
+[package.extras]
+plugins = ["importlib-metadata"]
+
 [[package]]
 name = "pylint"
-version = "2.14.3"
+version = "2.15.2"
 description = "python code static checker"
 category = "dev"
 optional = false
 python-versions = ">=3.7.2"
 
 [package.dependencies]
-astroid = ">=2.11.6,<=2.12.0-dev0"
+astroid = ">=2.12.9,<=2.14.0-dev0"
 colorama = {version = ">=0.4.5", markers = "sys_platform == \"win32\""}
 dill = ">=0.2"
 isort = ">=4.2.5,<6"
@@ -1238,7 +1240,7 @@ optional = false
 python-versions = ">=3.6.8"
 
 [package.extras]
-diagrams = ["railroad-diagrams", "jinja2"]
+diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pytest"
@@ -1275,7 +1277,7 @@ pytest = ">=4.6"
 toml = "*"
 
 [package.extras]
-testing = ["fields", "hunter", "process-tests", "six", "pytest-xdist", "virtualenv"]
+testing = ["fields", "hunter", "process-tests", "pytest-xdist", "six", "virtualenv"]
 
 [[package]]
 name = "python-dateutil"
@@ -1290,7 +1292,7 @@ six = ">=1.5"
 
 [[package]]
 name = "pytz"
-version = "2022.1"
+version = "2022.2.1"
 description = "World timezone definitions, modern and historical"
 category = "dev"
 optional = false
@@ -1298,7 +1300,7 @@ python-versions = "*"
 
 [[package]]
 name = "pyupgrade"
-version = "2.34.0"
+version = "2.37.3"
 description = "A tool to automatically upgrade syntax for newer versions."
 category = "dev"
 optional = false
@@ -1325,7 +1327,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "pyzmq"
-version = "23.2.0"
+version = "23.2.1"
 description = "Python bindings for 0MQ"
 category = "dev"
 optional = false
@@ -1337,7 +1339,7 @@ py = {version = "*", markers = "implementation_name == \"pypy\""}
 
 [[package]]
 name = "requests"
-version = "2.28.0"
+version = "2.28.1"
 description = "Python HTTP for Humans."
 category = "main"
 optional = false
@@ -1345,13 +1347,13 @@ python-versions = ">=3.7, <4"
 
 [package.dependencies]
 certifi = ">=2017.4.17"
-charset-normalizer = ">=2.0.0,<2.1.0"
+charset-normalizer = ">=2,<3"
 idna = ">=2.5,<4"
 urllib3 = ">=1.21.1,<1.27"
 
 [package.extras]
 socks = ["PySocks (>=1.5.6,!=1.5.7)"]
-use_chardet_on_py3 = ["chardet (>=3.0.2,<5)"]
+use_chardet_on_py3 = ["chardet (>=3.0.2,<6)"]
 
 [[package]]
 name = "requests-oauthlib"
@@ -1381,7 +1383,7 @@ dev = ["pytest"]
 
 [[package]]
 name = "rsa"
-version = "4.8"
+version = "4.9"
 description = "Pure-Python RSA implementation"
 category = "main"
 optional = false
@@ -1392,16 +1394,15 @@ pyasn1 = ">=0.1.3"
 
 [[package]]
 name = "setuptools-scm"
-version = "7.0.2"
+version = "6.4.2"
 description = "the blessed package to manage your versions by scm tags"
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.6"
 
 [package.dependencies]
 packaging = ">=20.0"
 tomli = ">=1.0.0"
-typing-extensions = "*"
 
 [package.extras]
 test = ["pytest (>=6.2)", "virtualenv (>20)"]
@@ -1460,8 +1461,8 @@ sphinxcontrib-serializinghtml = ">=1.1.5"
 
 [package.extras]
 docs = ["sphinxcontrib-websupport"]
-lint = ["flake8 (>=3.5.0)", "isort", "mypy (>=0.931)", "docutils-stubs", "types-typed-ast", "types-requests"]
-test = ["pytest", "pytest-cov", "html5lib", "cython", "typed-ast"]
+lint = ["docutils-stubs", "flake8 (>=3.5.0)", "isort", "mypy (>=0.931)", "types-requests", "types-typed-ast"]
+test = ["cython", "html5lib", "pytest", "pytest-cov", "typed-ast"]
 
 [[package]]
 name = "sphinxcontrib-applehelp"
@@ -1472,7 +1473,7 @@ optional = false
 python-versions = ">=3.5"
 
 [package.extras]
-lint = ["flake8", "mypy", "docutils-stubs"]
+lint = ["docutils-stubs", "flake8", "mypy"]
 test = ["pytest"]
 
 [[package]]
@@ -1484,7 +1485,7 @@ optional = false
 python-versions = ">=3.5"
 
 [package.extras]
-lint = ["flake8", "mypy", "docutils-stubs"]
+lint = ["docutils-stubs", "flake8", "mypy"]
 test = ["pytest"]
 
 [[package]]
@@ -1496,8 +1497,8 @@ optional = false
 python-versions = ">=3.6"
 
 [package.extras]
-lint = ["flake8", "mypy", "docutils-stubs"]
-test = ["pytest", "html5lib"]
+lint = ["docutils-stubs", "flake8", "mypy"]
+test = ["html5lib", "pytest"]
 
 [[package]]
 name = "sphinxcontrib-jsmath"
@@ -1508,7 +1509,7 @@ optional = false
 python-versions = ">=3.5"
 
 [package.extras]
-test = ["pytest", "flake8", "mypy"]
+test = ["flake8", "mypy", "pytest"]
 
 [[package]]
 name = "sphinxcontrib-qthelp"
@@ -1519,7 +1520,7 @@ optional = false
 python-versions = ">=3.5"
 
 [package.extras]
-lint = ["flake8", "mypy", "docutils-stubs"]
+lint = ["docutils-stubs", "flake8", "mypy"]
 test = ["pytest"]
 
 [[package]]
@@ -1531,12 +1532,12 @@ optional = false
 python-versions = ">=3.5"
 
 [package.extras]
-lint = ["flake8", "mypy", "docutils-stubs"]
+lint = ["docutils-stubs", "flake8", "mypy"]
 test = ["pytest"]
 
 [[package]]
 name = "stack-data"
-version = "0.3.0"
+version = "0.5.0"
 description = "Extract data from python stack frames and tracebacks for informative displays"
 category = "dev"
 optional = false
@@ -1548,22 +1549,22 @@ executing = "*"
 pure-eval = "*"
 
 [package.extras]
-tests = ["pytest", "typeguard", "pygments", "littleutils", "cython"]
+tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
 [[package]]
 name = "stevedore"
-version = "3.5.0"
+version = "4.0.0"
 description = "Manage dynamic plugins for Python applications"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 
 [package.dependencies]
 pbr = ">=2.0.0,<2.1.0 || >2.1.0"
 
 [[package]]
 name = "tensorboard"
-version = "2.9.1"
+version = "2.10.0"
 description = "TensorBoard lets you watch Tensors Flow"
 category = "main"
 optional = false
@@ -1600,7 +1601,7 @@ python-versions = "*"
 
 [[package]]
 name = "tensorflow"
-version = "2.9.1"
+version = "2.10.0"
 description = "TensorFlow is an open source machine learning framework for everyone."
 category = "main"
 optional = false
@@ -1609,12 +1610,12 @@ python-versions = ">=3.7"
 [package.dependencies]
 absl-py = ">=1.0.0"
 astunparse = ">=1.6.0"
-flatbuffers = ">=1.12,<2"
+flatbuffers = ">=2.0"
 gast = ">=0.2.1,<=0.4.0"
 google-pasta = ">=0.1.1"
 grpcio = ">=1.24.3,<2.0"
 h5py = ">=2.9.0"
-keras = ">=2.9.0rc0,<2.10.0"
+keras = ">=2.10.0,<2.11"
 keras-preprocessing = ">=1.1.1"
 libclang = ">=13.0.0"
 numpy = ">=1.20"
@@ -1622,8 +1623,8 @@ opt-einsum = ">=2.3.2"
 packaging = "*"
 protobuf = ">=3.9.2,<3.20"
 six = ">=1.12.0"
-tensorboard = ">=2.9,<2.10"
-tensorflow-estimator = ">=2.9.0rc0,<2.10.0"
+tensorboard = ">=2.10,<2.11"
+tensorflow-estimator = ">=2.10.0,<2.11"
 tensorflow-io-gcs-filesystem = ">=0.23.1"
 termcolor = ">=1.1.0"
 typing-extensions = ">=3.6.6"
@@ -1631,7 +1632,7 @@ wrapt = ">=1.11.0"
 
 [[package]]
 name = "tensorflow-estimator"
-version = "2.9.0"
+version = "2.10.0"
 description = "TensorFlow Estimator."
 category = "main"
 optional = false
@@ -1639,39 +1640,29 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "tensorflow-io-gcs-filesystem"
-version = "0.26.0"
+version = "0.27.0"
 description = "TensorFlow IO"
 category = "main"
 optional = false
 python-versions = ">=3.7, <3.11"
 
 [package.extras]
-tensorflow = ["tensorflow (>=2.9.0,<2.10.0)"]
-tensorflow-aarch64 = ["tensorflow-aarch64 (>=2.9.0,<2.10.0)"]
-tensorflow-cpu = ["tensorflow-cpu (>=2.9.0,<2.10.0)"]
-tensorflow-gpu = ["tensorflow-gpu (>=2.9.0,<2.10.0)"]
-tensorflow-rocm = ["tensorflow-rocm (>=2.9.0,<2.10.0)"]
+tensorflow = ["tensorflow (>=2.10.0,<2.11.0)"]
+tensorflow-aarch64 = ["tensorflow-aarch64 (>=2.10.0,<2.11.0)"]
+tensorflow-cpu = ["tensorflow-cpu (>=2.10.0,<2.11.0)"]
+tensorflow-gpu = ["tensorflow-gpu (>=2.10.0,<2.11.0)"]
+tensorflow-rocm = ["tensorflow-rocm (>=2.10.0,<2.11.0)"]
 
 [[package]]
 name = "termcolor"
-version = "1.1.0"
-description = "ANSII Color formatting for output in terminal."
+version = "2.0.1"
+description = "ANSI color formatting for output in terminal"
 category = "main"
 optional = false
-python-versions = "*"
-
-[[package]]
-name = "testfixtures"
-version = "6.18.5"
-description = "A collection of helpers and mock objects for unit tests and doc tests."
-category = "dev"
-optional = false
-python-versions = "*"
+python-versions = ">=3.7"
 
 [package.extras]
-build = ["setuptools-git", "wheel", "twine"]
-docs = ["sphinx", "zope.component", "sybil", "twisted", "mock", "django (<2)", "django"]
-test = ["pytest (>=3.6)", "pytest-cov", "pytest-django", "zope.component", "sybil", "twisted", "mock", "django (<2)", "django"]
+tests = ["pytest", "pytest-cov"]
 
 [[package]]
 name = "tokenize-rt"
@@ -1699,7 +1690,7 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "tomlkit"
-version = "0.11.0"
+version = "0.11.4"
 description = "Style preserving TOML library"
 category = "dev"
 optional = false
@@ -1707,15 +1698,15 @@ python-versions = ">=3.6,<4.0"
 
 [[package]]
 name = "tornado"
-version = "6.1"
+version = "6.2"
 description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
 category = "dev"
 optional = false
-python-versions = ">= 3.5"
+python-versions = ">= 3.7"
 
 [[package]]
 name = "traitlets"
-version = "5.3.0"
+version = "5.4.0"
 description = ""
 category = "dev"
 optional = false
@@ -1734,7 +1725,7 @@ python-versions = "*"
 
 [[package]]
 name = "typing-extensions"
-version = "4.2.0"
+version = "4.3.0"
 description = "Backported and Experimental Type Hints for Python 3.7+"
 category = "main"
 optional = false
@@ -1742,7 +1733,7 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "typing-inspect"
-version = "0.7.1"
+version = "0.8.0"
 description = "Runtime inspection utilities for typing module."
 category = "dev"
 optional = false
@@ -1754,38 +1745,37 @@ typing-extensions = ">=3.7.4"
 
 [[package]]
 name = "urllib3"
-version = "1.26.9"
+version = "1.26.12"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, <4"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, <4"
 
 [package.extras]
-brotli = ["brotlicffi (>=0.8.0)", "brotli (>=1.0.9)", "brotlipy (>=0.6.0)"]
-secure = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "certifi", "ipaddress"]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"]
+secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "pyOpenSSL (>=0.14)", "urllib3-secure-extra"]
 socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.14.1"
+version = "20.16.5"
 description = "Virtual Python Environment builder"
 category = "dev"
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+python-versions = ">=3.6"
 
 [package.dependencies]
-distlib = ">=0.3.1,<1"
-filelock = ">=3.2,<4"
-platformdirs = ">=2,<3"
-six = ">=1.9.0,<2"
+distlib = ">=0.3.5,<1"
+filelock = ">=3.4.1,<4"
+platformdirs = ">=2.4,<3"
 
 [package.extras]
-docs = ["proselint (>=0.10.2)", "sphinx (>=3)", "sphinx-argparse (>=0.2.5)", "sphinx-rtd-theme (>=0.4.3)", "towncrier (>=21.3)"]
-testing = ["coverage (>=4)", "coverage-enable-subprocess (>=1)", "flaky (>=3)", "pytest (>=4)", "pytest-env (>=0.6.2)", "pytest-freezegun (>=0.4.1)", "pytest-mock (>=2)", "pytest-randomly (>=1)", "pytest-timeout (>=1)", "packaging (>=20.0)"]
+docs = ["proselint (>=0.13)", "sphinx (>=5.1.1)", "sphinx-argparse (>=0.3.1)", "sphinx-rtd-theme (>=1)", "towncrier (>=21.9)"]
+testing = ["coverage (>=6.2)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=21.3)", "pytest (>=7.0.1)", "pytest-env (>=0.6.2)", "pytest-freezegun (>=0.4.2)", "pytest-mock (>=3.6.1)", "pytest-randomly (>=3.10.3)", "pytest-timeout (>=2.1)"]
 
 [[package]]
 name = "vulture"
-version = "2.4"
+version = "2.5"
 description = "Find dead code"
 category = "dev"
 optional = false
@@ -1804,12 +1794,15 @@ python-versions = "*"
 
 [[package]]
 name = "werkzeug"
-version = "2.1.2"
+version = "2.2.2"
 description = "The comprehensive WSGI web application library."
 category = "main"
 optional = false
 python-versions = ">=3.7"
 
+[package.dependencies]
+MarkupSafe = ">=2.1.1"
+
 [package.extras]
 watchdog = ["watchdog"]
 
@@ -1823,25 +1816,25 @@ python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
 
 [[package]]
 name = "zipp"
-version = "3.8.0"
+version = "3.8.1"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "jaraco.itertools", "func-timeout", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)"]
+docs = ["jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx"]
+testing = ["func-timeout", "jaraco.itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
 
 [metadata]
 lock-version = "1.1"
 python-versions = ">=3.8,<3.11"
-content-hash = "cca6c76ad0caeb65d73089ce47bc0b0a030cf2db5374f3e7ebc20dbea96b81d2"
+content-hash = "da7cfbcd15612309840571e3f0962bdaf759ff95de3e14239df803bc3d3d0fca"
 
 [metadata.files]
 absl-py = [
-    {file = "absl-py-1.1.0.tar.gz", hash = "sha256:3aa39f898329c2156ff525dfa69ce709e42d77aab18bf4917719d6f260aa6a08"},
-    {file = "absl_py-1.1.0-py3-none-any.whl", hash = "sha256:db97287655e30336938f8058d2c81ed2be6af1d9b6ebbcd8df1080a6c7fcd24e"},
+    {file = "absl-py-1.2.0.tar.gz", hash = "sha256:f568809938c49abbda89826223c992b630afd23c638160ad7840cfe347710d97"},
+    {file = "absl_py-1.2.0-py3-none-any.whl", hash = "sha256:5d15f85b8cc859c6245bc9886ba664460ed96a6fee895416caa37d669ee74a9a"},
 ]
 alabaster = [
     {file = "alabaster-0.7.12-py2.py3-none-any.whl", hash = "sha256:446438bdcca0e05bd45ea2de1668c1d9b032e1a9154c2c259092d77031ddd359"},
@@ -1852,24 +1845,23 @@ appnope = [
     {file = "appnope-0.1.3.tar.gz", hash = "sha256:02bd91c4de869fbb1e1c50aafc4098827a7a54ab2f39d9dcba6c9547ed920e24"},
 ]
 astroid = [
-    {file = "astroid-2.11.6-py3-none-any.whl", hash = "sha256:ba33a82a9a9c06a5ceed98180c5aab16e29c285b828d94696bf32d6015ea82a9"},
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-    {file = "tornado-6.1.tar.gz", hash = "sha256:33c6e81d7bd55b468d2e793517c909b139960b6c790a60b7991b9b6b76fb9791"},
+    {file = "tornado-6.2-cp37-abi3-macosx_10_9_universal2.whl", hash = "sha256:20f638fd8cc85f3cbae3c732326e96addff0a15e22d80f049e00121651e82e72"},
+    {file = "tornado-6.2-cp37-abi3-macosx_10_9_x86_64.whl", hash = "sha256:87dcafae3e884462f90c90ecc200defe5e580a7fbbb4365eda7c7c1eb809ebc9"},
+    {file = "tornado-6.2-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ba09ef14ca9893954244fd872798b4ccb2367c165946ce2dd7376aebdde8e3ac"},
+    {file = "tornado-6.2-cp37-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:b8150f721c101abdef99073bf66d3903e292d851bee51910839831caba341a75"},
+    {file = "tornado-6.2-cp37-abi3-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d3a2f5999215a3a06a4fc218026cd84c61b8b2b40ac5296a6db1f1451ef04c1e"},
+    {file = "tornado-6.2-cp37-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:5f8c52d219d4995388119af7ccaa0bcec289535747620116a58d830e7c25d8a8"},
+    {file = "tornado-6.2-cp37-abi3-musllinux_1_1_i686.whl", hash = "sha256:6fdfabffd8dfcb6cf887428849d30cf19a3ea34c2c248461e1f7d718ad30b66b"},
+    {file = "tornado-6.2-cp37-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:1d54d13ab8414ed44de07efecb97d4ef7c39f7438cf5e976ccd356bebb1b5fca"},
+    {file = "tornado-6.2-cp37-abi3-win32.whl", hash = "sha256:5c87076709343557ef8032934ce5f637dbb552efa7b21d08e89ae7619ed0eb23"},
+    {file = "tornado-6.2-cp37-abi3-win_amd64.whl", hash = "sha256:e5f923aa6a47e133d1cf87d60700889d7eae68988704e20c75fb2d65677a8e4b"},
+    {file = "tornado-6.2.tar.gz", hash = "sha256:9b630419bde84ec666bfd7ea0a4cb2a8a651c2d5cccdbdd1972a0c859dfc3c13"},
 ]
 traitlets = [
-    {file = "traitlets-5.3.0-py3-none-any.whl", hash = "sha256:65fa18961659635933100db8ca120ef6220555286949774b9cfc106f941d1c7a"},
-    {file = "traitlets-5.3.0.tar.gz", hash = "sha256:0bb9f1f9f017aa8ec187d8b1b2a7a6626a2a1d877116baba52a129bfa124f8e2"},
+    {file = "traitlets-5.4.0-py3-none-any.whl", hash = "sha256:93663cc8236093d48150e2af5e2ed30fc7904a11a6195e21bab0408af4e6d6c8"},
+    {file = "traitlets-5.4.0.tar.gz", hash = "sha256:3f2c4e435e271592fe4390f1746ea56836e3a080f84e7833f0f801d9613fec39"},
 ]
 typed-ast = [
     {file = "typed_ast-1.4.3-cp35-cp35m-manylinux1_i686.whl", hash = "sha256:2068531575a125b87a41802130fa7e29f26c09a2833fea68d9a40cf33902eba6"},
@@ -3105,33 +3124,32 @@ typed-ast = [
     {file = "typed_ast-1.4.3.tar.gz", hash = "sha256:fb1bbeac803adea29cedd70781399c99138358c26d05fcbd23c13016b7f5ec65"},
 ]
 typing-extensions = [
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-    {file = "typing_extensions-4.2.0.tar.gz", hash = "sha256:f1c24655a0da0d1b67f07e17a5e6b2a105894e6824b92096378bb3668ef02376"},
+    {file = "typing_extensions-4.3.0-py3-none-any.whl", hash = "sha256:25642c956049920a5aa49edcdd6ab1e06d7e5d467fc00e0506c44ac86fbfca02"},
+    {file = "typing_extensions-4.3.0.tar.gz", hash = "sha256:e6d2677a32f47fc7eb2795db1dd15c1f34eff616bcaf2cfb5e997f854fa1c4a6"},
 ]
 typing-inspect = [
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-    {file = "typing_inspect-0.7.1-py3-none-any.whl", hash = "sha256:3cd7d4563e997719a710a3bfe7ffb544c6b72069b6812a02e9b414a8fa3aaa6b"},
-    {file = "typing_inspect-0.7.1.tar.gz", hash = "sha256:047d4097d9b17f46531bf6f014356111a1b6fb821a24fe7ac909853ca2a782aa"},
+    {file = "typing_inspect-0.8.0-py3-none-any.whl", hash = "sha256:5fbf9c1e65d4fa01e701fe12a5bca6c6e08a4ffd5bc60bfac028253a447c5188"},
+    {file = "typing_inspect-0.8.0.tar.gz", hash = "sha256:8b1ff0c400943b6145df8119c41c244ca8207f1f10c9c057aeed1560e4806e3d"},
 ]
 urllib3 = [
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-    {file = "urllib3-1.26.9.tar.gz", hash = "sha256:aabaf16477806a5e1dd19aa41f8c2b7950dd3c746362d7e3223dbe6de6ac448e"},
+    {file = "urllib3-1.26.12-py2.py3-none-any.whl", hash = "sha256:b930dd878d5a8afb066a637fbb35144fe7901e3b209d1cd4f524bd0e9deee997"},
+    {file = "urllib3-1.26.12.tar.gz", hash = "sha256:3fa96cf423e6987997fc326ae8df396db2a8b7c667747d47ddd8ecba91f4a74e"},
 ]
 virtualenv = [
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-    {file = "virtualenv-20.14.1.tar.gz", hash = "sha256:ef589a79795589aada0c1c5b319486797c03b67ac3984c48c669c0e4f50df3a5"},
+    {file = "virtualenv-20.16.5-py3-none-any.whl", hash = "sha256:d07dfc5df5e4e0dbc92862350ad87a36ed505b978f6c39609dc489eadd5b0d27"},
+    {file = "virtualenv-20.16.5.tar.gz", hash = "sha256:227ea1b9994fdc5ea31977ba3383ef296d7472ea85be9d6732e42a91c04e80da"},
 ]
 vulture = [
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-    {file = "vulture-2.4.tar.gz", hash = "sha256:819439294a76b4e0b8e08c70d75565a8ce3dc1f6e03558ed123a5f2bb737c0ea"},
+    {file = "vulture-2.5-py2.py3-none-any.whl", hash = "sha256:a7c7e7a23b11e78840fdd821509d05a6134aa9fd60418fe39d60b3026fe698d9"},
+    {file = "vulture-2.5.tar.gz", hash = "sha256:2831694055eb2e36a09c3b7680934837102b9b6c0969206e3902d513612177c3"},
 ]
 wcwidth = [
     {file = "wcwidth-0.2.5-py2.py3-none-any.whl", hash = "sha256:beb4802a9cebb9144e99086eff703a642a13d6a0052920003a230f3294bbe784"},
     {file = "wcwidth-0.2.5.tar.gz", hash = "sha256:c4d647b99872929fdb7bdcaa4fbe7f01413ed3d98077df798530e5b04f116c83"},
 ]
 werkzeug = [
-    {file = "Werkzeug-2.1.2-py3-none-any.whl", hash = "sha256:72a4b735692dd3135217911cbeaa1be5fa3f62bffb8745c5215420a03dc55255"},
-    {file = "Werkzeug-2.1.2.tar.gz", hash = "sha256:1ce08e8093ed67d638d63879fd1ba3735817f7a80de3674d293f5984f25fb6e6"},
+    {file = "Werkzeug-2.2.2-py3-none-any.whl", hash = "sha256:f979ab81f58d7318e064e99c4506445d60135ac5cd2e177a2de0089bfd4c9bd5"},
+    {file = "Werkzeug-2.2.2.tar.gz", hash = "sha256:7ea2d48322cc7c0f8b3a215ed73eabd7b5d75d0b50e31ab006286ccff9e00b8f"},
 ]
 wrapt = [
     {file = "wrapt-1.14.1-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:1b376b3f4896e7930f1f772ac4b064ac12598d1c38d04907e696cc4d794b43d3"},
@@ -3200,6 +3218,6 @@ wrapt = [
     {file = "wrapt-1.14.1.tar.gz", hash = "sha256:380a85cf89e0e69b7cfbe2ea9f765f004ff419f34194018a6827ac0e3edfed4d"},
 ]
 zipp = [
-    {file = "zipp-3.8.0-py3-none-any.whl", hash = "sha256:c4f6e5bbf48e74f7a38e7cc5b0480ff42b0ae5178957d564d18932525d5cf099"},
-    {file = "zipp-3.8.0.tar.gz", hash = "sha256:56bf8aadb83c24db6c4b577e13de374ccfb67da2078beba1d037c17980bf43ad"},
+    {file = "zipp-3.8.1-py3-none-any.whl", hash = "sha256:47c40d7fe183a6f21403a199b3e4192cca5774656965b0a4988ad2f8feb5f009"},
+    {file = "zipp-3.8.1.tar.gz", hash = "sha256:05b45f1ee8f807d0cc928485ca40a07cb491cf092ff587c0df9cb1fd154848d2"},
 ]
diff --git a/pyproject.toml b/pyproject.toml
index 0f123147..e626a82f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -33,7 +33,7 @@ keywords = ["XAI", "LRP", "Deep Taylor",]
 
 [tool.poetry.dependencies]
 python = ">=3.8,<3.11"
-tensorflow = "^2.6"
+tensorflow = ">=2.6,<2.11"
 future = "^0.18.2"
 numpy = "^1.22"
 matplotlib = "^3.5.1"
diff --git a/requirements.txt b/requirements.txt
index d15d2fe3..6cdb0788 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,51 +1,52 @@
-absl-py==1.1.0 ; python_version >= "3.8" and python_version < "3.11"
+absl-py==1.2.0 ; python_version >= "3.8" and python_version < "3.11"
 astunparse==1.6.3 ; python_version >= "3.8" and python_version < "3.11"
 cachetools==5.2.0 ; python_version >= "3.8" and python_version < "3.11"
-certifi==2022.6.15 ; python_version >= "3.8" and python_version < "3.11"
-charset-normalizer==2.0.12 ; python_version >= "3.8" and python_version < "3.11"
+certifi==2022.6.15.2 ; python_version >= "3.8" and python_version < "3.11"
+charset-normalizer==2.1.1 ; python_version >= "3.8" and python_version < "3.11"
 cycler==0.11.0 ; python_version >= "3.8" and python_version < "3.11"
-flatbuffers==1.12 ; python_version >= "3.8" and python_version < "3.11"
-fonttools==4.33.3 ; python_version >= "3.8" and python_version < "3.11"
+flatbuffers==2.0.7 ; python_version >= "3.8" and python_version < "3.11"
+fonttools==4.37.1 ; python_version >= "3.8" and python_version < "3.11"
 future==0.18.2 ; python_version >= "3.8" and python_version < "3.11"
 gast==0.4.0 ; python_version >= "3.8" and python_version < "3.11"
 google-auth-oauthlib==0.4.6 ; python_version >= "3.8" and python_version < "3.11"
-google-auth==2.8.0 ; python_version >= "3.8" and python_version < "3.11"
+google-auth==2.11.0 ; python_version >= "3.8" and python_version < "3.11"
 google-pasta==0.2.0 ; python_version >= "3.8" and python_version < "3.11"
-grpcio==1.47.0 ; python_version >= "3.8" and python_version < "3.11"
+grpcio==1.48.1 ; python_version >= "3.8" and python_version < "3.11"
 h5py==3.7.0 ; python_version >= "3.8" and python_version < "3.11"
-idna==3.3 ; python_version >= "3.8" and python_version < "3.11"
-importlib-metadata==4.11.4 ; python_version >= "3.8" and python_version < "3.10"
+idna==3.4 ; python_version >= "3.8" and python_version < "3.11"
+importlib-metadata==4.12.0 ; python_version >= "3.8" and python_version < "3.10"
 keras-preprocessing==1.1.2 ; python_version >= "3.8" and python_version < "3.11"
-keras==2.9.0 ; python_version >= "3.8" and python_version < "3.11"
-kiwisolver==1.4.3 ; python_version >= "3.8" and python_version < "3.11"
-libclang==14.0.1 ; python_version >= "3.8" and python_version < "3.11"
-markdown==3.3.7 ; python_version >= "3.8" and python_version < "3.11"
-matplotlib==3.5.2 ; python_version >= "3.8" and python_version < "3.11"
-numpy==1.23.0 ; python_version >= "3.8" and python_version < "3.11"
-oauthlib==3.2.0 ; python_version >= "3.8" and python_version < "3.11"
+keras==2.10.0 ; python_version >= "3.8" and python_version < "3.11"
+kiwisolver==1.4.4 ; python_version >= "3.8" and python_version < "3.11"
+libclang==14.0.6 ; python_version >= "3.8" and python_version < "3.11"
+markdown==3.4.1 ; python_version >= "3.8" and python_version < "3.11"
+markupsafe==2.1.1 ; python_version >= "3.8" and python_version < "3.11"
+matplotlib==3.5.3 ; python_version >= "3.8" and python_version < "3.11"
+numpy==1.23.3 ; python_version >= "3.8" and python_version < "3.11"
+oauthlib==3.2.1 ; python_version >= "3.8" and python_version < "3.11"
 opt-einsum==3.3.0 ; python_version >= "3.8" and python_version < "3.11"
 packaging==21.3 ; python_version >= "3.8" and python_version < "3.11"
-pillow==9.1.1 ; python_version >= "3.8" and python_version < "3.11"
-protobuf==3.19.4 ; python_version >= "3.8" and python_version < "3.11"
+pillow==9.2.0 ; python_version >= "3.8" and python_version < "3.11"
+protobuf==3.19.5 ; python_version >= "3.8" and python_version < "3.11"
 pyasn1-modules==0.2.8 ; python_version >= "3.8" and python_version < "3.11"
 pyasn1==0.4.8 ; python_version >= "3.8" and python_version < "3.11"
 pyparsing==3.0.9 ; python_version >= "3.8" and python_version < "3.11"
 python-dateutil==2.8.2 ; python_version >= "3.8" and python_version < "3.11"
 requests-oauthlib==1.3.1 ; python_version >= "3.8" and python_version < "3.11"
-requests==2.28.0 ; python_version >= "3.8" and python_version < "3.11"
-rsa==4.8 ; python_version >= "3.8" and python_version < "3.11"
-setuptools-scm==7.0.2 ; python_version >= "3.8" and python_version < "3.11"
+requests==2.28.1 ; python_version >= "3.8" and python_version < "3.11"
+rsa==4.9 ; python_version >= "3.8" and python_version < "3.11"
+setuptools-scm==6.4.2 ; python_version >= "3.8" and python_version < "3.11"
 six==1.16.0 ; python_version >= "3.8" and python_version < "3.11"
 tensorboard-data-server==0.6.1 ; python_version >= "3.8" and python_version < "3.11"
 tensorboard-plugin-wit==1.8.1 ; python_version >= "3.8" and python_version < "3.11"
-tensorboard==2.9.1 ; python_version >= "3.8" and python_version < "3.11"
-tensorflow-estimator==2.9.0 ; python_version >= "3.8" and python_version < "3.11"
-tensorflow-io-gcs-filesystem==0.26.0 ; python_version >= "3.8" and python_version < "3.11"
-tensorflow==2.9.1 ; python_version >= "3.8" and python_version < "3.11"
-termcolor==1.1.0 ; python_version >= "3.8" and python_version < "3.11"
+tensorboard==2.10.0 ; python_version >= "3.8" and python_version < "3.11"
+tensorflow-estimator==2.10.0 ; python_version >= "3.8" and python_version < "3.11"
+tensorflow-io-gcs-filesystem==0.27.0 ; python_version >= "3.8" and python_version < "3.11"
+tensorflow==2.10.0 ; python_version >= "3.8" and python_version < "3.11"
+termcolor==2.0.1 ; python_version >= "3.8" and python_version < "3.11"
 tomli==2.0.1 ; python_version >= "3.8" and python_version < "3.11"
-typing-extensions==4.2.0 ; python_version >= "3.8" and python_version < "3.11"
-urllib3==1.26.9 ; python_version >= "3.8" and python_version < "3.11"
-werkzeug==2.1.2 ; python_version >= "3.8" and python_version < "3.11"
+typing-extensions==4.3.0 ; python_version >= "3.8" and python_version < "3.11"
+urllib3==1.26.12 ; python_version >= "3.8" and python_version < "3.11"
+werkzeug==2.2.2 ; python_version >= "3.8" and python_version < "3.11"
 wrapt==1.14.1 ; python_version >= "3.8" and python_version < "3.11"
-zipp==3.8.0 ; python_version >= "3.8" and python_version < "3.10"
+zipp==3.8.1 ; python_version >= "3.8" and python_version < "3.10"