From 593982b094448f68479d0f44d3b4286b1e41b28f Mon Sep 17 00:00:00 2001
From: Adrian Hill <adrian.hill@mailbox.org>
Date: Fri, 6 Jan 2023 15:52:48 +0100
Subject: [PATCH] Support TensorFlow 2.11

and use Python 3.10 dev env
---
 .github/workflows/coverage.yml |    2 +-
 README.md                      |    2 +-
 dev_env_requirements.txt       |   50 +-
 mypy.ini                       |    2 +-
 poetry.lock                    | 1498 +++++++++++++++++---------------
 pyproject.toml                 |    2 +-
 tox.ini                        |    8 +-
 7 files changed, 853 insertions(+), 711 deletions(-)

diff --git a/.github/workflows/coverage.yml b/.github/workflows/coverage.yml
index 3b83bff2..3d6164cb 100644
--- a/.github/workflows/coverage.yml
+++ b/.github/workflows/coverage.yml
@@ -12,7 +12,7 @@ jobs:
       - uses: actions/checkout@v2
       - uses: actions/setup-python@v2
         with:
-          python-version: 3.7
+          python-version: 3.10
       # Install & configure poetry      
       - name: Install Poetry
         uses: snok/install-poetry@v1.1.6
diff --git a/README.md b/README.md
index 79cf23c9..50eec51e 100644
--- a/README.md
+++ b/README.md
@@ -9,7 +9,7 @@
 [![Black](https://img.shields.io/badge/code_style-black-black.svg)](https://github.com/psf/black)
 
 [![Python](https://img.shields.io/pypi/pyversions/innvestigate.svg)](https://badge.fury.io/py/innvestigate)
-[![TensorFlow package version](https://img.shields.io/badge/TensorFlow-2.6_--_2.10-orange.svg)](https://github.com/albermax/innvestigate)
+[![TensorFlow package version](https://img.shields.io/badge/TensorFlow-2.6_--_2.11-orange.svg)](https://github.com/albermax/innvestigate)
 
 ![Different explanation methods on ImageNet.](https://github.com/albermax/innvestigate/raw/master/examples/images/analysis_grid.png)
 
diff --git a/dev_env_requirements.txt b/dev_env_requirements.txt
index 6cdb0788..a7ebf894 100644
--- a/dev_env_requirements.txt
+++ b/dev_env_requirements.txt
@@ -1,33 +1,33 @@
-absl-py==1.2.0 ; python_version >= "3.8" and python_version < "3.11"
+absl-py==1.3.0 ; 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==2022.6.15.2 ; python_version >= "3.8" and python_version < "3.11"
+certifi==2022.12.7 ; python_version >= "3.8" and python_version < "3.11"
 charset-normalizer==2.1.1 ; python_version >= "3.8" and python_version < "3.11"
+contourpy==1.0.6 ; python_version >= "3.8" and python_version < "3.11"
 cycler==0.11.0 ; 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"
+flatbuffers==23.1.4 ; python_version >= "3.8" and python_version < "3.11"
+fonttools==4.38.0 ; 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==2.11.0 ; python_version >= "3.8" and python_version < "3.11"
+google-auth==2.15.0 ; python_version >= "3.8" and python_version < "3.11"
 google-pasta==0.2.0 ; python_version >= "3.8" and python_version < "3.11"
-grpcio==1.48.1 ; python_version >= "3.8" and python_version < "3.11"
+grpcio==1.51.1 ; python_version >= "3.8" and python_version < "3.11"
 h5py==3.7.0 ; python_version >= "3.8" and python_version < "3.11"
 idna==3.4 ; 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==2.10.0 ; python_version >= "3.8" and python_version < "3.11"
+importlib-metadata==6.0.0 ; python_version >= "3.8" and python_version < "3.10"
+keras==2.11.0 ; 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"
+matplotlib==3.6.2 ; python_version >= "3.8" and python_version < "3.11"
+numpy==1.24.1 ; python_version >= "3.8" and python_version < "3.11"
+oauthlib==3.2.2 ; 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==9.2.0 ; python_version >= "3.8" and python_version < "3.11"
-protobuf==3.19.5 ; python_version >= "3.8" and python_version < "3.11"
+packaging==22.0 ; python_version >= "3.8" and python_version < "3.11"
+pillow==9.4.0 ; python_version >= "3.8" and python_version < "3.11"
+protobuf==3.19.6 ; 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"
@@ -35,18 +35,20 @@ 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==2.28.1 ; 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"
+setuptools-scm==7.1.0 ; python_version >= "3.8" and python_version < "3.11"
+setuptools==65.6.3 ; 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==2.10.0 ; 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"
+tensorboard==2.11.0 ; python_version >= "3.8" and python_version < "3.11"
+tensorflow-estimator==2.11.0 ; python_version >= "3.8" and python_version < "3.11"
+tensorflow-io-gcs-filesystem==0.29.0 ; python_version >= "3.7" and python_version < "3.12" and (python_version >= "3.8" and python_version < "3.11" and platform_machine != "arm64" or python_version >= "3.8" and python_version < "3.11" and platform_system != "Darwin")
+tensorflow==2.11.0 ; python_version >= "3.8" and python_version < "3.11"
+termcolor==2.2.0 ; python_version >= "3.8" and python_version < "3.11"
 tomli==2.0.1 ; python_version >= "3.8" and python_version < "3.11"
-typing-extensions==4.3.0 ; python_version >= "3.8" and python_version < "3.11"
-urllib3==1.26.12 ; python_version >= "3.8" and python_version < "3.11"
+typing-extensions==4.4.0 ; python_version >= "3.8" and python_version < "3.11"
+urllib3==1.26.13 ; python_version >= "3.8" and python_version < "3.11"
 werkzeug==2.2.2 ; python_version >= "3.8" and python_version < "3.11"
+wheel==0.38.4 ; python_version >= "3.8" and python_version < "3.11"
 wrapt==1.14.1 ; python_version >= "3.8" and python_version < "3.11"
-zipp==3.8.1 ; python_version >= "3.8" and python_version < "3.10"
+zipp==3.11.0 ; python_version >= "3.8" and python_version < "3.10"
diff --git a/mypy.ini b/mypy.ini
index 7f52b649..6d86da16 100644
--- a/mypy.ini
+++ b/mypy.ini
@@ -1,5 +1,5 @@
 [mypy]
-python_version = 3.7
+python_version = 3.10
 warn_return_any = True
 warn_unused_configs = True
 files = src/innvestigate
diff --git a/poetry.lock b/poetry.lock
index 6c3b35a8..c50f9f69 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,6 +1,6 @@
 [[package]]
 name = "absl-py"
-version = "1.2.0"
+version = "1.3.0"
 description = "Abseil Python Common Libraries, see https://github.com/abseil/abseil-py."
 category = "main"
 optional = false
@@ -24,7 +24,7 @@ python-versions = "*"
 
 [[package]]
 name = "astroid"
-version = "2.12.9"
+version = "2.12.13"
 description = "An abstract syntax tree for Python with inference support."
 category = "dev"
 optional = false
@@ -37,7 +37,7 @@ wrapt = {version = ">=1.11,<2", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "asttokens"
-version = "2.0.8"
+version = "2.2.1"
 description = "Annotate AST trees with source code positions"
 category = "dev"
 optional = false
@@ -47,7 +47,7 @@ python-versions = "*"
 six = "*"
 
 [package.extras]
-test = ["astroid (<=2.5.3)", "pytest"]
+test = ["astroid", "pytest"]
 
 [[package]]
 name = "astunparse"
@@ -59,6 +59,7 @@ python-versions = "*"
 
 [package.dependencies]
 six = ">=1.6.1,<2.0"
+wheel = ">=0.23.0,<1.0"
 
 [[package]]
 name = "atomicwrites"
@@ -70,21 +71,22 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "attrs"
-version = "22.1.0"
+version = "22.2.0"
 description = "Classes Without Boilerplate"
 category = "dev"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.6"
 
 [package.extras]
-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"]
+cov = ["attrs[tests]", "coverage-enable-subprocess", "coverage[toml] (>=5.3)"]
+dev = ["attrs[docs,tests]"]
+docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope.interface"]
+tests = ["attrs[tests-no-zope]", "zope.interface"]
+tests-no-zope = ["cloudpickle", "cloudpickle", "hypothesis", "hypothesis", "mypy (>=0.971,<0.990)", "mypy (>=0.971,<0.990)", "pympler", "pympler", "pytest (>=4.3.0)", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-mypy-plugins", "pytest-xdist[psutil]", "pytest-xdist[psutil]"]
 
 [[package]]
 name = "babel"
-version = "2.10.3"
+version = "2.11.0"
 description = "Internationalization utilities"
 category = "dev"
 optional = false
@@ -118,15 +120,15 @@ stevedore = ">=1.20.0"
 [package.extras]
 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"]
+yaml = ["PyYAML"]
 
 [[package]]
 name = "black"
-version = "22.8.0"
+version = "22.12.0"
 description = "The uncompromising code formatter."
 category = "dev"
 optional = false
-python-versions = ">=3.6.2"
+python-versions = ">=3.7"
 
 [package.dependencies]
 click = ">=8.0.0"
@@ -152,7 +154,7 @@ python-versions = "~=3.7"
 
 [[package]]
 name = "certifi"
-version = "2022.6.15.2"
+version = "2022.12.7"
 description = "Python package for providing Mozilla's CA Bundle."
 category = "main"
 optional = false
@@ -186,7 +188,7 @@ optional = false
 python-versions = ">=3.6.0"
 
 [package.extras]
-unicode_backport = ["unicodedata2"]
+unicode-backport = ["unicodedata2"]
 
 [[package]]
 name = "click"
@@ -213,11 +215,29 @@ requests = ">=2.7.9"
 
 [[package]]
 name = "colorama"
-version = "0.4.5"
+version = "0.4.6"
 description = "Cross-platform colored terminal text."
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+
+[[package]]
+name = "contourpy"
+version = "1.0.6"
+description = "Python library for calculating contours of 2D quadrilateral grids"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+numpy = ">=1.16"
+
+[package.extras]
+bokeh = ["bokeh", "selenium"]
+docs = ["docutils (<0.18)", "sphinx (<=5.2.0)", "sphinx-rtd-theme"]
+test = ["Pillow", "flake8", "isort", "matplotlib", "pytest"]
+test-minimal = ["pytest"]
+test-no-codebase = ["Pillow", "matplotlib", "pytest"]
 
 [[package]]
 name = "coverage"
@@ -251,11 +271,11 @@ python-versions = ">=3.5"
 
 [[package]]
 name = "dill"
-version = "0.3.5.1"
+version = "0.3.6"
 description = "serialize all of python"
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
+python-versions = ">=3.7"
 
 [package.extras]
 graph = ["objgraph (>=1.7.2)"]
@@ -286,23 +306,26 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "executing"
-version = "1.0.0"
+version = "1.2.0"
 description = "Get the currently executing AST node of a frame, and other information"
 category = "dev"
 optional = false
 python-versions = "*"
 
+[package.extras]
+tests = ["asttokens", "littleutils", "pytest", "rich"]
+
 [[package]]
 name = "filelock"
-version = "3.8.0"
+version = "3.9.0"
 description = "A platform independent file lock."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-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)"]
+docs = ["furo (>=2022.12.7)", "sphinx (>=5.3)", "sphinx-autodoc-typehints (>=1.19.5)"]
+testing = ["covdefaults (>=2.2.2)", "coverage (>=7.0.1)", "pytest (>=7.2)", "pytest-cov (>=4)", "pytest-timeout (>=2.1)"]
 
 [[package]]
 name = "flake8"
@@ -319,7 +342,7 @@ pyflakes = ">=2.3.0,<2.4.0"
 
 [[package]]
 name = "flake8-black"
-version = "0.2.5"
+version = "0.2.4"
 description = "flake8 plugin to call black as a code style validator"
 category = "dev"
 optional = false
@@ -399,7 +422,7 @@ flake8 = "*"
 
 [[package]]
 name = "flatbuffers"
-version = "2.0.7"
+version = "23.1.4"
 description = "The FlatBuffers serialization format for Python"
 category = "main"
 optional = false
@@ -407,7 +430,7 @@ python-versions = "*"
 
 [[package]]
 name = "fonttools"
-version = "4.37.1"
+version = "4.38.0"
 description = "Tools to manipulate font files"
 category = "main"
 optional = false
@@ -456,18 +479,18 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "gitdb"
-version = "4.0.9"
+version = "4.0.10"
 description = "Git Object Database"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 smmap = ">=3.0.1,<6"
 
 [[package]]
 name = "gitpython"
-version = "3.1.27"
+version = "3.1.30"
 description = "GitPython is a python library used to interact with Git repositories"
 category = "dev"
 optional = false
@@ -478,7 +501,7 @@ gitdb = ">=4.0.1,<5"
 
 [[package]]
 name = "google-auth"
-version = "2.11.0"
+version = "2.15.0"
 description = "Google Authentication Library"
 category = "main"
 optional = false
@@ -492,8 +515,8 @@ six = ">=1.9.0"
 
 [package.extras]
 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)"]
+enterprise-cert = ["cryptography (==36.0.2)", "pyopenssl (==22.0.0)"]
+pyopenssl = ["cryptography (>=38.0.3)", "pyopenssl (>=20.0.0)"]
 reauth = ["pyu2f (>=0.1.5)"]
 
 [[package]]
@@ -524,17 +547,14 @@ six = "*"
 
 [[package]]
 name = "grpcio"
-version = "1.48.1"
+version = "1.51.1"
 description = "HTTP/2-based RPC framework"
 category = "main"
 optional = false
-python-versions = ">=3.6"
-
-[package.dependencies]
-six = ">=1.5.2"
+python-versions = ">=3.7"
 
 [package.extras]
-protobuf = ["grpcio-tools (>=1.48.1)"]
+protobuf = ["grpcio-tools (>=1.51.1)"]
 
 [[package]]
 name = "h5py"
@@ -549,7 +569,7 @@ numpy = ">=1.14.5"
 
 [[package]]
 name = "identify"
-version = "2.5.5"
+version = "2.5.12"
 description = "File identification library for Python"
 category = "dev"
 optional = false
@@ -576,7 +596,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "importlib-metadata"
-version = "4.12.0"
+version = "6.0.0"
 description = "Read metadata from Python packages"
 category = "main"
 optional = false
@@ -586,9 +606,9 @@ python-versions = ">=3.7"
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["jaraco.packaging (>=9)", "rst.linker (>=1.9)", "sphinx"]
+docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 perf = ["ipython"]
-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)"]
+testing = ["flake8 (<5)", "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"
@@ -619,7 +639,7 @@ test = ["flaky", "jedi (<=0.17.2)", "nose", "pytest (!=5.3.4)", "pytest-cov"]
 
 [[package]]
 name = "ipython"
-version = "8.5.0"
+version = "8.8.0"
 description = "IPython: Productive Interactive Computing"
 category = "dev"
 optional = false
@@ -634,15 +654,15 @@ jedi = ">=0.16"
 matplotlib-inline = "*"
 pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
 pickleshare = "*"
-prompt-toolkit = ">3.0.1,<3.1.0"
+prompt-toolkit = ">=3.0.11,<3.1.0"
 pygments = ">=2.4.0"
 stack-data = "*"
 traitlets = ">=5"
 
 [package.extras]
-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"]
+all = ["black", "curio", "docrepr", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.20)", "pandas", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
 black = ["black"]
-doc = ["Sphinx (>=1.3)"]
+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"]
 kernel = ["ipykernel"]
 nbconvert = ["nbconvert"]
 nbformat = ["nbformat"]
@@ -650,7 +670,7 @@ notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
 test = ["pytest (<7.1)", "pytest-asyncio", "testpath"]
-test_extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.19)", "pandas", "pytest (<7.1)", "pytest-asyncio", "testpath", "trio"]
+test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.20)", "pandas", "pytest (<7.1)", "pytest-asyncio", "testpath", "trio"]
 
 [[package]]
 name = "ipython-genutils"
@@ -662,21 +682,21 @@ python-versions = "*"
 
 [[package]]
 name = "isort"
-version = "5.10.1"
+version = "5.11.4"
 description = "A Python utility / library to sort Python imports."
 category = "dev"
 optional = false
-python-versions = ">=3.6.1,<4.0"
+python-versions = ">=3.7.0"
 
 [package.extras]
 colors = ["colorama (>=0.4.3,<0.5.0)"]
-pipfile_deprecated_finder = ["pipreqs", "requirementslib"]
+pipfile-deprecated-finder = ["pipreqs", "requirementslib"]
 plugins = ["setuptools"]
-requirements_deprecated_finder = ["pip-api", "pipreqs"]
+requirements-deprecated-finder = ["pip-api", "pipreqs"]
 
 [[package]]
 name = "jedi"
-version = "0.18.1"
+version = "0.18.2"
 description = "An autocompletion tool for Python that can be used for text editors."
 category = "dev"
 optional = false
@@ -686,8 +706,9 @@ python-versions = ">=3.6"
 parso = ">=0.8.0,<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 (==3.8.3)", "mypy (==0.782)"]
-testing = ["Django (<3.1)", "colorama", "docopt", "pytest (<7.0.0)"]
+testing = ["Django (<3.1)", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
 
 [[package]]
 name = "jinja2"
@@ -705,7 +726,7 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "jupyter-client"
-version = "7.3.5"
+version = "7.4.8"
 description = "Jupyter protocol implementation and client libraries"
 category = "dev"
 optional = false
@@ -722,47 +743,32 @@ traitlets = "*"
 
 [package.extras]
 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"]
+test = ["codecov", "coverage", "ipykernel (>=6.12)", "ipython", "mypy", "pre-commit", "pytest", "pytest-asyncio (>=0.18)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-core"
-version = "4.11.1"
+version = "5.1.2"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
 category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 
 [package.dependencies]
+platformdirs = ">=2.5"
 pywin32 = {version = ">=1.0", markers = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""}
-traitlets = "*"
+traitlets = ">=5.3"
 
 [package.extras]
+docs = ["myst-parser", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "traitlets"]
 test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "keras"
-version = "2.10.0"
+version = "2.11.0"
 description = "Deep learning for humans."
 category = "main"
 optional = false
-python-versions = "*"
-
-[[package]]
-name = "keras-preprocessing"
-version = "1.1.2"
-description = "Easy data preprocessing and data augmentation for deep learning models"
-category = "main"
-optional = false
-python-versions = "*"
-
-[package.dependencies]
-numpy = ">=1.9.1"
-six = ">=1.9.0"
-
-[package.extras]
-image = ["Pillow (>=5.2.0)", "scipy (>=0.14)"]
-pep8 = ["flake8"]
-tests = ["keras", "pandas", "pillow", "pytest", "pytest-cov", "pytest-xdist", "tensorflow"]
+python-versions = ">=3.7"
 
 [[package]]
 name = "kiwisolver"
@@ -774,11 +780,11 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "lazy-object-proxy"
-version = "1.7.1"
+version = "1.9.0"
 description = "A fast and thorough lazy object proxy."
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [[package]]
 name = "libclang"
@@ -790,7 +796,7 @@ python-versions = "*"
 
 [[package]]
 name = "libcst"
-version = "0.4.7"
+version = "0.4.9"
 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
@@ -802,7 +808,7 @@ 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)", "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)"]
+dev = ["Sphinx (>=5.1.1)", "black (==22.10.0)", "coverage (>=4.5.4)", "fixit (==0.1.1)", "flake8 (>=3.7.8,<5)", "hypothesis (>=4.36.0)", "hypothesmith (>=0.0.4)", "jinja2 (==3.1.2)", "jupyter (>=1.0.0)", "maturin (>=0.8.3,<0.14)", "nbsphinx (>=0.4.2)", "prompt-toolkit (>=2.0.9)", "pyre-check (==0.9.9)", "setuptools-rust (>=1.5.2)", "setuptools-scm (>=6.0.1)", "slotscheck (>=0.7.1)", "sphinx-rtd-theme (>=0.4.3)", "ufmt (==2.0.1)", "usort (==1.0.5)"]
 
 [[package]]
 name = "markdown"
@@ -828,22 +834,23 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "matplotlib"
-version = "3.5.3"
+version = "3.6.2"
 description = "Python plotting package"
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 
 [package.dependencies]
+contourpy = ">=1.0.1"
 cycler = ">=0.10"
 fonttools = ">=4.22.0"
 kiwisolver = ">=1.0.1"
-numpy = ">=1.17"
+numpy = ">=1.19"
 packaging = ">=20.0"
 pillow = ">=6.2.0"
 pyparsing = ">=2.2.1"
 python-dateutil = ">=2.7"
-setuptools_scm = ">=4,<7"
+setuptools_scm = ">=7"
 
 [[package]]
 name = "matplotlib-inline"
@@ -902,7 +909,7 @@ python-versions = "*"
 
 [[package]]
 name = "nest-asyncio"
-version = "1.5.5"
+version = "1.5.6"
 description = "Patch asyncio to allow nested event loops"
 category = "dev"
 optional = false
@@ -916,17 +923,20 @@ category = "dev"
 optional = false
 python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*"
 
+[package.dependencies]
+setuptools = "*"
+
 [[package]]
 name = "numpy"
-version = "1.23.3"
-description = "NumPy is the fundamental package for array computing with Python."
+version = "1.24.1"
+description = "Fundamental package for array computing in Python"
 category = "main"
 optional = false
 python-versions = ">=3.8"
 
 [[package]]
 name = "oauthlib"
-version = "3.2.1"
+version = "3.2.2"
 description = "A generic, spec-compliant, thorough implementation of the OAuth request-signing logic"
 category = "main"
 optional = false
@@ -954,18 +964,15 @@ tests = ["pytest", "pytest-cov", "pytest-pep8"]
 
 [[package]]
 name = "packaging"
-version = "21.3"
+version = "22.0"
 description = "Core utilities for Python packages"
 category = "main"
 optional = false
-python-versions = ">=3.6"
-
-[package.dependencies]
-pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"
+python-versions = ">=3.7"
 
 [[package]]
 name = "pandas"
-version = "1.4.4"
+version = "1.5.2"
 description = "Powerful data structures for data analysis, time series, and statistics"
 category = "dev"
 optional = false
@@ -973,9 +980,7 @@ python-versions = ">=3.8"
 
 [package.dependencies]
 numpy = [
-    {version = ">=1.18.5", markers = "platform_machine != \"aarch64\" and platform_machine != \"arm64\" and python_version < \"3.10\""},
-    {version = ">=1.19.2", markers = "platform_machine == \"aarch64\" and python_version < \"3.10\""},
-    {version = ">=1.20.0", markers = "platform_machine == \"arm64\" and python_version < \"3.10\""},
+    {version = ">=1.20.3", markers = "python_version < \"3.10\""},
     {version = ">=1.21.0", markers = "python_version >= \"3.10\""},
 ]
 python-dateutil = ">=2.8.1"
@@ -998,7 +1003,7 @@ testing = ["docopt", "pytest (<6.0.0)"]
 
 [[package]]
 name = "pathspec"
-version = "0.10.1"
+version = "0.10.3"
 description = "Utility library for gitignore style pattern matching of file paths."
 category = "dev"
 optional = false
@@ -1006,7 +1011,7 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "pbr"
-version = "5.10.0"
+version = "5.11.0"
 description = "Python Build Reasonableness"
 category = "dev"
 optional = false
@@ -1044,27 +1049,27 @@ python-versions = "*"
 
 [[package]]
 name = "pillow"
-version = "9.2.0"
+version = "9.4.0"
 description = "Python Imaging Library (Fork)"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-issues (>=3.0.1)", "sphinx-removed-in", "sphinxext-opengraph"]
+docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-inline-tabs", "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]]
 name = "platformdirs"
-version = "2.5.2"
-description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+version = "2.6.2"
+description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-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)"]
+docs = ["furo (>=2022.12.7)", "proselint (>=0.13)", "sphinx (>=5.3)", "sphinx-autodoc-typehints (>=1.19.5)"]
+test = ["appdirs (==1.4.4)", "covdefaults (>=2.2.2)", "pytest (>=7.2)", "pytest-cov (>=4)", "pytest-mock (>=3.10)"]
 
 [[package]]
 name = "pluggy"
@@ -1080,7 +1085,7 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "pre-commit"
-version = "2.20.0"
+version = "2.21.0"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
 category = "dev"
 optional = false
@@ -1091,12 +1096,11 @@ cfgv = ">=2.0.0"
 identify = ">=1.0.0"
 nodeenv = ">=0.11.1"
 pyyaml = ">=5.1"
-toml = "*"
-virtualenv = ">=20.0.8"
+virtualenv = ">=20.10.0"
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.31"
+version = "3.0.36"
 description = "Library for building powerful interactive command lines in Python"
 category = "dev"
 optional = false
@@ -1107,7 +1111,7 @@ wcwidth = "*"
 
 [[package]]
 name = "protobuf"
-version = "3.19.5"
+version = "3.19.6"
 description = "Protocol Buffers"
 category = "main"
 optional = false
@@ -1177,17 +1181,17 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "pydocstyle"
-version = "6.1.1"
+version = "6.2.2"
 description = "Python docstring style checker"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
 
 [package.dependencies]
-snowballstemmer = "*"
+snowballstemmer = ">=2.2.0"
 
 [package.extras]
-toml = ["toml"]
+toml = ["tomli (>=1.2.3)"]
 
 [[package]]
 name = "pyflakes"
@@ -1199,7 +1203,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "pygments"
-version = "2.13.0"
+version = "2.14.0"
 description = "Pygments is a syntax highlighting package written in Python."
 category = "dev"
 optional = false
@@ -1210,16 +1214,16 @@ plugins = ["importlib-metadata"]
 
 [[package]]
 name = "pylint"
-version = "2.15.2"
+version = "2.15.9"
 description = "python code static checker"
 category = "dev"
 optional = false
 python-versions = ">=3.7.2"
 
 [package.dependencies]
-astroid = ">=2.12.9,<=2.14.0-dev0"
+astroid = ">=2.12.13,<=2.14.0-dev0"
 colorama = {version = ">=0.4.5", markers = "sys_platform == \"win32\""}
-dill = ">=0.2"
+dill = {version = ">=0.2", markers = "python_version < \"3.11\""}
 isort = ">=4.2.5,<6"
 mccabe = ">=0.6,<0.8"
 platformdirs = ">=2.2.0"
@@ -1292,7 +1296,7 @@ six = ">=1.5"
 
 [[package]]
 name = "pytz"
-version = "2022.2.1"
+version = "2022.7"
 description = "World timezone definitions, modern and historical"
 category = "dev"
 optional = false
@@ -1300,18 +1304,18 @@ python-versions = "*"
 
 [[package]]
 name = "pyupgrade"
-version = "2.37.3"
+version = "2.38.4"
 description = "A tool to automatically upgrade syntax for newer versions."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 
 [package.dependencies]
-tokenize-rt = ">=3.2.0"
+tokenize-rt = "<5"
 
 [[package]]
 name = "pywin32"
-version = "304"
+version = "305"
 description = "Python for Window Extensions"
 category = "dev"
 optional = false
@@ -1327,7 +1331,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "pyzmq"
-version = "23.2.1"
+version = "24.0.1"
 description = "Python bindings for 0MQ"
 category = "dev"
 optional = false
@@ -1353,7 +1357,7 @@ urllib3 = ">=1.21.1,<1.27"
 
 [package.extras]
 socks = ["PySocks (>=1.5.6,!=1.5.7)"]
-use_chardet_on_py3 = ["chardet (>=3.0.2,<6)"]
+use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
 [[package]]
 name = "requests-oauthlib"
@@ -1392,17 +1396,32 @@ python-versions = ">=3.6,<4"
 [package.dependencies]
 pyasn1 = ">=0.1.3"
 
+[[package]]
+name = "setuptools"
+version = "65.6.3"
+description = "Easily download, build, install, upgrade, and uninstall Python packages"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-notfound-page (==0.8.3)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
+testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8 (<5)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pip (>=19.1)", "pip-run (>=8.8)", "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", "pytest-timeout", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+testing-integration = ["build[virtualenv]", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
+
 [[package]]
 name = "setuptools-scm"
-version = "6.4.2"
+version = "7.1.0"
 description = "the blessed package to manage your versions by scm tags"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 packaging = ">=20.0"
-tomli = ">=1.0.0"
+setuptools = "*"
+tomli = {version = ">=1.0.0", markers = "python_version < \"3.11\""}
+typing-extensions = "*"
 
 [package.extras]
 test = ["pytest (>=6.2)", "virtualenv (>20)"]
@@ -1537,15 +1556,15 @@ test = ["pytest"]
 
 [[package]]
 name = "stack-data"
-version = "0.5.0"
+version = "0.6.2"
 description = "Extract data from python stack frames and tracebacks for informative displays"
 category = "dev"
 optional = false
 python-versions = "*"
 
 [package.dependencies]
-asttokens = "*"
-executing = "*"
+asttokens = ">=2.1.0"
+executing = ">=1.2.0"
 pure-eval = "*"
 
 [package.extras]
@@ -1553,7 +1572,7 @@ tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
 [[package]]
 name = "stevedore"
-version = "4.0.0"
+version = "4.1.1"
 description = "Manage dynamic plugins for Python applications"
 category = "dev"
 optional = false
@@ -1564,11 +1583,11 @@ pbr = ">=2.0.0,<2.1.0 || >2.1.0"
 
 [[package]]
 name = "tensorboard"
-version = "2.10.0"
+version = "2.11.0"
 description = "TensorBoard lets you watch Tensors Flow"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 absl-py = ">=0.4"
@@ -1577,11 +1596,13 @@ google-auth-oauthlib = ">=0.4.1,<0.5"
 grpcio = ">=1.24.3"
 markdown = ">=2.6.8"
 numpy = ">=1.12.0"
-protobuf = ">=3.9.2,<3.20"
+protobuf = ">=3.9.2,<4"
 requests = ">=2.21.0,<3"
+setuptools = ">=41.0.0"
 tensorboard-data-server = ">=0.6.0,<0.7.0"
 tensorboard-plugin-wit = ">=1.6.0"
 werkzeug = ">=1.0.1"
+wheel = ">=0.26"
 
 [[package]]
 name = "tensorboard-data-server"
@@ -1601,7 +1622,7 @@ python-versions = "*"
 
 [[package]]
 name = "tensorflow"
-version = "2.10.0"
+version = "2.11.0"
 description = "TensorFlow is an open source machine learning framework for everyone."
 category = "main"
 optional = false
@@ -1615,24 +1636,24 @@ gast = ">=0.2.1,<=0.4.0"
 google-pasta = ">=0.1.1"
 grpcio = ">=1.24.3,<2.0"
 h5py = ">=2.9.0"
-keras = ">=2.10.0,<2.11"
-keras-preprocessing = ">=1.1.1"
+keras = ">=2.11.0,<2.12"
 libclang = ">=13.0.0"
 numpy = ">=1.20"
 opt-einsum = ">=2.3.2"
 packaging = "*"
 protobuf = ">=3.9.2,<3.20"
+setuptools = "*"
 six = ">=1.12.0"
-tensorboard = ">=2.10,<2.11"
-tensorflow-estimator = ">=2.10.0,<2.11"
-tensorflow-io-gcs-filesystem = ">=0.23.1"
+tensorboard = ">=2.11,<2.12"
+tensorflow-estimator = ">=2.11.0,<2.12"
+tensorflow-io-gcs-filesystem = {version = ">=0.23.1", markers = "platform_machine != \"arm64\" or platform_system != \"Darwin\""}
 termcolor = ">=1.1.0"
 typing-extensions = ">=3.6.6"
 wrapt = ">=1.11.0"
 
 [[package]]
 name = "tensorflow-estimator"
-version = "2.10.0"
+version = "2.11.0"
 description = "TensorFlow Estimator."
 category = "main"
 optional = false
@@ -1640,22 +1661,22 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "tensorflow-io-gcs-filesystem"
-version = "0.27.0"
+version = "0.29.0"
 description = "TensorFlow IO"
 category = "main"
 optional = false
-python-versions = ">=3.7, <3.11"
+python-versions = ">=3.7, <3.12"
 
 [package.extras]
-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)"]
+tensorflow = ["tensorflow (>=2.11.0,<2.12.0)"]
+tensorflow-aarch64 = ["tensorflow-aarch64 (>=2.11.0,<2.12.0)"]
+tensorflow-cpu = ["tensorflow-cpu (>=2.11.0,<2.12.0)"]
+tensorflow-gpu = ["tensorflow-gpu (>=2.11.0,<2.12.0)"]
+tensorflow-rocm = ["tensorflow-rocm (>=2.11.0,<2.12.0)"]
 
 [[package]]
 name = "termcolor"
-version = "2.0.1"
+version = "2.2.0"
 description = "ANSI color formatting for output in terminal"
 category = "main"
 optional = false
@@ -1690,11 +1711,11 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "tomlkit"
-version = "0.11.4"
+version = "0.11.6"
 description = "Style preserving TOML library"
 category = "dev"
 optional = false
-python-versions = ">=3.6,<4.0"
+python-versions = ">=3.6"
 
 [[package]]
 name = "tornado"
@@ -1706,14 +1727,15 @@ python-versions = ">= 3.7"
 
 [[package]]
 name = "traitlets"
-version = "5.4.0"
-description = ""
+version = "5.8.0"
+description = "Traitlets Python configuration system"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-test = ["pre-commit", "pytest"]
+docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
+test = ["argcomplete (>=2.0)", "pre-commit", "pytest", "pytest-mock"]
 
 [[package]]
 name = "typed-ast"
@@ -1725,7 +1747,7 @@ python-versions = "*"
 
 [[package]]
 name = "typing-extensions"
-version = "4.3.0"
+version = "4.4.0"
 description = "Backported and Experimental Type Hints for Python 3.7+"
 category = "main"
 optional = false
@@ -1745,11 +1767,11 @@ typing-extensions = ">=3.7.4"
 
 [[package]]
 name = "urllib3"
-version = "1.26.12"
+version = "1.26.13"
 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.*, !=3.5.*, <4"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 
 [package.extras]
 brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"]
@@ -1758,24 +1780,24 @@ socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.16.5"
+version = "20.17.1"
 description = "Virtual Python Environment builder"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
 
 [package.dependencies]
-distlib = ">=0.3.5,<1"
+distlib = ">=0.3.6,<1"
 filelock = ">=3.4.1,<4"
 platformdirs = ">=2.4,<3"
 
 [package.extras]
-docs = ["proselint (>=0.13)", "sphinx (>=5.1.1)", "sphinx-argparse (>=0.3.1)", "sphinx-rtd-theme (>=1)", "towncrier (>=21.9)"]
+docs = ["proselint (>=0.13)", "sphinx (>=5.3)", "sphinx-argparse (>=0.3.2)", "sphinx-rtd-theme (>=1)", "towncrier (>=22.8)"]
 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 = "2.5"
+version = "2.6"
 description = "Find dead code"
 category = "dev"
 optional = false
@@ -1806,6 +1828,17 @@ MarkupSafe = ">=2.1.1"
 [package.extras]
 watchdog = ["watchdog"]
 
+[[package]]
+name = "wheel"
+version = "0.38.4"
+description = "A built-package format for Python"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+test = ["pytest (>=3.0.0)"]
+
 [[package]]
 name = "wrapt"
 version = "1.14.1"
@@ -1816,25 +1849,25 @@ python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
 
 [[package]]
 name = "zipp"
-version = "3.8.1"
+version = "3.11.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-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)"]
+docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)"]
+testing = ["flake8 (<5)", "func-timeout", "jaraco.functools", "jaraco.itertools", "more-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]
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 python-versions = ">=3.8,<3.11"
-content-hash = "da7cfbcd15612309840571e3f0962bdaf759ff95de3e14239df803bc3d3d0fca"
+content-hash = "8d586d03f89abea520ed2582dd7d32b36974b10ae1253d68aa33aed9dac2560a"
 
 [metadata.files]
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+    {file = "absl-py-1.3.0.tar.gz", hash = "sha256:463c38a08d2e4cef6c498b76ba5bd4858e4c6ef51da1a5a1f27139a022e20248"},
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@@ -1845,12 +1878,12 @@ appnope = [
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+    {file = "astroid-2.12.13.tar.gz", hash = "sha256:1493fe8bd3dfd73dc35bd53c9d5b6e49ead98497c47b2307662556a5692d29d7"},
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+    {file = "asttokens-2.2.1.tar.gz", hash = "sha256:4622110b2a6f30b77e1473affaa97e711bc2f07d3f10848420ff1898edbe94f3"},
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@@ -1860,12 +1893,12 @@ atomicwrites = [
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+    {file = "attrs-22.2.0.tar.gz", hash = "sha256:c9227bfc2f01993c03f68db37d1d15c9690188323c067c641f1a35ca58185f99"},
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@@ -1876,37 +1909,26 @@ bandit = [
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@@ -1988,12 +2010,82 @@ click = [
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 wrapt = [
     {file = "wrapt-1.14.1-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:1b376b3f4896e7930f1f772ac4b064ac12598d1c38d04907e696cc4d794b43d3"},
     {file = "wrapt-1.14.1-cp27-cp27m-manylinux1_i686.whl", hash = "sha256:903500616422a40a98a5a3c4ff4ed9d0066f3b4c951fa286018ecdf0750194ef"},
@@ -3218,6 +3358,6 @@ wrapt = [
     {file = "wrapt-1.14.1.tar.gz", hash = "sha256:380a85cf89e0e69b7cfbe2ea9f765f004ff419f34194018a6827ac0e3edfed4d"},
 ]
 zipp = [
-    {file = "zipp-3.8.1-py3-none-any.whl", hash = "sha256:47c40d7fe183a6f21403a199b3e4192cca5774656965b0a4988ad2f8feb5f009"},
-    {file = "zipp-3.8.1.tar.gz", hash = "sha256:05b45f1ee8f807d0cc928485ca40a07cb491cf092ff587c0df9cb1fd154848d2"},
+    {file = "zipp-3.11.0-py3-none-any.whl", hash = "sha256:83a28fcb75844b5c0cdaf5aa4003c2d728c77e05f5aeabe8e95e56727005fbaa"},
+    {file = "zipp-3.11.0.tar.gz", hash = "sha256:a7a22e05929290a67401440b39690ae6563279bced5f314609d9d03798f56766"},
 ]
diff --git a/pyproject.toml b/pyproject.toml
index 95e49f6f..49dcb833 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,<2.11"
+tensorflow = ">=2.6,<2.12"
 future = "^0.18.2"
 numpy = "^1.22"
 matplotlib = "^3.5.1"
diff --git a/tox.ini b/tox.ini
index b6eb8f1b..840489bb 100644
--- a/tox.ini
+++ b/tox.ini
@@ -1,6 +1,6 @@
 [tox]
 isolated_build = true
-envlist = py{38, 39}, format, lint, docs
+envlist = py{38, 310}, format, lint, docs
 
 [testenv]
 description = "Run unit tests"
@@ -12,7 +12,7 @@ commands =
 
 [testenv:format]
 description = "Check formatting"
-basepython = python3.9
+basepython = python3.10
 deps =
     isort
     black
@@ -22,7 +22,7 @@ commands =
 
 [testenv:lint]
 description = "Check linting"
-basepython = python3.9
+basepython = python3.10
 ignore_outcome = true
 deps =
     flake8
@@ -33,7 +33,7 @@ commands =
 
 [testenv:docs]
 description = "Test doc build"
-basepython = python3.9
+basepython = python3.10
 deps =
     sphinx
 commands =