From 4a74c4db6bc4ea407c7662709990ade20bf1919c Mon Sep 17 00:00:00 2001
From: Thomas Mansencal <thomas.mansencal@gmail.com>
Date: Wed, 18 Oct 2023 18:52:24 +1300
Subject: [PATCH 1/9] Update *Intersphinx* mapping.

---
 docs/conf.py | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/docs/conf.py b/docs/conf.py
index 6944c67..cc0ea11 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -31,11 +31,12 @@
 ]
 
 intersphinx_mapping = {
-    "python": ("https://docs.python.org/3.11", None),
+    "python": ("https://docs.python.org/3/", None),
+    "colour-science": ("https://colour.readthedocs.io/en/stable/", None),
     "matplotlib": ("https://matplotlib.org/stable", None),
     "numpy": ("https://numpy.org/doc/stable", None),
-    "pandas": ("https://pandas.pydata.org/pandas-docs/dev", None),
-    "scipy": ("https://docs.scipy.org/doc/scipy-1.8.0/", None),
+    "pandas": ("https://pandas.pydata.org/pandas-docs/stable", None),
+    "scipy": ("https://docs.scipy.org/doc/scipy/", None),
 }
 
 autodoc_member_order = "bysource"

From 4121c9d0de1d5dc432c37476b20e8669ec7eab93 Mon Sep 17 00:00:00 2001
From: Thomas Mansencal <thomas.mansencal@gmail.com>
Date: Sat, 21 Oct 2023 13:34:51 +1300
Subject: [PATCH 2/9] Use *isort*.

---
 .pre-commit-config.yaml                                |  4 ++++
 colour_demosaicing/__init__.py                         |  2 +-
 colour_demosaicing/bayer/demosaicing/bilinear.py       |  3 +--
 colour_demosaicing/bayer/demosaicing/malvar2004.py     |  3 +--
 colour_demosaicing/bayer/demosaicing/menon2007.py      |  3 +--
 .../bayer/demosaicing/tests/test_bilinear.py           |  2 +-
 .../bayer/demosaicing/tests/test_malvar2004.py         |  2 +-
 .../bayer/demosaicing/tests/test_menon2007.py          |  2 +-
 colour_demosaicing/bayer/masks.py                      |  1 -
 colour_demosaicing/bayer/tests/test_masks.py           |  2 +-
 colour_demosaicing/bayer/tests/test_mosaicing.py       |  2 +-
 pyproject.toml                                         | 10 ++++++++++
 tasks.py                                               |  8 ++++----
 13 files changed, 27 insertions(+), 17 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index b527df6..570a31c 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -3,6 +3,10 @@ repos:
     rev: '1.0.1'
     hooks:
     -   id: flynt
+-   repo: https://github.com/PyCQA/isort
+    rev: '5.12.0'
+    hooks:
+    - id: isort
 -   repo: https://github.com/charliermarsh/ruff-pre-commit
     rev: 'v0.0.285'
     hooks:
diff --git a/colour_demosaicing/__init__.py b/colour_demosaicing/__init__.py
index 1796d42..341d49a 100644
--- a/colour_demosaicing/__init__.py
+++ b/colour_demosaicing/__init__.py
@@ -12,11 +12,11 @@
 from __future__ import annotations
 
 import contextlib
-import numpy as np
 import os
 import subprocess
 
 import colour
+import numpy as np
 
 from .bayer import (
     demosaicing_CFA_Bayer_bilinear,
diff --git a/colour_demosaicing/bayer/demosaicing/bilinear.py b/colour_demosaicing/bayer/demosaicing/bilinear.py
index 55033d3..3c4b842 100644
--- a/colour_demosaicing/bayer/demosaicing/bilinear.py
+++ b/colour_demosaicing/bayer/demosaicing/bilinear.py
@@ -14,10 +14,9 @@
 from __future__ import annotations
 
 import numpy as np
-from scipy.ndimage.filters import convolve
-
 from colour.hints import ArrayLike, Literal, NDArrayFloat
 from colour.utilities import as_float_array, tstack
+from scipy.ndimage.filters import convolve
 
 from colour_demosaicing.bayer import masks_CFA_Bayer
 
diff --git a/colour_demosaicing/bayer/demosaicing/malvar2004.py b/colour_demosaicing/bayer/demosaicing/malvar2004.py
index 5ca880b..69ba00b 100644
--- a/colour_demosaicing/bayer/demosaicing/malvar2004.py
+++ b/colour_demosaicing/bayer/demosaicing/malvar2004.py
@@ -16,10 +16,9 @@
 from __future__ import annotations
 
 import numpy as np
-from scipy.ndimage.filters import convolve
-
 from colour.hints import ArrayLike, Literal, NDArrayFloat
 from colour.utilities import as_float_array, ones, tstack
+from scipy.ndimage.filters import convolve
 
 from colour_demosaicing.bayer import masks_CFA_Bayer
 
diff --git a/colour_demosaicing/bayer/demosaicing/menon2007.py b/colour_demosaicing/bayer/demosaicing/menon2007.py
index c2dc29a..b4aa2b2 100644
--- a/colour_demosaicing/bayer/demosaicing/menon2007.py
+++ b/colour_demosaicing/bayer/demosaicing/menon2007.py
@@ -15,10 +15,9 @@
 from __future__ import annotations
 
 import numpy as np
-from scipy.ndimage.filters import convolve, convolve1d
-
 from colour.hints import ArrayLike, Literal, NDArrayFloat
 from colour.utilities import as_float_array, ones, tsplit, tstack
+from scipy.ndimage.filters import convolve, convolve1d
 
 from colour_demosaicing.bayer import masks_CFA_Bayer
 
diff --git a/colour_demosaicing/bayer/demosaicing/tests/test_bilinear.py b/colour_demosaicing/bayer/demosaicing/tests/test_bilinear.py
index 2493828..619b902 100644
--- a/colour_demosaicing/bayer/demosaicing/tests/test_bilinear.py
+++ b/colour_demosaicing/bayer/demosaicing/tests/test_bilinear.py
@@ -6,10 +6,10 @@
 
 from __future__ import annotations
 
-import numpy as np
 import os
 import unittest
 
+import numpy as np
 from colour import read_image
 
 from colour_demosaicing import ROOT_RESOURCES_TESTS
diff --git a/colour_demosaicing/bayer/demosaicing/tests/test_malvar2004.py b/colour_demosaicing/bayer/demosaicing/tests/test_malvar2004.py
index 2481c42..a49ecff 100644
--- a/colour_demosaicing/bayer/demosaicing/tests/test_malvar2004.py
+++ b/colour_demosaicing/bayer/demosaicing/tests/test_malvar2004.py
@@ -6,10 +6,10 @@
 
 from __future__ import annotations
 
-import numpy as np
 import os
 import unittest
 
+import numpy as np
 from colour import read_image
 
 from colour_demosaicing import ROOT_RESOURCES_TESTS
diff --git a/colour_demosaicing/bayer/demosaicing/tests/test_menon2007.py b/colour_demosaicing/bayer/demosaicing/tests/test_menon2007.py
index f9d890b..ce4a02f 100644
--- a/colour_demosaicing/bayer/demosaicing/tests/test_menon2007.py
+++ b/colour_demosaicing/bayer/demosaicing/tests/test_menon2007.py
@@ -6,10 +6,10 @@
 
 from __future__ import annotations
 
-import numpy as np
 import os
 import unittest
 
+import numpy as np
 from colour import read_image
 
 from colour_demosaicing import ROOT_RESOURCES_TESTS
diff --git a/colour_demosaicing/bayer/masks.py b/colour_demosaicing/bayer/masks.py
index 1c99bb1..6d920f3 100644
--- a/colour_demosaicing/bayer/masks.py
+++ b/colour_demosaicing/bayer/masks.py
@@ -8,7 +8,6 @@
 from __future__ import annotations
 
 import numpy as np
-
 from colour.hints import Literal, NDArray, Tuple
 from colour.utilities import validate_method
 
diff --git a/colour_demosaicing/bayer/tests/test_masks.py b/colour_demosaicing/bayer/tests/test_masks.py
index a64b0dc..b002524 100644
--- a/colour_demosaicing/bayer/tests/test_masks.py
+++ b/colour_demosaicing/bayer/tests/test_masks.py
@@ -3,10 +3,10 @@
 
 from __future__ import annotations
 
-import numpy as np
 import os
 import unittest
 
+import numpy as np
 from colour import read_image
 from colour.utilities import tstack
 
diff --git a/colour_demosaicing/bayer/tests/test_mosaicing.py b/colour_demosaicing/bayer/tests/test_mosaicing.py
index b191d52..94c7072 100644
--- a/colour_demosaicing/bayer/tests/test_mosaicing.py
+++ b/colour_demosaicing/bayer/tests/test_mosaicing.py
@@ -6,10 +6,10 @@
 
 from __future__ import annotations
 
-import numpy as np
 import os
 import unittest
 
+import numpy as np
 from colour import read_image
 
 from colour_demosaicing import ROOT_RESOURCES_TESTS
diff --git a/pyproject.toml b/pyproject.toml
index 65177f6..1ac7090 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -95,6 +95,16 @@ exclude = '''
 [tool.flynt]
 line_length=999
 
+[tool.isort]
+ensure_newline_before_comments = true
+force_grid_wrap = 0
+include_trailing_comma = true
+line_length = 88
+multi_line_output = 3
+skip_glob = ["colour_demosaicing/**/__init__.py"]
+split_on_trailing_comma = true
+use_parentheses = true
+
 [tool.pyright]
 reportMissingImports = false
 reportMissingModuleSource = false
diff --git a/tasks.py b/tasks.py
index e6dd1ec..1c327ce 100644
--- a/tasks.py
+++ b/tasks.py
@@ -5,23 +5,23 @@
 
 from __future__ import annotations
 
-import biblib.bib
 import contextlib
 import fnmatch
+import inspect
 import os
 import re
 import uuid
 
-import colour_demosaicing
+import biblib.bib
 from colour.utilities import message_box
 
-import inspect
+import colour_demosaicing
 
 if not hasattr(inspect, "getargspec"):
     inspect.getargspec = inspect.getfullargspec  # pyright: ignore
 
-from invoke.tasks import task
 from invoke.context import Context
+from invoke.tasks import task
 
 __author__ = "Colour Developers"
 __copyright__ = "Copyright 2015 Colour Developers"

From c59b217107d2c9c1a33b508c7e5acc9fc7450dc3 Mon Sep 17 00:00:00 2001
From: Thomas Mansencal <thomas.mansencal@gmail.com>
Date: Mon, 13 Nov 2023 21:36:30 +1300
Subject: [PATCH 3/9] Update `pyproject.toml` file.

---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 1ac7090..75890fa 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -66,7 +66,7 @@ coveralls = "*"
 flynt = "*"
 invoke = "*"
 jupyter = "*"
-pre-commit = "*"
+pre-commit = ">= 3.5"
 pyright = "*"
 pytest = "*"
 pytest-cov = "*"

From c648dad2213be61d79ff16833222b712a285eb51 Mon Sep 17 00:00:00 2001
From: Thomas Mansencal <thomas.mansencal@gmail.com>
Date: Sun, 17 Dec 2023 09:31:13 +1300
Subject: [PATCH 4/9] Update `actions/setup-python` to `v4`.

---
 .github/workflows/continuous-integration-documentation.yml    | 2 +-
 .../workflows/continuous-integration-quality-unit-tests.yml   | 4 ++--
 .../workflows/continuous-integration-static-type-checking.yml | 2 +-
 3 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/continuous-integration-documentation.yml b/.github/workflows/continuous-integration-documentation.yml
index 9e03bbe..f715e49 100644
--- a/.github/workflows/continuous-integration-documentation.yml
+++ b/.github/workflows/continuous-integration-documentation.yml
@@ -22,7 +22,7 @@ jobs:
         echo "COLOUR_SCIENCE__DOCUMENTATION_BUILD=True" >> $GITHUB_ENV
       shell: bash
     - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v1
+      uses: actions/setup-python@v4
       with:
         python-version: ${{ matrix.python-version }}
     - name: Install Dependencies
diff --git a/.github/workflows/continuous-integration-quality-unit-tests.yml b/.github/workflows/continuous-integration-quality-unit-tests.yml
index aa32687..25d467a 100644
--- a/.github/workflows/continuous-integration-quality-unit-tests.yml
+++ b/.github/workflows/continuous-integration-quality-unit-tests.yml
@@ -23,11 +23,11 @@ jobs:
         echo "COVERALLS_REPO_TOKEN=${{ secrets.COVERALLS_REPO_TOKEN }}" >> $GITHUB_ENV
       shell: bash
     - name: Set up Python 3.9 for Pre-Commit
-      uses: actions/setup-python@v1
+      uses: actions/setup-python@v4
       with:
         python-version: 3.9
     - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v1
+      uses: actions/setup-python@v4
       with:
         python-version: ${{ matrix.python-version }}
     - name: Install Poetry
diff --git a/.github/workflows/continuous-integration-static-type-checking.yml b/.github/workflows/continuous-integration-static-type-checking.yml
index 88ec0fd..173df0e 100644
--- a/.github/workflows/continuous-integration-static-type-checking.yml
+++ b/.github/workflows/continuous-integration-static-type-checking.yml
@@ -18,7 +18,7 @@ jobs:
         echo "CI_PACKAGE=colour_demosaicing" >> $GITHUB_ENV
       shell: bash
     - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v1
+      uses: actions/setup-python@v4
       with:
         python-version: ${{ matrix.python-version }}
     - name: Install Package Dependencies

From b75428484ad050485b971b0dccf0c8a386e3f400 Mon Sep 17 00:00:00 2001
From: Thomas Mansencal <thomas.mansencal@gmail.com>
Date: Sun, 17 Dec 2023 09:45:41 +1300
Subject: [PATCH 5/9] Update `.pre-commit-config.yaml` file.

---
 .github/ISSUE_TEMPLATE/bug-report.yml         |  2 +-
 .../documentation-improvement.yml             |  2 +-
 .github/ISSUE_TEMPLATE/feature-request.yml    |  2 +-
 .github/ISSUE_TEMPLATE/question.yml           |  2 +-
 .../continuous-integration-documentation.yml  | 68 ++++++-------
 ...tinuous-integration-quality-unit-tests.yml | 98 +++++++++----------
 ...nuous-integration-static-type-checking.yml | 30 +++---
 .pre-commit-config.yaml                       | 66 +++++++++----
 .readthedocs.yaml                             |  4 +-
 CODE_OF_CONDUCT.md                            | 25 +++--
 docs/requirements.txt                         |  2 +-
 requirements.txt                              | 26 ++---
 12 files changed, 178 insertions(+), 149 deletions(-)

diff --git a/.github/ISSUE_TEMPLATE/bug-report.yml b/.github/ISSUE_TEMPLATE/bug-report.yml
index a315630..e768d8d 100644
--- a/.github/ISSUE_TEMPLATE/bug-report.yml
+++ b/.github/ISSUE_TEMPLATE/bug-report.yml
@@ -1,7 +1,7 @@
 name: Bug Report
 description: Report an issue or a bug.
 title: "[BUG]: << Please use a comprehensive title... >>"
-labels: [ Defect ]
+labels: [Defect]
 
 body:
   - type: markdown
diff --git a/.github/ISSUE_TEMPLATE/documentation-improvement.yml b/.github/ISSUE_TEMPLATE/documentation-improvement.yml
index 50bc0ba..aac7542 100644
--- a/.github/ISSUE_TEMPLATE/documentation-improvement.yml
+++ b/.github/ISSUE_TEMPLATE/documentation-improvement.yml
@@ -1,7 +1,7 @@
 name: Documentation Improvement
 description: Report a documentation improvement.
 title: "[DOCUMENTATION]: << Please use a comprehensive title... >>"
-labels: [ Documentation ]
+labels: [Documentation]
 
 body:
   - type: markdown
diff --git a/.github/ISSUE_TEMPLATE/feature-request.yml b/.github/ISSUE_TEMPLATE/feature-request.yml
index c86bc6d..9e243c6 100644
--- a/.github/ISSUE_TEMPLATE/feature-request.yml
+++ b/.github/ISSUE_TEMPLATE/feature-request.yml
@@ -1,7 +1,7 @@
 name: Feature Request
 description: Suggest a new feature to implement.
 title: "[FEATURE]: << Please use a comprehensive title... >>"
-labels: [ Feature ]
+labels: [Feature]
 
 body:
   - type: markdown
diff --git a/.github/ISSUE_TEMPLATE/question.yml b/.github/ISSUE_TEMPLATE/question.yml
index 9d9c125..6ca6e80 100644
--- a/.github/ISSUE_TEMPLATE/question.yml
+++ b/.github/ISSUE_TEMPLATE/question.yml
@@ -1,7 +1,7 @@
 name: Question
 description: Ask a question.
 title: "[DISCUSSION]: << Please use a comprehensive title... >>"
-labels: [ Discussion ]
+labels: [Discussion]
 
 body:
   - type: markdown
diff --git a/.github/workflows/continuous-integration-documentation.yml b/.github/workflows/continuous-integration-documentation.yml
index f715e49..1a05ce8 100644
--- a/.github/workflows/continuous-integration-documentation.yml
+++ b/.github/workflows/continuous-integration-documentation.yml
@@ -12,37 +12,37 @@ jobs:
       fail-fast: false
     runs-on: ${{ matrix.os }}
     steps:
-    - uses: actions/checkout@v1
-    - name: Environment Variables
-      run: |
-        echo "CI_PYTHON_VERSION=${{ matrix.python-version }}" >> $GITHUB_ENV
-        echo "CI_PACKAGE=colour_demosaicing" >> $GITHUB_ENV
-        echo "CI_SHA=${{ github.sha }}" >> $GITHUB_ENV
-        echo "MPLBACKEND=AGG" >> $GITHUB_ENV
-        echo "COLOUR_SCIENCE__DOCUMENTATION_BUILD=True" >> $GITHUB_ENV
-      shell: bash
-    - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v4
-      with:
-        python-version: ${{ matrix.python-version }}
-    - name: Install Dependencies
-      run: |
-        sudo apt-get update
-        sudo apt-get --yes install latexmk texlive-full
-    - name: Install Poetry
-      env:
-        POETRY_VERSION: 1.4.0
-      run: |
-        curl -sSL https://install.python-poetry.org | POETRY_HOME=$HOME/.poetry python3 -
-        echo "$HOME/.poetry/bin" >> $GITHUB_PATH
-      shell: bash
-    - name: Install Package Dependencies
-      run: |
-        poetry run python -m pip install --upgrade pip
-        poetry install
-        poetry run python -c "import imageio;imageio.plugins.freeimage.download()"
-      shell: bash
-    - name: Build Documentation
-      run: |
-        poetry run invoke docs
-      shell: bash
+      - uses: actions/checkout@v1
+      - name: Environment Variables
+        run: |
+          echo "CI_PYTHON_VERSION=${{ matrix.python-version }}" >> $GITHUB_ENV
+          echo "CI_PACKAGE=colour_demosaicing" >> $GITHUB_ENV
+          echo "CI_SHA=${{ github.sha }}" >> $GITHUB_ENV
+          echo "MPLBACKEND=AGG" >> $GITHUB_ENV
+          echo "COLOUR_SCIENCE__DOCUMENTATION_BUILD=True" >> $GITHUB_ENV
+        shell: bash
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v4
+        with:
+          python-version: ${{ matrix.python-version }}
+      - name: Install Dependencies
+        run: |
+          sudo apt-get update
+          sudo apt-get --yes install latexmk texlive-full
+      - name: Install Poetry
+        env:
+          POETRY_VERSION: 1.4.0
+        run: |
+          curl -sSL https://install.python-poetry.org | POETRY_HOME=$HOME/.poetry python3 -
+          echo "$HOME/.poetry/bin" >> $GITHUB_PATH
+        shell: bash
+      - name: Install Package Dependencies
+        run: |
+          poetry run python -m pip install --upgrade pip
+          poetry install
+          poetry run python -c "import imageio;imageio.plugins.freeimage.download()"
+        shell: bash
+      - name: Build Documentation
+        run: |
+          poetry run invoke docs
+        shell: bash
diff --git a/.github/workflows/continuous-integration-quality-unit-tests.yml b/.github/workflows/continuous-integration-quality-unit-tests.yml
index 25d467a..64b60f1 100644
--- a/.github/workflows/continuous-integration-quality-unit-tests.yml
+++ b/.github/workflows/continuous-integration-quality-unit-tests.yml
@@ -8,55 +8,55 @@ jobs:
     strategy:
       matrix:
         os: [macOS-latest, ubuntu-22.04, windows-latest]
-        python-version: [3.9, '3.10', 3.11]
+        python-version: [3.9, "3.10", 3.11]
       fail-fast: false
     runs-on: ${{ matrix.os }}
     steps:
-    - uses: actions/checkout@v1
-      with:
-        submodules: true
-    - name: Environment Variables
-      run: |
-        echo "CI_PYTHON_VERSION=${{ matrix.python-version }}" >> $GITHUB_ENV
-        echo "CI_PACKAGE=colour_demosaicing" >> $GITHUB_ENV
-        echo "CI_SHA=${{ github.sha }}" >> $GITHUB_ENV
-        echo "COVERALLS_REPO_TOKEN=${{ secrets.COVERALLS_REPO_TOKEN }}" >> $GITHUB_ENV
-      shell: bash
-    - name: Set up Python 3.9 for Pre-Commit
-      uses: actions/setup-python@v4
-      with:
-        python-version: 3.9
-    - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v4
-      with:
-        python-version: ${{ matrix.python-version }}
-    - name: Install Poetry
-      env:
-        POETRY_VERSION: 1.4.0
-      run: |
-        curl -sSL https://install.python-poetry.org | POETRY_HOME=$HOME/.poetry python3 -
-        echo "$HOME/.poetry/bin" >> $GITHUB_PATH
-      shell: bash
-    - name: Install Package Dependencies
-      run: |
-        poetry run python -m pip install --upgrade pip
-        poetry install
-        poetry run python -c "import imageio;imageio.plugins.freeimage.download()"
-      shell: bash
-    - name: Pre-Commit (All Files)
-      run: |
-        poetry run pre-commit run --all-files
-      shell: bash
-    - name: Test Optimised Python Execution
-      run: |
-        poetry run python -OO -c "import $CI_PACKAGE"
-      shell: bash
-    - name: Test with Pytest
-      run: |
-        poetry run python -W ignore -m pytest --doctest-modules --ignore=$CI_PACKAGE/examples --cov=$CI_PACKAGE $CI_PACKAGE
-      shell: bash
-    - name: Upload Coverage to coveralls.io
-      if: matrix.os == 'macOS-latest' && matrix.python-version == '3.11'
-      run: |
-        if [ -z "$COVERALLS_REPO_TOKEN" ]; then echo \"COVERALLS_REPO_TOKEN\" secret is undefined!; else poetry run coveralls; fi
-      shell: bash
+      - uses: actions/checkout@v1
+        with:
+          submodules: true
+      - name: Environment Variables
+        run: |
+          echo "CI_PYTHON_VERSION=${{ matrix.python-version }}" >> $GITHUB_ENV
+          echo "CI_PACKAGE=colour_demosaicing" >> $GITHUB_ENV
+          echo "CI_SHA=${{ github.sha }}" >> $GITHUB_ENV
+          echo "COVERALLS_REPO_TOKEN=${{ secrets.COVERALLS_REPO_TOKEN }}" >> $GITHUB_ENV
+        shell: bash
+      - name: Set up Python 3.9 for Pre-Commit
+        uses: actions/setup-python@v4
+        with:
+          python-version: 3.9
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v4
+        with:
+          python-version: ${{ matrix.python-version }}
+      - name: Install Poetry
+        env:
+          POETRY_VERSION: 1.4.0
+        run: |
+          curl -sSL https://install.python-poetry.org | POETRY_HOME=$HOME/.poetry python3 -
+          echo "$HOME/.poetry/bin" >> $GITHUB_PATH
+        shell: bash
+      - name: Install Package Dependencies
+        run: |
+          poetry run python -m pip install --upgrade pip
+          poetry install
+          poetry run python -c "import imageio;imageio.plugins.freeimage.download()"
+        shell: bash
+      - name: Pre-Commit (All Files)
+        run: |
+          poetry run pre-commit run --all-files
+        shell: bash
+      - name: Test Optimised Python Execution
+        run: |
+          poetry run python -OO -c "import $CI_PACKAGE"
+        shell: bash
+      - name: Test with Pytest
+        run: |
+          poetry run python -W ignore -m pytest --doctest-modules --ignore=$CI_PACKAGE/examples --cov=$CI_PACKAGE $CI_PACKAGE
+        shell: bash
+      - name: Upload Coverage to coveralls.io
+        if: matrix.os == 'macOS-latest' && matrix.python-version == '3.11'
+        run: |
+          if [ -z "$COVERALLS_REPO_TOKEN" ]; then echo \"COVERALLS_REPO_TOKEN\" secret is undefined!; else poetry run coveralls; fi
+        shell: bash
diff --git a/.github/workflows/continuous-integration-static-type-checking.yml b/.github/workflows/continuous-integration-static-type-checking.yml
index 173df0e..7c79e91 100644
--- a/.github/workflows/continuous-integration-static-type-checking.yml
+++ b/.github/workflows/continuous-integration-static-type-checking.yml
@@ -12,18 +12,18 @@ jobs:
       fail-fast: false
     runs-on: ${{ matrix.os }}
     steps:
-    - uses: actions/checkout@v1
-    - name: Environment Variables
-      run: |
-        echo "CI_PACKAGE=colour_demosaicing" >> $GITHUB_ENV
-      shell: bash
-    - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v4
-      with:
-        python-version: ${{ matrix.python-version }}
-    - name: Install Package Dependencies
-      run: |
-        pip install -r requirements.txt
-    - name: Static Type Checking
-      run: |
-        pyright --skipunannotated
+      - uses: actions/checkout@v1
+      - name: Environment Variables
+        run: |
+          echo "CI_PACKAGE=colour_demosaicing" >> $GITHUB_ENV
+        shell: bash
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v4
+        with:
+          python-version: ${{ matrix.python-version }}
+      - name: Install Package Dependencies
+        run: |
+          pip install -r requirements.txt
+      - name: Static Type Checking
+        run: |
+          pyright --skipunannotated
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 570a31c..054a788 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,23 +1,55 @@
 repos:
--   repo: https://github.com/ikamensh/flynt/
-    rev: '1.0.1'
+  - repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: "v4.5.0"
     hooks:
-    -   id: flynt
--   repo: https://github.com/PyCQA/isort
-    rev: '5.12.0'
+      - id: check-added-large-files
+      - id: check-case-conflict
+      - id: check-merge-conflict
+      - id: check-symlinks
+      - id: check-yaml
+      - id: debug-statements
+      - id: end-of-file-fixer
+      - id: mixed-line-ending
+      - id: name-tests-test
+        args: ["--pytest-test-first"]
+      - id: requirements-txt-fixer
+      - id: trailing-whitespace
+  - repo: https://github.com/codespell-project/codespell
+    rev: v2.2.6
     hooks:
-    - id: isort
--   repo: https://github.com/charliermarsh/ruff-pre-commit
-    rev: 'v0.0.285'
+      - id: codespell
+        exclude: "BIBLIOGRAPHY.bib|CONTRIBUTORS.rst|.*.ipynb"
+  - repo: https://github.com/ikamensh/flynt
+    rev: "1.0.1"
     hooks:
-    - id: ruff
--   repo: https://github.com/psf/black
-    rev: 23.7.0
+      - id: flynt
+        args: [--verbose]
+  - repo: https://github.com/PyCQA/isort
+    rev: "5.12.0"
     hooks:
-    - id: black
-      language_version: python3.9
--   repo: https://github.com/keewis/blackdoc
-    rev: v0.3.8
+      - id: isort
+  - repo: https://github.com/astral-sh/ruff-pre-commit
+    rev: "v0.1.6"
     hooks:
-    - id: blackdoc
-      language_version: python3.9
+      - id: ruff
+  - repo: https://github.com/psf/black-pre-commit-mirror
+    rev: 23.11.0
+    hooks:
+      - id: black
+        language_version: python3.9
+  - repo: https://github.com/adamchainz/blacken-docs
+    rev: 1.16.0
+    hooks:
+      - id: blacken-docs
+        language_version: python3.9
+  - repo: https://github.com/pre-commit/mirrors-prettier
+    rev: "v3.1.0"
+    hooks:
+      - id: prettier
+        exclude: config-aces-reference.ocio.yaml
+  - repo: https://github.com/pre-commit/pygrep-hooks
+    rev: "v1.10.0"
+    hooks:
+      - id: rst-backticks
+      - id: rst-directive-colons
+      - id: rst-inline-touching-normal
diff --git a/.readthedocs.yaml b/.readthedocs.yaml
index c93eb8a..47935c5 100644
--- a/.readthedocs.yaml
+++ b/.readthedocs.yaml
@@ -6,7 +6,7 @@ build:
     python: "3.11"
 
 sphinx:
-   configuration: docs/conf.py
+  configuration: docs/conf.py
 
 formats:
   - htmlzip
@@ -14,4 +14,4 @@ formats:
 
 python:
   install:
-    - requirements: docs/requirements.txt
\ No newline at end of file
+    - requirements: docs/requirements.txt
diff --git a/CODE_OF_CONDUCT.md b/CODE_OF_CONDUCT.md
index 67ab8e5..58ec1de 100644
--- a/CODE_OF_CONDUCT.md
+++ b/CODE_OF_CONDUCT.md
@@ -8,23 +8,22 @@ In the interest of fostering an open and welcoming environment, we as contributo
 
 Examples of behavior that contributes to creating a positive environment include:
 
-* Using welcoming and inclusive language
-* Being respectful of differing viewpoints and experiences
-* Gracefully accepting constructive criticism
-* Focusing on what is best for the community
-* Showing empathy towards other community members
+- Using welcoming and inclusive language
+- Being respectful of differing viewpoints and experiences
+- Gracefully accepting constructive criticism
+- Focusing on what is best for the community
+- Showing empathy towards other community members
 
 Examples of unacceptable behavior by participants include:
 
-* The use of sexualized language or imagery and unwelcome sexual attention or advances
-* Trolling, insulting/derogatory comments, and personal or political attacks
-* Public or private harassment
-* Publishing others’ private information, such as a physical or electronic address, without explicit permission
-* Other conduct which could reasonably be considered inappropriate in a professional setting
+- The use of sexualized language or imagery and unwelcome sexual attention or advances
+- Trolling, insulting/derogatory comments, and personal or political attacks
+- Public or private harassment
+- Publishing others’ private information, such as a physical or electronic address, without explicit permission
+- Other conduct which could reasonably be considered inappropriate in a professional setting
 
 ## Our Responsibilities
 
-
 Project maintainers are responsible for clarifying the standards of acceptable behavior and are expected to take appropriate and fair corrective action in response to any instances of unacceptable behavior.
 
 Project maintainers have the right and responsibility to remove, edit, or reject comments, commits, code, wiki edits, issues, and other contributions that are not aligned to this Code of Conduct, or to ban temporarily or permanently any contributor for other behaviors that they deem inappropriate, threatening, offensive, or harmful.
@@ -35,7 +34,6 @@ This Code of Conduct applies within all project spaces, and it also applies when
 
 ## Enforcement
 
-
 Instances of abusive, harassing, or otherwise unacceptable behavior may be reported by contacting Thomas Mansencal and Michael Mauderer via email at thomas@colour-science.org and michael@colour-science.org respectively. All complaints will be reviewed and investigated and will result in a response that is deemed necessary and appropriate to the circumstances. The project team is obligated to maintain confidentiality with regard to the reporter of an incident. Further details of specific enforcement policies may be posted separately.
 
 Project maintainers who do not follow or enforce the Code of Conduct in good faith may face temporary or permanent repercussions as determined by other members of the project’s leadership.
@@ -46,6 +44,5 @@ This Code of Conduct is adapted from the Contributor Covenant, version 1.4, avai
 
 For answers to common questions about this code of conduct, see [https://www.contributor-covenant.org/faq][faq].
 
-
 [homepage]: https://www.contributor-covenant.org/version/1/4/code-of-conduct.html
-[faq]: https://www.contributor-covenant.org/faq
\ No newline at end of file
+[faq]: https://www.contributor-covenant.org/faq
diff --git a/docs/requirements.txt b/docs/requirements.txt
index 9cde8f7..ea13317 100644
--- a/docs/requirements.txt
+++ b/docs/requirements.txt
@@ -24,8 +24,8 @@ matplotlib==3.7.2 ; python_version >= "3.9" and python_version < "3.12"
 numpy==1.25.2 ; python_version >= "3.9" and python_version < "3.12"
 packaging==23.1 ; python_version >= "3.9" and python_version < "3.12"
 pillow==10.0.0 ; python_version >= "3.9" and python_version < "3.12"
-pybtex-docutils==1.0.3 ; python_version >= "3.9" and python_version < "3.12"
 pybtex==0.24.0 ; python_version >= "3.9" and python_version < "3.12"
+pybtex-docutils==1.0.3 ; python_version >= "3.9" and python_version < "3.12"
 pydata-sphinx-theme==0.13.3 ; python_version >= "3.9" and python_version < "3.12"
 pygments==2.16.1 ; python_version >= "3.9" and python_version < "3.12"
 pyparsing==3.0.9 ; python_version >= "3.9" and python_version < "3.12"
diff --git a/requirements.txt b/requirements.txt
index edd4afd..ee88936 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -2,8 +2,8 @@ accessible-pygments==0.0.4 ; python_version >= "3.9" and python_version < "3.12"
 alabaster==0.7.13 ; python_version >= "3.9" and python_version < "3.12"
 anyio==3.7.1 ; python_version >= "3.9" and python_version < "3.12"
 appnope==0.1.3 ; python_version >= "3.9" and python_version < "3.12" and (platform_system == "Darwin" or sys_platform == "darwin")
-argon2-cffi-bindings==21.2.0 ; python_version >= "3.9" and python_version < "3.12"
 argon2-cffi==23.1.0 ; python_version >= "3.9" and python_version < "3.12"
+argon2-cffi-bindings==21.2.0 ; python_version >= "3.9" and python_version < "3.12"
 arrow==1.2.3 ; python_version >= "3.9" and python_version < "3.12"
 astor==0.8.1 ; python_version >= "3.9" and python_version < "3.12"
 asttokens==2.2.1 ; python_version >= "3.9" and python_version < "3.12"
@@ -53,8 +53,8 @@ importlib-resources==6.0.1 ; python_version >= "3.9" and python_version < "3.10"
 iniconfig==2.0.0 ; python_version >= "3.9" and python_version < "3.12"
 invoke==2.2.0 ; python_version >= "3.9" and python_version < "3.12"
 ipykernel==6.25.1 ; python_version >= "3.9" and python_version < "3.12"
-ipython-genutils==0.2.0 ; python_version >= "3.9" and python_version < "3.12"
 ipython==8.14.0 ; python_version >= "3.9" and python_version < "3.12"
+ipython-genutils==0.2.0 ; python_version >= "3.9" and python_version < "3.12"
 ipywidgets==8.1.0 ; python_version >= "3.9" and python_version < "3.12"
 isoduration==20.11.0 ; python_version >= "3.9" and python_version < "3.12"
 jaraco-classes==3.3.0 ; python_version >= "3.9" and python_version < "3.12"
@@ -63,28 +63,28 @@ jeepney==0.8.0 ; python_version >= "3.9" and python_version < "3.12" and sys_pla
 jinja2==3.1.2 ; python_version >= "3.9" and python_version < "3.12"
 json5==0.9.14 ; python_version >= "3.9" and python_version < "3.12"
 jsonpointer==2.4 ; python_version >= "3.9" and python_version < "3.12"
-jsonschema-specifications==2023.7.1 ; python_version >= "3.9" and python_version < "3.12"
 jsonschema==4.19.0 ; python_version >= "3.9" and python_version < "3.12"
+jsonschema-specifications==2023.7.1 ; python_version >= "3.9" and python_version < "3.12"
 jsonschema[format-nongpl]==4.19.0 ; python_version >= "3.9" and python_version < "3.12"
+jupyter==1.0.0 ; python_version >= "3.9" and python_version < "3.12"
 jupyter-client==8.3.0 ; python_version >= "3.9" and python_version < "3.12"
 jupyter-console==6.6.3 ; python_version >= "3.9" and python_version < "3.12"
 jupyter-core==5.3.1 ; python_version >= "3.9" and python_version < "3.12"
 jupyter-events==0.7.0 ; python_version >= "3.9" and python_version < "3.12"
 jupyter-lsp==2.2.0 ; python_version >= "3.9" and python_version < "3.12"
-jupyter-server-terminals==0.4.4 ; python_version >= "3.9" and python_version < "3.12"
 jupyter-server==2.7.2 ; python_version >= "3.9" and python_version < "3.12"
-jupyter==1.0.0 ; python_version >= "3.9" and python_version < "3.12"
+jupyter-server-terminals==0.4.4 ; python_version >= "3.9" and python_version < "3.12"
+jupyterlab==4.0.5 ; python_version >= "3.9" and python_version < "3.12"
 jupyterlab-pygments==0.2.2 ; python_version >= "3.9" and python_version < "3.12"
 jupyterlab-server==2.24.0 ; python_version >= "3.9" and python_version < "3.12"
 jupyterlab-widgets==3.0.8 ; python_version >= "3.9" and python_version < "3.12"
-jupyterlab==4.0.5 ; python_version >= "3.9" and python_version < "3.12"
 keyring==24.2.0 ; python_version >= "3.9" and python_version < "3.12"
 kiwisolver==1.4.5 ; python_version >= "3.9" and python_version < "3.12"
 latexcodec==2.0.1 ; python_version >= "3.9" and python_version < "3.12"
 markdown-it-py==3.0.0 ; python_version >= "3.9" and python_version < "3.12"
 markupsafe==2.1.3 ; python_version >= "3.9" and python_version < "3.12"
-matplotlib-inline==0.1.6 ; python_version >= "3.9" and python_version < "3.12"
 matplotlib==3.7.2 ; python_version >= "3.9" and python_version < "3.12"
+matplotlib-inline==0.1.6 ; python_version >= "3.9" and python_version < "3.12"
 mdurl==0.1.2 ; python_version >= "3.9" and python_version < "3.12"
 mistune==3.0.1 ; python_version >= "3.9" and python_version < "3.12"
 more-itertools==10.1.0 ; python_version >= "3.9" and python_version < "3.12"
@@ -94,8 +94,8 @@ nbconvert==7.7.4 ; python_version >= "3.9" and python_version < "3.12"
 nbformat==5.9.2 ; python_version >= "3.9" and python_version < "3.12"
 nest-asyncio==1.5.7 ; python_version >= "3.9" and python_version < "3.12"
 nodeenv==1.8.0 ; python_version >= "3.9" and python_version < "3.12"
-notebook-shim==0.2.3 ; python_version >= "3.9" and python_version < "3.12"
 notebook==7.0.2 ; python_version >= "3.9" and python_version < "3.12"
+notebook-shim==0.2.3 ; python_version >= "3.9" and python_version < "3.12"
 numpy==1.25.2 ; python_version >= "3.9" and python_version < "3.12"
 overrides==7.4.0 ; python_version >= "3.9" and python_version < "3.12"
 packaging==23.1 ; python_version >= "3.9" and python_version < "3.12"
@@ -114,20 +114,20 @@ prompt-toolkit==3.0.39 ; python_version >= "3.9" and python_version < "3.12"
 psutil==5.9.5 ; python_version >= "3.9" and python_version < "3.12"
 ptyprocess==0.7.0 ; python_version >= "3.9" and python_version < "3.12" and (sys_platform != "win32" or os_name != "nt")
 pure-eval==0.2.2 ; python_version >= "3.9" and python_version < "3.12"
-pybtex-docutils==1.0.3 ; python_version >= "3.9" and python_version < "3.12"
 pybtex==0.24.0 ; python_version >= "3.9" and python_version < "3.12"
+pybtex-docutils==1.0.3 ; python_version >= "3.9" and python_version < "3.12"
 pycparser==2.21 ; python_version >= "3.9" and python_version < "3.12"
 pydata-sphinx-theme==0.13.3 ; python_version >= "3.9" and python_version < "3.12"
 pygments==2.16.1 ; python_version >= "3.9" and python_version < "3.12"
 pyparsing==3.0.9 ; python_version >= "3.9" and python_version < "3.12"
 pyright==1.1.324 ; python_version >= "3.9" and python_version < "3.12"
+pytest==7.4.0 ; python_version >= "3.9" and python_version < "3.12"
 pytest-cov==4.1.0 ; python_version >= "3.9" and python_version < "3.12"
 pytest-xdist==3.3.1 ; python_version >= "3.9" and python_version < "3.12"
-pytest==7.4.0 ; python_version >= "3.9" and python_version < "3.12"
 python-dateutil==2.8.2 ; python_version >= "3.9" and python_version < "3.12"
 python-json-logger==2.0.7 ; python_version >= "3.9" and python_version < "3.12"
-pywin32-ctypes==0.2.2 ; python_version >= "3.9" and python_version < "3.12" and sys_platform == "win32"
 pywin32==306 ; sys_platform == "win32" and platform_python_implementation != "PyPy" and python_version >= "3.9" and python_version < "3.12"
+pywin32-ctypes==0.2.2 ; python_version >= "3.9" and python_version < "3.12" and sys_platform == "win32"
 pywinpty==2.0.11 ; python_version >= "3.9" and python_version < "3.12" and os_name == "nt"
 pyyaml==6.0.1 ; python_version >= "3.9" and python_version < "3.12"
 pyzmq==25.1.1 ; python_version >= "3.9" and python_version < "3.12"
@@ -135,12 +135,12 @@ qtconsole==5.4.3 ; python_version >= "3.9" and python_version < "3.12"
 qtpy==2.3.1 ; python_version >= "3.9" and python_version < "3.12"
 readme-renderer==41.0 ; python_version >= "3.9" and python_version < "3.12"
 referencing==0.30.2 ; python_version >= "3.9" and python_version < "3.12"
-requests-toolbelt==1.0.0 ; python_version >= "3.9" and python_version < "3.12"
 requests==2.31.0 ; python_version >= "3.9" and python_version < "3.12"
+requests-toolbelt==1.0.0 ; python_version >= "3.9" and python_version < "3.12"
 restructuredtext-lint==1.4.0 ; python_version >= "3.9" and python_version < "3.12"
 rfc3339-validator==0.1.4 ; python_version >= "3.9" and python_version < "3.12"
-rfc3986-validator==0.1.1 ; python_version >= "3.9" and python_version < "3.12"
 rfc3986==2.0.0 ; python_version >= "3.9" and python_version < "3.12"
+rfc3986-validator==0.1.1 ; python_version >= "3.9" and python_version < "3.12"
 rich==13.5.2 ; python_version >= "3.9" and python_version < "3.12"
 rpds-py==0.9.2 ; python_version >= "3.9" and python_version < "3.12"
 ruff==0.0.286 ; python_version >= "3.9" and python_version < "3.12"

From 4471638a701cac09c85e3ab3e663874408dc05c5 Mon Sep 17 00:00:00 2001
From: Thomas Mansencal <thomas.mansencal@gmail.com>
Date: Sun, 17 Dec 2023 10:08:14 +1300
Subject: [PATCH 6/9] Remove unused direct development dependencies as they are
 provided by `pre-commit`.

---
 pyproject.toml | 4 ----
 1 file changed, 4 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 75890fa..5f7e3ce 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -59,11 +59,8 @@ typing-extensions = ">= 4, < 5"
 matplotlib = ">= 3.5, != 3.5.0, != 3.5.1"
 
 [tool.poetry.group.dev.dependencies]
-black = "*"
-blackdoc = "*"
 coverage = "!= 6.3"
 coveralls = "*"
-flynt = "*"
 invoke = "*"
 jupyter = "*"
 pre-commit = ">= 3.5"
@@ -71,7 +68,6 @@ pyright = "*"
 pytest = "*"
 pytest-cov = "*"
 pytest-xdist = "*"
-ruff = "*"
 toml = "*"
 twine = "*"
 

From e4dc3f9ad6f9e3c4f205aedf59f2116bc5ea6f89 Mon Sep 17 00:00:00 2001
From: Thomas Mansencal <thomas.mansencal@gmail.com>
Date: Sun, 17 Dec 2023 20:01:21 +1300
Subject: [PATCH 7/9] Implement initial support for *Python* 3.12.

---
 .github/workflows/continuous-integration-documentation.yml    | 2 +-
 .../workflows/continuous-integration-quality-unit-tests.yml   | 2 +-
 .../workflows/continuous-integration-static-type-checking.yml | 2 +-
 pyproject.toml                                                | 4 ++--
 4 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/.github/workflows/continuous-integration-documentation.yml b/.github/workflows/continuous-integration-documentation.yml
index 1a05ce8..677f18a 100644
--- a/.github/workflows/continuous-integration-documentation.yml
+++ b/.github/workflows/continuous-integration-documentation.yml
@@ -8,7 +8,7 @@ jobs:
     strategy:
       matrix:
         os: [ubuntu-22.04]
-        python-version: [3.11]
+        python-version: [3.12]
       fail-fast: false
     runs-on: ${{ matrix.os }}
     steps:
diff --git a/.github/workflows/continuous-integration-quality-unit-tests.yml b/.github/workflows/continuous-integration-quality-unit-tests.yml
index 64b60f1..33336dd 100644
--- a/.github/workflows/continuous-integration-quality-unit-tests.yml
+++ b/.github/workflows/continuous-integration-quality-unit-tests.yml
@@ -8,7 +8,7 @@ jobs:
     strategy:
       matrix:
         os: [macOS-latest, ubuntu-22.04, windows-latest]
-        python-version: [3.9, "3.10", 3.11]
+        python-version: [3.9, "3.10", 3.11, 3.12]
       fail-fast: false
     runs-on: ${{ matrix.os }}
     steps:
diff --git a/.github/workflows/continuous-integration-static-type-checking.yml b/.github/workflows/continuous-integration-static-type-checking.yml
index 7c79e91..e74dd22 100644
--- a/.github/workflows/continuous-integration-static-type-checking.yml
+++ b/.github/workflows/continuous-integration-static-type-checking.yml
@@ -8,7 +8,7 @@ jobs:
     strategy:
       matrix:
         os: [macOS-latest]
-        python-version: [3.11]
+        python-version: [3.12]
       fail-fast: false
     runs-on: ${{ matrix.os }}
     steps:
diff --git a/pyproject.toml b/pyproject.toml
index 5f7e3ce..e7b66a5 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -48,8 +48,8 @@ exclude = [
 ]
 
 [tool.poetry.dependencies]
-python = ">= 3.9, < 3.12"
-colour-science = ">= 0.4.3"
+python = ">= 3.9, < 3.13"
+colour-science = ">= 0.4.4"
 imageio = ">= 2, < 3"
 numpy = ">= 1.22, < 2"
 scipy = ">= 1.8, < 2"

From 915b316383908a6550ae3a75f10d809faf81df93 Mon Sep 17 00:00:00 2001
From: Thomas Mansencal <thomas.mansencal@gmail.com>
Date: Sun, 17 Dec 2023 20:02:09 +1300
Subject: [PATCH 8/9] Use `np.testing.assert_allclose` definition.

---
 .../bayer/demosaicing/tests/test_bilinear.py             | 5 +++--
 .../bayer/demosaicing/tests/test_malvar2004.py           | 5 +++--
 .../bayer/demosaicing/tests/test_menon2007.py            | 9 +++++----
 colour_demosaicing/bayer/tests/test_masks.py             | 5 +++--
 colour_demosaicing/bayer/tests/test_mosaicing.py         | 5 +++--
 5 files changed, 17 insertions(+), 12 deletions(-)

diff --git a/colour_demosaicing/bayer/demosaicing/tests/test_bilinear.py b/colour_demosaicing/bayer/demosaicing/tests/test_bilinear.py
index 619b902..386c7be 100644
--- a/colour_demosaicing/bayer/demosaicing/tests/test_bilinear.py
+++ b/colour_demosaicing/bayer/demosaicing/tests/test_bilinear.py
@@ -11,6 +11,7 @@
 
 import numpy as np
 from colour import read_image
+from colour.constants import TOLERANCE_ABSOLUTE_TESTS
 
 from colour_demosaicing import ROOT_RESOURCES_TESTS
 from colour_demosaicing.bayer import demosaicing_CFA_Bayer_bilinear
@@ -52,12 +53,12 @@ def test_demosaicing_CFA_Bayer_bilinear(self):
                 ROOT_RESOURCES_BAYER, f"Lighthouse_Bilinear_{pattern}.exr"
             )
 
-            np.testing.assert_array_almost_equal(
+            np.testing.assert_allclose(
                 demosaicing_CFA_Bayer_bilinear(
                     read_image(str(CFA))[..., 0], pattern
                 ),
                 read_image(str(RGB)),
-                decimal=7,
+                atol=TOLERANCE_ABSOLUTE_TESTS,
             )
 
 
diff --git a/colour_demosaicing/bayer/demosaicing/tests/test_malvar2004.py b/colour_demosaicing/bayer/demosaicing/tests/test_malvar2004.py
index a49ecff..7eb5d59 100644
--- a/colour_demosaicing/bayer/demosaicing/tests/test_malvar2004.py
+++ b/colour_demosaicing/bayer/demosaicing/tests/test_malvar2004.py
@@ -11,6 +11,7 @@
 
 import numpy as np
 from colour import read_image
+from colour.constants import TOLERANCE_ABSOLUTE_TESTS
 
 from colour_demosaicing import ROOT_RESOURCES_TESTS
 from colour_demosaicing.bayer import demosaicing_CFA_Bayer_Malvar2004
@@ -52,12 +53,12 @@ def test_demosaicing_CFA_Bayer_Malvar2004(self):
                 ROOT_RESOURCES_BAYER, f"Lighthouse_Malvar2004_{pattern}.exr"
             )
 
-            np.testing.assert_array_almost_equal(
+            np.testing.assert_allclose(
                 demosaicing_CFA_Bayer_Malvar2004(
                     read_image(str(CFA))[..., 0], pattern
                 ),
                 read_image(str(RGB)),
-                decimal=7,
+                atol=TOLERANCE_ABSOLUTE_TESTS,
             )
 
 
diff --git a/colour_demosaicing/bayer/demosaicing/tests/test_menon2007.py b/colour_demosaicing/bayer/demosaicing/tests/test_menon2007.py
index ce4a02f..b04bbd1 100644
--- a/colour_demosaicing/bayer/demosaicing/tests/test_menon2007.py
+++ b/colour_demosaicing/bayer/demosaicing/tests/test_menon2007.py
@@ -11,6 +11,7 @@
 
 import numpy as np
 from colour import read_image
+from colour.constants import TOLERANCE_ABSOLUTE_TESTS
 
 from colour_demosaicing import ROOT_RESOURCES_TESTS
 from colour_demosaicing.bayer import demosaicing_CFA_Bayer_Menon2007
@@ -52,25 +53,25 @@ def test_demosaicing_CFA_Bayer_Menon2007(self):
                 ROOT_RESOURCES_BAYER, f"Lighthouse_Menon2007_{pattern}.exr"
             )
 
-            np.testing.assert_array_almost_equal(
+            np.testing.assert_allclose(
                 demosaicing_CFA_Bayer_Menon2007(
                     read_image(str(CFA))[..., 0], pattern
                 ),
                 read_image(str(RGB)),
-                decimal=7,
+                atol=TOLERANCE_ABSOLUTE_TESTS,
             )
 
             RGB = os.path.join(
                 ROOT_RESOURCES_BAYER, f"Lighthouse_Menon2007_NR_{pattern}.exr"
             )
-            np.testing.assert_array_almost_equal(
+            np.testing.assert_allclose(
                 demosaicing_CFA_Bayer_Menon2007(
                     read_image(str(CFA))[..., 0],
                     pattern,
                     refining_step=False,
                 ),
                 read_image(str(RGB)),
-                decimal=7,
+                atol=TOLERANCE_ABSOLUTE_TESTS,
             )
 
 
diff --git a/colour_demosaicing/bayer/tests/test_masks.py b/colour_demosaicing/bayer/tests/test_masks.py
index b002524..2f98d08 100644
--- a/colour_demosaicing/bayer/tests/test_masks.py
+++ b/colour_demosaicing/bayer/tests/test_masks.py
@@ -8,6 +8,7 @@
 
 import numpy as np
 from colour import read_image
+from colour.constants import TOLERANCE_ABSOLUTE_TESTS
 from colour.utilities import tstack
 
 from colour_demosaicing import ROOT_RESOURCES_TESTS
@@ -44,10 +45,10 @@ def test_masks_CFA_Bayer(self):
 
         for pattern in ("RGGB", "BGGR", "GRBG", "GBRG"):
             mask = os.path.join(ROOT_RESOURCES_BAYER, f"{pattern}_Masks.exr")
-            np.testing.assert_array_almost_equal(
+            np.testing.assert_allclose(
                 tstack(masks_CFA_Bayer((8, 8), pattern)),
                 read_image(str(mask)),
-                decimal=7,
+                atol=TOLERANCE_ABSOLUTE_TESTS,
             )
 
 
diff --git a/colour_demosaicing/bayer/tests/test_mosaicing.py b/colour_demosaicing/bayer/tests/test_mosaicing.py
index 94c7072..562dc79 100644
--- a/colour_demosaicing/bayer/tests/test_mosaicing.py
+++ b/colour_demosaicing/bayer/tests/test_mosaicing.py
@@ -11,6 +11,7 @@
 
 import numpy as np
 from colour import read_image
+from colour.constants import TOLERANCE_ABSOLUTE_TESTS
 
 from colour_demosaicing import ROOT_RESOURCES_TESTS
 from colour_demosaicing.bayer import mosaicing_CFA_Bayer
@@ -52,10 +53,10 @@ def test_mosaicing_CFA_Bayer(self):
             CFA = os.path.join(
                 ROOT_RESOURCES_BAYER, f"Lighthouse_CFA_{pattern}.exr"
             )
-            np.testing.assert_array_almost_equal(
+            np.testing.assert_allclose(
                 mosaicing_CFA_Bayer(image, pattern),
                 read_image(str(CFA))[..., 0],
-                decimal=7,
+                atol=TOLERANCE_ABSOLUTE_TESTS,
             )
 
 

From 513ecdf96981eb49d34f14fb5764a4302ce8f4c0 Mon Sep 17 00:00:00 2001
From: Thomas Mansencal <thomas.mansencal@gmail.com>
Date: Sun, 17 Dec 2023 21:04:30 +1300
Subject: [PATCH 9/9] Update `requirements.txt` file.

---
 docs/requirements.txt | 100 ++++++------
 requirements.txt      | 351 ++++++++++++++++++++----------------------
 2 files changed, 221 insertions(+), 230 deletions(-)

diff --git a/docs/requirements.txt b/docs/requirements.txt
index ea13317..99d627e 100644
--- a/docs/requirements.txt
+++ b/docs/requirements.txt
@@ -1,50 +1,50 @@
-accessible-pygments==0.0.4 ; python_version >= "3.9" and python_version < "3.12"
-alabaster==0.7.13 ; python_version >= "3.9" and python_version < "3.12"
-babel==2.12.1 ; python_version >= "3.9" and python_version < "3.12"
-beautifulsoup4==4.12.2 ; python_version >= "3.9" and python_version < "3.12"
-biblib-simple==0.1.2 ; python_version >= "3.9" and python_version < "3.12"
-certifi==2023.7.22 ; python_version >= "3.9" and python_version < "3.12"
-charset-normalizer==3.2.0 ; python_version >= "3.9" and python_version < "3.12"
-colorama==0.4.6 ; python_version >= "3.9" and python_version < "3.12" and sys_platform == "win32"
-colour-science==0.4.3 ; python_version >= "3.9" and python_version < "3.12"
-contourpy==1.1.0 ; python_version >= "3.9" and python_version < "3.12"
-cycler==0.11.0 ; python_version >= "3.9" and python_version < "3.12"
-docutils==0.17.1 ; python_version >= "3.9" and python_version < "3.12"
-fonttools==4.42.1 ; python_version >= "3.9" and python_version < "3.12"
-idna==3.4 ; python_version >= "3.9" and python_version < "3.12"
-imageio==2.31.2 ; python_version >= "3.9" and python_version < "3.12"
-imagesize==1.4.1 ; python_version >= "3.9" and python_version < "3.12"
-importlib-metadata==6.8.0 ; python_version >= "3.9" and python_version < "3.10"
-importlib-resources==6.0.1 ; python_version >= "3.9" and python_version < "3.10"
-jinja2==3.1.2 ; python_version >= "3.9" and python_version < "3.12"
-kiwisolver==1.4.5 ; python_version >= "3.9" and python_version < "3.12"
-latexcodec==2.0.1 ; python_version >= "3.9" and python_version < "3.12"
-markupsafe==2.1.3 ; python_version >= "3.9" and python_version < "3.12"
-matplotlib==3.7.2 ; python_version >= "3.9" and python_version < "3.12"
-numpy==1.25.2 ; python_version >= "3.9" and python_version < "3.12"
-packaging==23.1 ; python_version >= "3.9" and python_version < "3.12"
-pillow==10.0.0 ; python_version >= "3.9" and python_version < "3.12"
-pybtex==0.24.0 ; python_version >= "3.9" and python_version < "3.12"
-pybtex-docutils==1.0.3 ; python_version >= "3.9" and python_version < "3.12"
-pydata-sphinx-theme==0.13.3 ; python_version >= "3.9" and python_version < "3.12"
-pygments==2.16.1 ; python_version >= "3.9" and python_version < "3.12"
-pyparsing==3.0.9 ; python_version >= "3.9" and python_version < "3.12"
-python-dateutil==2.8.2 ; python_version >= "3.9" and python_version < "3.12"
-pyyaml==6.0.1 ; python_version >= "3.9" and python_version < "3.12"
-requests==2.31.0 ; python_version >= "3.9" and python_version < "3.12"
-restructuredtext-lint==1.4.0 ; python_version >= "3.9" and python_version < "3.12"
-scipy==1.11.2 ; python_version >= "3.9" and python_version < "3.12"
-six==1.16.0 ; python_version >= "3.9" and python_version < "3.12"
-snowballstemmer==2.2.0 ; python_version >= "3.9" and python_version < "3.12"
-soupsieve==2.4.1 ; python_version >= "3.9" and python_version < "3.12"
-sphinx==4.5.0 ; python_version >= "3.9" and python_version < "3.12"
-sphinxcontrib-applehelp==1.0.4 ; python_version >= "3.9" and python_version < "3.12"
-sphinxcontrib-bibtex==2.6.0 ; python_version >= "3.9" and python_version < "3.12"
-sphinxcontrib-devhelp==1.0.2 ; python_version >= "3.9" and python_version < "3.12"
-sphinxcontrib-htmlhelp==2.0.1 ; python_version >= "3.9" and python_version < "3.12"
-sphinxcontrib-jsmath==1.0.1 ; python_version >= "3.9" and python_version < "3.12"
-sphinxcontrib-qthelp==1.0.3 ; python_version >= "3.9" and python_version < "3.12"
-sphinxcontrib-serializinghtml==1.1.5 ; python_version >= "3.9" and python_version < "3.12"
-typing-extensions==4.7.1 ; python_version >= "3.9" and python_version < "3.12"
-urllib3==2.0.4 ; python_version >= "3.9" and python_version < "3.12"
-zipp==3.16.2 ; python_version >= "3.9" and python_version < "3.10"
+accessible-pygments==0.0.4 ; python_version >= "3.9" and python_version < "3.13"
+alabaster==0.7.13 ; python_version >= "3.9" and python_version < "3.13"
+babel==2.14.0 ; python_version >= "3.9" and python_version < "3.13"
+beautifulsoup4==4.12.2 ; python_version >= "3.9" and python_version < "3.13"
+biblib-simple==0.1.2 ; python_version >= "3.9" and python_version < "3.13"
+certifi==2023.11.17 ; python_version >= "3.9" and python_version < "3.13"
+charset-normalizer==3.3.2 ; python_version >= "3.9" and python_version < "3.13"
+colorama==0.4.6 ; python_version >= "3.9" and python_version < "3.13" and sys_platform == "win32"
+colour-science==0.4.4 ; python_version >= "3.9" and python_version < "3.13"
+contourpy==1.2.0 ; python_version >= "3.9" and python_version < "3.13"
+cycler==0.12.1 ; python_version >= "3.9" and python_version < "3.13"
+docutils==0.20.1 ; python_version >= "3.9" and python_version < "3.13"
+fonttools==4.46.0 ; python_version >= "3.9" and python_version < "3.13"
+idna==3.6 ; python_version >= "3.9" and python_version < "3.13"
+imageio==2.33.1 ; python_version >= "3.9" and python_version < "3.13"
+imagesize==1.4.1 ; python_version >= "3.9" and python_version < "3.13"
+importlib-metadata==7.0.0 ; python_version >= "3.9" and python_version < "3.10"
+importlib-resources==6.1.1 ; python_version >= "3.9" and python_version < "3.10"
+jinja2==3.1.2 ; python_version >= "3.9" and python_version < "3.13"
+kiwisolver==1.4.5 ; python_version >= "3.9" and python_version < "3.13"
+latexcodec==2.0.1 ; python_version >= "3.9" and python_version < "3.13"
+markupsafe==2.1.3 ; python_version >= "3.9" and python_version < "3.13"
+matplotlib==3.8.2 ; python_version >= "3.9" and python_version < "3.13"
+numpy==1.26.2 ; python_version >= "3.9" and python_version < "3.13"
+packaging==23.2 ; python_version >= "3.9" and python_version < "3.13"
+pillow==10.1.0 ; python_version >= "3.9" and python_version < "3.13"
+pybtex==0.24.0 ; python_version >= "3.9" and python_version < "3.13"
+pybtex-docutils==1.0.3 ; python_version >= "3.9" and python_version < "3.13"
+pydata-sphinx-theme==0.14.4 ; python_version >= "3.9" and python_version < "3.13"
+pygments==2.17.2 ; python_version >= "3.9" and python_version < "3.13"
+pyparsing==3.1.1 ; python_version >= "3.9" and python_version < "3.13"
+python-dateutil==2.8.2 ; python_version >= "3.9" and python_version < "3.13"
+pyyaml==6.0.1 ; python_version >= "3.9" and python_version < "3.13"
+requests==2.31.0 ; python_version >= "3.9" and python_version < "3.13"
+restructuredtext-lint==1.4.0 ; python_version >= "3.9" and python_version < "3.13"
+scipy==1.11.4 ; python_version >= "3.9" and python_version < "3.13"
+six==1.16.0 ; python_version >= "3.9" and python_version < "3.13"
+snowballstemmer==2.2.0 ; python_version >= "3.9" and python_version < "3.13"
+soupsieve==2.5 ; python_version >= "3.9" and python_version < "3.13"
+sphinx==7.2.6 ; python_version >= "3.9" and python_version < "3.13"
+sphinxcontrib-applehelp==1.0.7 ; python_version >= "3.9" and python_version < "3.13"
+sphinxcontrib-bibtex==2.6.1 ; python_version >= "3.9" and python_version < "3.13"
+sphinxcontrib-devhelp==1.0.5 ; python_version >= "3.9" and python_version < "3.13"
+sphinxcontrib-htmlhelp==2.0.4 ; python_version >= "3.9" and python_version < "3.13"
+sphinxcontrib-jsmath==1.0.1 ; python_version >= "3.9" and python_version < "3.13"
+sphinxcontrib-qthelp==1.0.6 ; python_version >= "3.9" and python_version < "3.13"
+sphinxcontrib-serializinghtml==1.1.9 ; python_version >= "3.9" and python_version < "3.13"
+typing-extensions==4.9.0 ; python_version >= "3.9" and python_version < "3.13"
+urllib3==2.1.0 ; python_version >= "3.9" and python_version < "3.13"
+zipp==3.17.0 ; python_version >= "3.9" and python_version < "3.10"
diff --git a/requirements.txt b/requirements.txt
index ee88936..e885a0b 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,180 +1,171 @@
-accessible-pygments==0.0.4 ; python_version >= "3.9" and python_version < "3.12"
-alabaster==0.7.13 ; python_version >= "3.9" and python_version < "3.12"
-anyio==3.7.1 ; python_version >= "3.9" and python_version < "3.12"
-appnope==0.1.3 ; python_version >= "3.9" and python_version < "3.12" and (platform_system == "Darwin" or sys_platform == "darwin")
-argon2-cffi==23.1.0 ; python_version >= "3.9" and python_version < "3.12"
-argon2-cffi-bindings==21.2.0 ; python_version >= "3.9" and python_version < "3.12"
-arrow==1.2.3 ; python_version >= "3.9" and python_version < "3.12"
-astor==0.8.1 ; python_version >= "3.9" and python_version < "3.12"
-asttokens==2.2.1 ; python_version >= "3.9" and python_version < "3.12"
-async-lru==2.0.4 ; python_version >= "3.9" and python_version < "3.12"
-attrs==23.1.0 ; python_version >= "3.9" and python_version < "3.12"
-babel==2.12.1 ; python_version >= "3.9" and python_version < "3.12"
-backcall==0.2.0 ; python_version >= "3.9" and python_version < "3.12"
-beautifulsoup4==4.12.2 ; python_version >= "3.9" and python_version < "3.12"
-biblib-simple==0.1.2 ; python_version >= "3.9" and python_version < "3.12"
-black==23.7.0 ; python_version >= "3.9" and python_version < "3.12"
-blackdoc==0.3.8 ; python_version >= "3.9" and python_version < "3.12"
-bleach==6.0.0 ; python_version >= "3.9" and python_version < "3.12"
-certifi==2023.7.22 ; python_version >= "3.9" and python_version < "3.12"
-cffi==1.15.1 ; python_version >= "3.9" and python_version < "3.12"
-cfgv==3.4.0 ; python_version >= "3.9" and python_version < "3.12"
-charset-normalizer==3.2.0 ; python_version >= "3.9" and python_version < "3.12"
-click==8.1.7 ; python_version >= "3.9" and python_version < "3.12"
-colorama==0.4.6 ; python_version >= "3.9" and python_version < "3.12" and (sys_platform == "win32" or platform_system == "Windows")
-colour-science==0.4.3 ; python_version >= "3.9" and python_version < "3.12"
-comm==0.1.4 ; python_version >= "3.9" and python_version < "3.12"
-contourpy==1.1.0 ; python_version >= "3.9" and python_version < "3.12"
-coverage==6.5.0 ; python_version >= "3.9" and python_version < "3.12"
-coverage[toml]==6.5.0 ; python_version >= "3.9" and python_version < "3.12"
-coveralls==3.3.1 ; python_version >= "3.9" and python_version < "3.12"
-cryptography==41.0.3 ; python_version >= "3.9" and python_version < "3.12" and sys_platform == "linux"
-cycler==0.11.0 ; python_version >= "3.9" and python_version < "3.12"
-debugpy==1.6.7.post1 ; python_version >= "3.9" and python_version < "3.12"
-decorator==5.1.1 ; python_version >= "3.9" and python_version < "3.12"
-defusedxml==0.7.1 ; python_version >= "3.9" and python_version < "3.12"
-distlib==0.3.7 ; python_version >= "3.9" and python_version < "3.12"
-docopt==0.6.2 ; python_version >= "3.9" and python_version < "3.12"
-docutils==0.17.1 ; python_version >= "3.9" and python_version < "3.12"
-exceptiongroup==1.1.3 ; python_version >= "3.9" and python_version < "3.11"
-execnet==2.0.2 ; python_version >= "3.9" and python_version < "3.12"
-executing==1.2.0 ; python_version >= "3.9" and python_version < "3.12"
-fastjsonschema==2.18.0 ; python_version >= "3.9" and python_version < "3.12"
-filelock==3.12.2 ; python_version >= "3.9" and python_version < "3.12"
-flynt==1.0.1 ; python_version >= "3.9" and python_version < "3.12"
-fonttools==4.42.1 ; python_version >= "3.9" and python_version < "3.12"
-fqdn==1.5.1 ; python_version >= "3.9" and python_version < "3.12"
-identify==2.5.27 ; python_version >= "3.9" and python_version < "3.12"
-idna==3.4 ; python_version >= "3.9" and python_version < "3.12"
-imageio==2.31.2 ; python_version >= "3.9" and python_version < "3.12"
-imagesize==1.4.1 ; python_version >= "3.9" and python_version < "3.12"
-importlib-metadata==6.8.0 ; python_version >= "3.9" and python_version < "3.12"
-importlib-resources==6.0.1 ; python_version >= "3.9" and python_version < "3.10"
-iniconfig==2.0.0 ; python_version >= "3.9" and python_version < "3.12"
-invoke==2.2.0 ; python_version >= "3.9" and python_version < "3.12"
-ipykernel==6.25.1 ; python_version >= "3.9" and python_version < "3.12"
-ipython==8.14.0 ; python_version >= "3.9" and python_version < "3.12"
-ipython-genutils==0.2.0 ; python_version >= "3.9" and python_version < "3.12"
-ipywidgets==8.1.0 ; python_version >= "3.9" and python_version < "3.12"
-isoduration==20.11.0 ; python_version >= "3.9" and python_version < "3.12"
-jaraco-classes==3.3.0 ; python_version >= "3.9" and python_version < "3.12"
-jedi==0.19.0 ; python_version >= "3.9" and python_version < "3.12"
-jeepney==0.8.0 ; python_version >= "3.9" and python_version < "3.12" and sys_platform == "linux"
-jinja2==3.1.2 ; python_version >= "3.9" and python_version < "3.12"
-json5==0.9.14 ; python_version >= "3.9" and python_version < "3.12"
-jsonpointer==2.4 ; python_version >= "3.9" and python_version < "3.12"
-jsonschema==4.19.0 ; python_version >= "3.9" and python_version < "3.12"
-jsonschema-specifications==2023.7.1 ; python_version >= "3.9" and python_version < "3.12"
-jsonschema[format-nongpl]==4.19.0 ; python_version >= "3.9" and python_version < "3.12"
-jupyter==1.0.0 ; python_version >= "3.9" and python_version < "3.12"
-jupyter-client==8.3.0 ; python_version >= "3.9" and python_version < "3.12"
-jupyter-console==6.6.3 ; python_version >= "3.9" and python_version < "3.12"
-jupyter-core==5.3.1 ; python_version >= "3.9" and python_version < "3.12"
-jupyter-events==0.7.0 ; python_version >= "3.9" and python_version < "3.12"
-jupyter-lsp==2.2.0 ; python_version >= "3.9" and python_version < "3.12"
-jupyter-server==2.7.2 ; python_version >= "3.9" and python_version < "3.12"
-jupyter-server-terminals==0.4.4 ; python_version >= "3.9" and python_version < "3.12"
-jupyterlab==4.0.5 ; python_version >= "3.9" and python_version < "3.12"
-jupyterlab-pygments==0.2.2 ; python_version >= "3.9" and python_version < "3.12"
-jupyterlab-server==2.24.0 ; python_version >= "3.9" and python_version < "3.12"
-jupyterlab-widgets==3.0.8 ; python_version >= "3.9" and python_version < "3.12"
-keyring==24.2.0 ; python_version >= "3.9" and python_version < "3.12"
-kiwisolver==1.4.5 ; python_version >= "3.9" and python_version < "3.12"
-latexcodec==2.0.1 ; python_version >= "3.9" and python_version < "3.12"
-markdown-it-py==3.0.0 ; python_version >= "3.9" and python_version < "3.12"
-markupsafe==2.1.3 ; python_version >= "3.9" and python_version < "3.12"
-matplotlib==3.7.2 ; python_version >= "3.9" and python_version < "3.12"
-matplotlib-inline==0.1.6 ; python_version >= "3.9" and python_version < "3.12"
-mdurl==0.1.2 ; python_version >= "3.9" and python_version < "3.12"
-mistune==3.0.1 ; python_version >= "3.9" and python_version < "3.12"
-more-itertools==10.1.0 ; python_version >= "3.9" and python_version < "3.12"
-mypy-extensions==1.0.0 ; python_version >= "3.9" and python_version < "3.12"
-nbclient==0.8.0 ; python_version >= "3.9" and python_version < "3.12"
-nbconvert==7.7.4 ; python_version >= "3.9" and python_version < "3.12"
-nbformat==5.9.2 ; python_version >= "3.9" and python_version < "3.12"
-nest-asyncio==1.5.7 ; python_version >= "3.9" and python_version < "3.12"
-nodeenv==1.8.0 ; python_version >= "3.9" and python_version < "3.12"
-notebook==7.0.2 ; python_version >= "3.9" and python_version < "3.12"
-notebook-shim==0.2.3 ; python_version >= "3.9" and python_version < "3.12"
-numpy==1.25.2 ; python_version >= "3.9" and python_version < "3.12"
-overrides==7.4.0 ; python_version >= "3.9" and python_version < "3.12"
-packaging==23.1 ; python_version >= "3.9" and python_version < "3.12"
-pandocfilters==1.5.0 ; python_version >= "3.9" and python_version < "3.12"
-parso==0.8.3 ; python_version >= "3.9" and python_version < "3.12"
-pathspec==0.11.2 ; python_version >= "3.9" and python_version < "3.12"
-pexpect==4.8.0 ; python_version >= "3.9" and python_version < "3.12" and sys_platform != "win32"
-pickleshare==0.7.5 ; python_version >= "3.9" and python_version < "3.12"
-pillow==10.0.0 ; python_version >= "3.9" and python_version < "3.12"
-pkginfo==1.9.6 ; python_version >= "3.9" and python_version < "3.12"
-platformdirs==3.10.0 ; python_version >= "3.9" and python_version < "3.12"
-pluggy==1.3.0 ; python_version >= "3.9" and python_version < "3.12"
-pre-commit==3.3.3 ; python_version >= "3.9" and python_version < "3.12"
-prometheus-client==0.17.1 ; python_version >= "3.9" and python_version < "3.12"
-prompt-toolkit==3.0.39 ; python_version >= "3.9" and python_version < "3.12"
-psutil==5.9.5 ; python_version >= "3.9" and python_version < "3.12"
-ptyprocess==0.7.0 ; python_version >= "3.9" and python_version < "3.12" and (sys_platform != "win32" or os_name != "nt")
-pure-eval==0.2.2 ; python_version >= "3.9" and python_version < "3.12"
-pybtex==0.24.0 ; python_version >= "3.9" and python_version < "3.12"
-pybtex-docutils==1.0.3 ; python_version >= "3.9" and python_version < "3.12"
-pycparser==2.21 ; python_version >= "3.9" and python_version < "3.12"
-pydata-sphinx-theme==0.13.3 ; python_version >= "3.9" and python_version < "3.12"
-pygments==2.16.1 ; python_version >= "3.9" and python_version < "3.12"
-pyparsing==3.0.9 ; python_version >= "3.9" and python_version < "3.12"
-pyright==1.1.324 ; python_version >= "3.9" and python_version < "3.12"
-pytest==7.4.0 ; python_version >= "3.9" and python_version < "3.12"
-pytest-cov==4.1.0 ; python_version >= "3.9" and python_version < "3.12"
-pytest-xdist==3.3.1 ; python_version >= "3.9" and python_version < "3.12"
-python-dateutil==2.8.2 ; python_version >= "3.9" and python_version < "3.12"
-python-json-logger==2.0.7 ; python_version >= "3.9" and python_version < "3.12"
-pywin32==306 ; sys_platform == "win32" and platform_python_implementation != "PyPy" and python_version >= "3.9" and python_version < "3.12"
-pywin32-ctypes==0.2.2 ; python_version >= "3.9" and python_version < "3.12" and sys_platform == "win32"
-pywinpty==2.0.11 ; python_version >= "3.9" and python_version < "3.12" and os_name == "nt"
-pyyaml==6.0.1 ; python_version >= "3.9" and python_version < "3.12"
-pyzmq==25.1.1 ; python_version >= "3.9" and python_version < "3.12"
-qtconsole==5.4.3 ; python_version >= "3.9" and python_version < "3.12"
-qtpy==2.3.1 ; python_version >= "3.9" and python_version < "3.12"
-readme-renderer==41.0 ; python_version >= "3.9" and python_version < "3.12"
-referencing==0.30.2 ; python_version >= "3.9" and python_version < "3.12"
-requests==2.31.0 ; python_version >= "3.9" and python_version < "3.12"
-requests-toolbelt==1.0.0 ; python_version >= "3.9" and python_version < "3.12"
-restructuredtext-lint==1.4.0 ; python_version >= "3.9" and python_version < "3.12"
-rfc3339-validator==0.1.4 ; python_version >= "3.9" and python_version < "3.12"
-rfc3986==2.0.0 ; python_version >= "3.9" and python_version < "3.12"
-rfc3986-validator==0.1.1 ; python_version >= "3.9" and python_version < "3.12"
-rich==13.5.2 ; python_version >= "3.9" and python_version < "3.12"
-rpds-py==0.9.2 ; python_version >= "3.9" and python_version < "3.12"
-ruff==0.0.286 ; python_version >= "3.9" and python_version < "3.12"
-scipy==1.11.2 ; python_version >= "3.9" and python_version < "3.12"
-secretstorage==3.3.3 ; python_version >= "3.9" and python_version < "3.12" and sys_platform == "linux"
-send2trash==1.8.2 ; python_version >= "3.9" and python_version < "3.12"
-setuptools==68.1.2 ; python_version >= "3.9" and python_version < "3.12"
-six==1.16.0 ; python_version >= "3.9" and python_version < "3.12"
-sniffio==1.3.0 ; python_version >= "3.9" and python_version < "3.12"
-snowballstemmer==2.2.0 ; python_version >= "3.9" and python_version < "3.12"
-soupsieve==2.4.1 ; python_version >= "3.9" and python_version < "3.12"
-sphinx==4.5.0 ; python_version >= "3.9" and python_version < "3.12"
-sphinxcontrib-applehelp==1.0.4 ; python_version >= "3.9" and python_version < "3.12"
-sphinxcontrib-bibtex==2.6.0 ; python_version >= "3.9" and python_version < "3.12"
-sphinxcontrib-devhelp==1.0.2 ; python_version >= "3.9" and python_version < "3.12"
-sphinxcontrib-htmlhelp==2.0.1 ; python_version >= "3.9" and python_version < "3.12"
-sphinxcontrib-jsmath==1.0.1 ; python_version >= "3.9" and python_version < "3.12"
-sphinxcontrib-qthelp==1.0.3 ; python_version >= "3.9" and python_version < "3.12"
-sphinxcontrib-serializinghtml==1.1.5 ; python_version >= "3.9" and python_version < "3.12"
-stack-data==0.6.2 ; python_version >= "3.9" and python_version < "3.12"
-terminado==0.17.1 ; python_version >= "3.9" and python_version < "3.12"
-tinycss2==1.2.1 ; python_version >= "3.9" and python_version < "3.12"
-toml==0.10.2 ; python_version >= "3.9" and python_version < "3.12"
-tomli==2.0.1 ; python_version >= "3.9" and python_version < "3.12"
-tornado==6.3.3 ; python_version >= "3.9" and python_version < "3.12"
-traitlets==5.9.0 ; python_version >= "3.9" and python_version < "3.12"
-twine==4.0.2 ; python_version >= "3.9" and python_version < "3.12"
-typing-extensions==4.7.1 ; python_version >= "3.9" and python_version < "3.12"
-uri-template==1.3.0 ; python_version >= "3.9" and python_version < "3.12"
-urllib3==2.0.4 ; python_version >= "3.9" and python_version < "3.12"
-virtualenv==20.24.3 ; python_version >= "3.9" and python_version < "3.12"
-wcwidth==0.2.6 ; python_version >= "3.9" and python_version < "3.12"
-webcolors==1.13 ; python_version >= "3.9" and python_version < "3.12"
-webencodings==0.5.1 ; python_version >= "3.9" and python_version < "3.12"
-websocket-client==1.6.2 ; python_version >= "3.9" and python_version < "3.12"
-widgetsnbextension==4.0.8 ; python_version >= "3.9" and python_version < "3.12"
-zipp==3.16.2 ; python_version >= "3.9" and python_version < "3.12"
+accessible-pygments==0.0.4 ; python_version >= "3.9" and python_version < "3.13"
+alabaster==0.7.13 ; python_version >= "3.9" and python_version < "3.13"
+anyio==4.2.0 ; python_version >= "3.9" and python_version < "3.13"
+appnope==0.1.3 ; python_version >= "3.9" and python_version < "3.13" and platform_system == "Darwin"
+argon2-cffi==23.1.0 ; python_version >= "3.9" and python_version < "3.13"
+argon2-cffi-bindings==21.2.0 ; python_version >= "3.9" and python_version < "3.13"
+arrow==1.3.0 ; python_version >= "3.9" and python_version < "3.13"
+asttokens==2.4.1 ; python_version >= "3.9" and python_version < "3.13"
+async-lru==2.0.4 ; python_version >= "3.9" and python_version < "3.13"
+attrs==23.1.0 ; python_version >= "3.9" and python_version < "3.13"
+babel==2.14.0 ; python_version >= "3.9" and python_version < "3.13"
+beautifulsoup4==4.12.2 ; python_version >= "3.9" and python_version < "3.13"
+biblib-simple==0.1.2 ; python_version >= "3.9" and python_version < "3.13"
+bleach==6.1.0 ; python_version >= "3.9" and python_version < "3.13"
+certifi==2023.11.17 ; python_version >= "3.9" and python_version < "3.13"
+cffi==1.16.0 ; python_version >= "3.9" and python_version < "3.13"
+cfgv==3.4.0 ; python_version >= "3.9" and python_version < "3.13"
+charset-normalizer==3.3.2 ; python_version >= "3.9" and python_version < "3.13"
+colorama==0.4.6 ; python_version >= "3.9" and python_version < "3.13" and sys_platform == "win32"
+colour-science==0.4.4 ; python_version >= "3.9" and python_version < "3.13"
+comm==0.2.0 ; python_version >= "3.9" and python_version < "3.13"
+contourpy==1.2.0 ; python_version >= "3.9" and python_version < "3.13"
+coverage==7.3.3 ; python_version >= "3.9" and python_version < "3.13"
+coverage[toml]==7.3.3 ; python_version >= "3.9" and python_version < "3.13"
+coveralls==1.8.0 ; python_version >= "3.9" and python_version < "3.13"
+cryptography==41.0.7 ; python_version >= "3.9" and python_version < "3.13" and sys_platform == "linux"
+cycler==0.12.1 ; python_version >= "3.9" and python_version < "3.13"
+debugpy==1.8.0 ; python_version >= "3.9" and python_version < "3.13"
+decorator==5.1.1 ; python_version >= "3.9" and python_version < "3.13"
+defusedxml==0.7.1 ; python_version >= "3.9" and python_version < "3.13"
+distlib==0.3.8 ; python_version >= "3.9" and python_version < "3.13"
+docopt==0.6.2 ; python_version >= "3.9" and python_version < "3.13"
+docutils==0.20.1 ; python_version >= "3.9" and python_version < "3.13"
+exceptiongroup==1.2.0 ; python_version >= "3.9" and python_version < "3.11"
+execnet==2.0.2 ; python_version >= "3.9" and python_version < "3.13"
+executing==2.0.1 ; python_version >= "3.9" and python_version < "3.13"
+fastjsonschema==2.19.0 ; python_version >= "3.9" and python_version < "3.13"
+filelock==3.13.1 ; python_version >= "3.9" and python_version < "3.13"
+fonttools==4.46.0 ; python_version >= "3.9" and python_version < "3.13"
+fqdn==1.5.1 ; python_version >= "3.9" and python_version < "3.13"
+identify==2.5.33 ; python_version >= "3.9" and python_version < "3.13"
+idna==3.6 ; python_version >= "3.9" and python_version < "3.13"
+imageio==2.33.1 ; python_version >= "3.9" and python_version < "3.13"
+imagesize==1.4.1 ; python_version >= "3.9" and python_version < "3.13"
+importlib-metadata==7.0.0 ; python_version >= "3.9" and python_version < "3.13"
+importlib-resources==6.1.1 ; python_version >= "3.9" and python_version < "3.10"
+iniconfig==2.0.0 ; python_version >= "3.9" and python_version < "3.13"
+invoke==2.2.0 ; python_version >= "3.9" and python_version < "3.13"
+ipykernel==6.27.1 ; python_version >= "3.9" and python_version < "3.13"
+ipython==8.18.1 ; python_version >= "3.9" and python_version < "3.13"
+ipywidgets==8.1.1 ; python_version >= "3.9" and python_version < "3.13"
+isoduration==20.11.0 ; python_version >= "3.9" and python_version < "3.13"
+jaraco-classes==3.3.0 ; python_version >= "3.9" and python_version < "3.13"
+jedi==0.19.1 ; python_version >= "3.9" and python_version < "3.13"
+jeepney==0.8.0 ; python_version >= "3.9" and python_version < "3.13" and sys_platform == "linux"
+jinja2==3.1.2 ; python_version >= "3.9" and python_version < "3.13"
+json5==0.9.14 ; python_version >= "3.9" and python_version < "3.13"
+jsonpointer==2.4 ; python_version >= "3.9" and python_version < "3.13"
+jsonschema==4.20.0 ; python_version >= "3.9" and python_version < "3.13"
+jsonschema-specifications==2023.11.2 ; python_version >= "3.9" and python_version < "3.13"
+jsonschema[format-nongpl]==4.20.0 ; python_version >= "3.9" and python_version < "3.13"
+jupyter==1.0.0 ; python_version >= "3.9" and python_version < "3.13"
+jupyter-client==8.6.0 ; python_version >= "3.9" and python_version < "3.13"
+jupyter-console==6.6.3 ; python_version >= "3.9" and python_version < "3.13"
+jupyter-core==5.5.0 ; python_version >= "3.9" and python_version < "3.13"
+jupyter-events==0.9.0 ; python_version >= "3.9" and python_version < "3.13"
+jupyter-lsp==2.2.1 ; python_version >= "3.9" and python_version < "3.13"
+jupyter-server==2.12.1 ; python_version >= "3.9" and python_version < "3.13"
+jupyter-server-terminals==0.5.0 ; python_version >= "3.9" and python_version < "3.13"
+jupyterlab==4.0.9 ; python_version >= "3.9" and python_version < "3.13"
+jupyterlab-pygments==0.3.0 ; python_version >= "3.9" and python_version < "3.13"
+jupyterlab-server==2.25.2 ; python_version >= "3.9" and python_version < "3.13"
+jupyterlab-widgets==3.0.9 ; python_version >= "3.9" and python_version < "3.13"
+keyring==24.3.0 ; python_version >= "3.9" and python_version < "3.13"
+kiwisolver==1.4.5 ; python_version >= "3.9" and python_version < "3.13"
+latexcodec==2.0.1 ; python_version >= "3.9" and python_version < "3.13"
+markdown-it-py==3.0.0 ; python_version >= "3.9" and python_version < "3.13"
+markupsafe==2.1.3 ; python_version >= "3.9" and python_version < "3.13"
+matplotlib==3.8.2 ; python_version >= "3.9" and python_version < "3.13"
+matplotlib-inline==0.1.6 ; python_version >= "3.9" and python_version < "3.13"
+mdurl==0.1.2 ; python_version >= "3.9" and python_version < "3.13"
+mistune==3.0.2 ; python_version >= "3.9" and python_version < "3.13"
+more-itertools==10.1.0 ; python_version >= "3.9" and python_version < "3.13"
+nbclient==0.9.0 ; python_version >= "3.9" and python_version < "3.13"
+nbconvert==7.12.0 ; python_version >= "3.9" and python_version < "3.13"
+nbformat==5.9.2 ; python_version >= "3.9" and python_version < "3.13"
+nest-asyncio==1.5.8 ; python_version >= "3.9" and python_version < "3.13"
+nh3==0.2.15 ; python_version >= "3.9" and python_version < "3.13"
+nodeenv==1.8.0 ; python_version >= "3.9" and python_version < "3.13"
+notebook==7.0.6 ; python_version >= "3.9" and python_version < "3.13"
+notebook-shim==0.2.3 ; python_version >= "3.9" and python_version < "3.13"
+numpy==1.26.2 ; python_version >= "3.9" and python_version < "3.13"
+overrides==7.4.0 ; python_version >= "3.9" and python_version < "3.13"
+packaging==23.2 ; python_version >= "3.9" and python_version < "3.13"
+pandocfilters==1.5.0 ; python_version >= "3.9" and python_version < "3.13"
+parso==0.8.3 ; python_version >= "3.9" and python_version < "3.13"
+pexpect==4.9.0 ; python_version >= "3.9" and python_version < "3.13" and sys_platform != "win32"
+pillow==10.1.0 ; python_version >= "3.9" and python_version < "3.13"
+pkginfo==1.9.6 ; python_version >= "3.9" and python_version < "3.13"
+platformdirs==4.1.0 ; python_version >= "3.9" and python_version < "3.13"
+pluggy==1.3.0 ; python_version >= "3.9" and python_version < "3.13"
+pre-commit==3.6.0 ; python_version >= "3.9" and python_version < "3.13"
+prometheus-client==0.19.0 ; python_version >= "3.9" and python_version < "3.13"
+prompt-toolkit==3.0.43 ; python_version >= "3.9" and python_version < "3.13"
+psutil==5.9.6 ; python_version >= "3.9" and python_version < "3.13"
+ptyprocess==0.7.0 ; python_version >= "3.9" and python_version < "3.13" and (sys_platform != "win32" or os_name != "nt")
+pure-eval==0.2.2 ; python_version >= "3.9" and python_version < "3.13"
+pybtex==0.24.0 ; python_version >= "3.9" and python_version < "3.13"
+pybtex-docutils==1.0.3 ; python_version >= "3.9" and python_version < "3.13"
+pycparser==2.21 ; python_version >= "3.9" and python_version < "3.13"
+pydata-sphinx-theme==0.14.4 ; python_version >= "3.9" and python_version < "3.13"
+pygments==2.17.2 ; python_version >= "3.9" and python_version < "3.13"
+pyparsing==3.1.1 ; python_version >= "3.9" and python_version < "3.13"
+pyright==1.1.341 ; python_version >= "3.9" and python_version < "3.13"
+pytest==7.4.3 ; python_version >= "3.9" and python_version < "3.13"
+pytest-cov==4.1.0 ; python_version >= "3.9" and python_version < "3.13"
+pytest-xdist==3.5.0 ; python_version >= "3.9" and python_version < "3.13"
+python-dateutil==2.8.2 ; python_version >= "3.9" and python_version < "3.13"
+python-json-logger==2.0.7 ; python_version >= "3.9" and python_version < "3.13"
+pywin32==306 ; sys_platform == "win32" and platform_python_implementation != "PyPy" and python_version >= "3.9" and python_version < "3.13"
+pywin32-ctypes==0.2.2 ; python_version >= "3.9" and python_version < "3.13" and sys_platform == "win32"
+pywinpty==2.0.12 ; python_version >= "3.9" and python_version < "3.13" and os_name == "nt"
+pyyaml==6.0.1 ; python_version >= "3.9" and python_version < "3.13"
+pyzmq==25.1.2 ; python_version >= "3.9" and python_version < "3.13"
+qtconsole==5.5.1 ; python_version >= "3.9" and python_version < "3.13"
+qtpy==2.4.1 ; python_version >= "3.9" and python_version < "3.13"
+readme-renderer==42.0 ; python_version >= "3.9" and python_version < "3.13"
+referencing==0.32.0 ; python_version >= "3.9" and python_version < "3.13"
+requests==2.31.0 ; python_version >= "3.9" and python_version < "3.13"
+requests-toolbelt==1.0.0 ; python_version >= "3.9" and python_version < "3.13"
+restructuredtext-lint==1.4.0 ; python_version >= "3.9" and python_version < "3.13"
+rfc3339-validator==0.1.4 ; python_version >= "3.9" and python_version < "3.13"
+rfc3986==2.0.0 ; python_version >= "3.9" and python_version < "3.13"
+rfc3986-validator==0.1.1 ; python_version >= "3.9" and python_version < "3.13"
+rich==13.7.0 ; python_version >= "3.9" and python_version < "3.13"
+rpds-py==0.14.1 ; python_version >= "3.9" and python_version < "3.13"
+scipy==1.11.4 ; python_version >= "3.9" and python_version < "3.13"
+secretstorage==3.3.3 ; python_version >= "3.9" and python_version < "3.13" and sys_platform == "linux"
+send2trash==1.8.2 ; python_version >= "3.9" and python_version < "3.13"
+setuptools==69.0.2 ; python_version >= "3.9" and python_version < "3.13"
+six==1.16.0 ; python_version >= "3.9" and python_version < "3.13"
+sniffio==1.3.0 ; python_version >= "3.9" and python_version < "3.13"
+snowballstemmer==2.2.0 ; python_version >= "3.9" and python_version < "3.13"
+soupsieve==2.5 ; python_version >= "3.9" and python_version < "3.13"
+sphinx==7.2.6 ; python_version >= "3.9" and python_version < "3.13"
+sphinxcontrib-applehelp==1.0.7 ; python_version >= "3.9" and python_version < "3.13"
+sphinxcontrib-bibtex==2.6.1 ; python_version >= "3.9" and python_version < "3.13"
+sphinxcontrib-devhelp==1.0.5 ; python_version >= "3.9" and python_version < "3.13"
+sphinxcontrib-htmlhelp==2.0.4 ; python_version >= "3.9" and python_version < "3.13"
+sphinxcontrib-jsmath==1.0.1 ; python_version >= "3.9" and python_version < "3.13"
+sphinxcontrib-qthelp==1.0.6 ; python_version >= "3.9" and python_version < "3.13"
+sphinxcontrib-serializinghtml==1.1.9 ; python_version >= "3.9" and python_version < "3.13"
+stack-data==0.6.3 ; python_version >= "3.9" and python_version < "3.13"
+terminado==0.18.0 ; python_version >= "3.9" and python_version < "3.13"
+tinycss2==1.2.1 ; python_version >= "3.9" and python_version < "3.13"
+toml==0.10.2 ; python_version >= "3.9" and python_version < "3.13"
+tomli==2.0.1 ; python_version >= "3.9" and python_full_version <= "3.11.0a6"
+tornado==6.4 ; python_version >= "3.9" and python_version < "3.13"
+traitlets==5.14.0 ; python_version >= "3.9" and python_version < "3.13"
+twine==4.0.2 ; python_version >= "3.9" and python_version < "3.13"
+types-python-dateutil==2.8.19.14 ; python_version >= "3.9" and python_version < "3.13"
+typing-extensions==4.9.0 ; python_version >= "3.9" and python_version < "3.13"
+uri-template==1.3.0 ; python_version >= "3.9" and python_version < "3.13"
+urllib3==2.1.0 ; python_version >= "3.9" and python_version < "3.13"
+virtualenv==20.25.0 ; python_version >= "3.9" and python_version < "3.13"
+wcwidth==0.2.12 ; python_version >= "3.9" and python_version < "3.13"
+webcolors==1.13 ; python_version >= "3.9" and python_version < "3.13"
+webencodings==0.5.1 ; python_version >= "3.9" and python_version < "3.13"
+websocket-client==1.7.0 ; python_version >= "3.9" and python_version < "3.13"
+widgetsnbextension==4.0.9 ; python_version >= "3.9" and python_version < "3.13"
+zipp==3.17.0 ; python_version >= "3.9" and python_version < "3.13"