From 635a65ea10b159820c21eba5d7026f502a86b82d Mon Sep 17 00:00:00 2001
From: Synchon Mandal <synchon@protonmail.com>
Date: Mon, 18 Nov 2024 11:57:47 +0100
Subject: [PATCH 01/12] ci: follow best practices for docker when using apt-get

---
 Dockerfile-ci   | 3 ++-
 Dockerfile-docs | 3 ++-
 2 files changed, 4 insertions(+), 2 deletions(-)

diff --git a/Dockerfile-ci b/Dockerfile-ci
index 90e6fd7520..ea040c03c3 100644
--- a/Dockerfile-ci
+++ b/Dockerfile-ci
@@ -41,7 +41,8 @@ RUN apt-get update && \
     file \
     dc \
     libquadmath0 \
-    libgomp1
+    libgomp1 \
+    && rm -rf /var/lib/apt/lists/*
 
 # Add xfms
 COPY --from=ghcr.io/juaml/human-template-xfms:main /opt/xfms /root/junifer/data/xfms
diff --git a/Dockerfile-docs b/Dockerfile-docs
index 116eee16e8..deb1030636 100644
--- a/Dockerfile-docs
+++ b/Dockerfile-docs
@@ -10,7 +10,8 @@ RUN apt-get update && \
     apt-get install -y \
     # ANTs runtime stuff
     libhdf5-dev \
-    bc
+    bc \
+    && rm -rf /var/lib/apt/lists/*
 
 # Add xfms
 COPY --from=ghcr.io/juaml/human-template-xfms:main /opt/xfms /root/junifer/data/xfms

From ec5e6715c5aa59139d78d5b3873ccb6971da2d09 Mon Sep 17 00:00:00 2001
From: Synchon Mandal <synchon@protonmail.com>
Date: Mon, 18 Nov 2024 12:08:54 +0100
Subject: [PATCH 02/12] ci: make xfms copying separate step in job

---
 .github/workflows/ci.yml   | 4 ++--
 .github/workflows/docs.yml | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index bb2eac884b..16fa7f4291 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -39,8 +39,8 @@ jobs:
         git-annex \
         make \
         jq
-        # Copy xfms directory
-        mkdir -p $HOME/junifer/data/xfms && \
+    - name: Copy xfms directory
+        mkdir -p $HOME/junifer/data/xfms
         cp -ar /root/junifer/data/xfms/. $HOME/junifer/data/xfms/
     - name: Checkout repository
       uses: actions/checkout@v4
diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index 026a71987f..089c078d92 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -28,8 +28,8 @@ jobs:
         git-annex \
         make \
         jq
-        # Copy xfms directory
-        mkdir -p $HOME/junifer/data/xfms && \
+    - name: Copy xfms directory
+        mkdir -p $HOME/junifer/data/xfms
         cp -ar /root/junifer/data/xfms/. $HOME/junifer/data/xfms/
     - name: Checkout source
       uses: actions/checkout@v4

From 8a122561406774a88cf71cbb9a10db196f48c038 Mon Sep 17 00:00:00 2001
From: Synchon Mandal <synchon@protonmail.com>
Date: Mon, 18 Nov 2024 12:16:45 +0100
Subject: [PATCH 03/12] ci: cosmetic changes for consistency in ci.yml and
 docs.yml

---
 .github/workflows/ci.yml   |  8 ++++----
 .github/workflows/docs.yml | 10 +++++-----
 2 files changed, 9 insertions(+), 9 deletions(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 16fa7f4291..e689be9929 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -31,10 +31,10 @@ jobs:
       run: |
         echo "Using FSL : $(flirt -version)"
     - name: Install system dependencies
+      # actions/checkout fails to identify Git as it's not in the CI image
       run: |
-        # actions/checkout fails to identify Git as it's not in the CI image
-        apt-get -qq update && \
-        apt-get -qq install -y \
+        sudo apt-get update
+        sudo apt-get install -y \
         git \
         git-annex \
         make \
@@ -59,8 +59,8 @@ jobs:
         git config --global user.email "junifer-runner@github.com"
         git config --global user.name "GitHub Runner"
     - name: Test with tox
+      # https://github.com/actions/checkout/issues/1169#issuecomment-2291682583
       run: |
-        # https://github.com/actions/checkout/issues/1169#issuecomment-2291682583
         git config --system --add safe.directory $(pwd)
         tox
     - name: Upload coverage to Codecov
diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index 089c078d92..2382648c95 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -20,10 +20,10 @@ jobs:
       run: |
         echo "Using ANTs : $(antsRegistration --version)"
     - name: Install system dependencies
+      # actions/checkout fails to identify Git as it's not in the CI image
       run: |
-        # actions/checkout fails to identify Git as it's not in the CI image
-        apt-get -qq update && \
-        apt-get -qq install -y \
+        sudo apt-get update
+        sudo apt-get install -y \
         git \
         git-annex \
         make \
@@ -31,7 +31,7 @@ jobs:
     - name: Copy xfms directory
         mkdir -p $HOME/junifer/data/xfms
         cp -ar /root/junifer/data/xfms/. $HOME/junifer/data/xfms/
-    - name: Checkout source
+    - name: Checkout repository
       uses: actions/checkout@v4
       with:
         # require all of history to see all tagged versions' docs
@@ -59,8 +59,8 @@ jobs:
           path: docs/_build
     - name: Build docs
       # Use the args we normally pass to sphinx-build, but run sphinx-multiversion
+      # https://github.com/actions/checkout/issues/1169#issuecomment-2291682583
       run: |
-        # https://github.com/actions/checkout/issues/1169#issuecomment-2291682583
         git config --system --add safe.directory $(pwd)
         make -C docs/ html
         touch docs/_build/.nojekyll

From e1c52b98fcaf8b81d64abd2f38cc97c03eb9b9ba Mon Sep 17 00:00:00 2001
From: Synchon Mandal <synchon@protonmail.com>
Date: Mon, 18 Nov 2024 12:49:02 +0100
Subject: [PATCH 04/12] ci: use ubuntu-24.04 for building docker images

---
 .github/workflows/docker-ci-publish.yml   | 2 +-
 .github/workflows/docker-docs-publish.yml | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/docker-ci-publish.yml b/.github/workflows/docker-ci-publish.yml
index de2298f0bc..cf2c59bdd2 100644
--- a/.github/workflows/docker-ci-publish.yml
+++ b/.github/workflows/docker-ci-publish.yml
@@ -26,7 +26,7 @@ env:
 jobs:
   build:
 
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-24.04
     permissions:
       contents: read
       packages: write
diff --git a/.github/workflows/docker-docs-publish.yml b/.github/workflows/docker-docs-publish.yml
index c6fb368557..480d54018a 100644
--- a/.github/workflows/docker-docs-publish.yml
+++ b/.github/workflows/docker-docs-publish.yml
@@ -26,7 +26,7 @@ env:
 jobs:
   build:
 
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-24.04
     permissions:
       contents: read
       packages: write

From acd5e684c047da46fd48d5131b5287cf9c8edc3d Mon Sep 17 00:00:00 2001
From: Synchon Mandal <synchon@protonmail.com>
Date: Fri, 24 Jan 2025 14:25:50 +0100
Subject: [PATCH 05/12] ci: use ubuntu-22.04 for docs-preview.yml

---
 .github/workflows/docs-preview.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/docs-preview.yml b/.github/workflows/docs-preview.yml
index 608177738d..c255faec4a 100644
--- a/.github/workflows/docs-preview.yml
+++ b/.github/workflows/docs-preview.yml
@@ -17,7 +17,7 @@ concurrency: preview-${{ github.ref }}
 
 jobs:
   build-docs:
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-22.04
     # Use custom docs CI image
     container: ghcr.io/juaml/junifer-docs:main
     steps:

From f05ae6a371f1a8396a575ca772e6e6c8a35534a5 Mon Sep 17 00:00:00 2001
From: Synchon Mandal <synchon@protonmail.com>
Date: Fri, 24 Jan 2025 15:48:03 +0100
Subject: [PATCH 06/12] ci: use ubuntu-22.04 for docs.yml

---
 .github/workflows/docs.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index 2382648c95..a8931f1eed 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -12,7 +12,7 @@ on:
 
 jobs:
   build-docs:
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-22.04
     # Use custom docs CI image
     container: ghcr.io/juaml/junifer-docs:main
     steps:

From 7485cad52833e7b2e074d80c8174270cbf89c4e6 Mon Sep 17 00:00:00 2001
From: Synchon Mandal <synchon@protonmail.com>
Date: Fri, 24 Jan 2025 15:48:24 +0100
Subject: [PATCH 07/12] ci: use ubuntu-22.04 for ci.yml and ci-docs.yml

---
 .github/workflows/ci-docs.yml | 2 +-
 .github/workflows/ci.yml      | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/ci-docs.yml b/.github/workflows/ci-docs.yml
index 000c8869ef..dff306f490 100644
--- a/.github/workflows/ci-docs.yml
+++ b/.github/workflows/ci-docs.yml
@@ -11,7 +11,7 @@ on:
       - '.github/workflows/**'
 jobs:
   run-tests:
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-22.04
     strategy:
       fail-fast: false
       matrix:
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index e689be9929..14dda32006 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -12,7 +12,7 @@ on:
 
 jobs:
   run-tests:
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-22.04
     # Use custom docs CI image
     container: ghcr.io/juaml/junifer-ci:main
     strategy:

From b1ce20bf5738d1081b7f84e111668a4cfb899a64 Mon Sep 17 00:00:00 2001
From: Synchon Mandal <synchon@protonmail.com>
Date: Fri, 24 Jan 2025 15:53:22 +0100
Subject: [PATCH 08/12] chore: update .pre-commit-config.yaml

---
 .pre-commit-config.yaml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 27e551b7ad..bbfd35e247 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -4,7 +4,7 @@ ci:
 
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.6.0
+    rev: v5.0.0
     hooks:
       - id: check-ast
       - id: check-docstring-first
@@ -17,24 +17,24 @@ repos:
       - id: trailing-whitespace
         args: [--markdown-linebreak-ext=md]
   - repo: https://github.com/abravalheri/validate-pyproject
-    rev: v0.16
+    rev: v0.23
     hooks:
       - id: validate-pyproject
   - repo: https://github.com/psf/black-pre-commit-mirror
-    rev: 24.4.2
+    rev: 24.10.0
     hooks:
       - id: black
         exclude: ^(docs/|examples/|tools/)
         args: [--check]
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.4.2
+    rev: v0.9.3
     hooks:
       - id: ruff
         types_or: [python, jupyter]
         exclude: ^(__init__.py)
         args: [--output-format, grouped, --show-fixes]
   - repo: https://github.com/codespell-project/codespell
-    rev: v2.2.6
+    rev: v2.4.0
     hooks:
       - id: codespell
         exclude: ^(.github/|docs/)
@@ -48,7 +48,7 @@ repos:
       - id: rst-directive-colons
       - id: rst-inline-touching-normal
   - repo: https://github.com/adamchainz/blacken-docs
-    rev: "1.16.0"
+    rev: "1.19.1"
     hooks:
       - id: blacken-docs
         additional_dependencies:

From 6ce58cdd713414d59eaac3e6619c84a5825e019c Mon Sep 17 00:00:00 2001
From: Synchon Mandal <synchon@protonmail.com>
Date: Fri, 24 Jan 2025 15:54:22 +0100
Subject: [PATCH 09/12] chore: lint

---
 .../markers/complexity/tests/test_complexity_base.py   |  2 +-
 .../markers/complexity/tests/test_hurst_exponent.py    | 10 +++++-----
 .../complexity/tests/test_multiscale_entropy_auc.py    | 10 +++++-----
 junifer/markers/complexity/tests/test_perm_entropy.py  | 10 +++++-----
 junifer/markers/complexity/tests/test_range_entropy.py | 10 +++++-----
 .../markers/complexity/tests/test_range_entropy_auc.py | 10 +++++-----
 .../markers/complexity/tests/test_sample_entropy.py    | 10 +++++-----
 .../complexity/tests/test_weighted_perm_entropy.py     | 10 +++++-----
 8 files changed, 36 insertions(+), 36 deletions(-)

diff --git a/junifer/markers/complexity/tests/test_complexity_base.py b/junifer/markers/complexity/tests/test_complexity_base.py
index 09caf987cb..47e4f9b6dd 100644
--- a/junifer/markers/complexity/tests/test_complexity_base.py
+++ b/junifer/markers/complexity/tests/test_complexity_base.py
@@ -8,7 +8,7 @@
 
 pytest.importorskip("neurokit2")
 
-from junifer.markers.complexity.complexity_base import (  # noqa: E402
+from junifer.markers.complexity.complexity_base import (
     ComplexityBase,
 )
 
diff --git a/junifer/markers/complexity/tests/test_hurst_exponent.py b/junifer/markers/complexity/tests/test_hurst_exponent.py
index b63c777957..771e28d353 100644
--- a/junifer/markers/complexity/tests/test_hurst_exponent.py
+++ b/junifer/markers/complexity/tests/test_hurst_exponent.py
@@ -12,11 +12,11 @@
 pytest.importorskip("neurokit2")
 
 
-from junifer.datareader import DefaultDataReader  # noqa: E402
-from junifer.markers.complexity import HurstExponent  # noqa: E402
-from junifer.pipeline.utils import _check_ants  # noqa: E402
-from junifer.storage import SQLiteFeatureStorage  # noqa: E402
-from junifer.testing.datagrabbers import (  # noqa: E402
+from junifer.datareader import DefaultDataReader
+from junifer.markers.complexity import HurstExponent
+from junifer.pipeline.utils import _check_ants
+from junifer.storage import SQLiteFeatureStorage
+from junifer.testing.datagrabbers import (
     SPMAuditoryTestingDataGrabber,
 )
 
diff --git a/junifer/markers/complexity/tests/test_multiscale_entropy_auc.py b/junifer/markers/complexity/tests/test_multiscale_entropy_auc.py
index 6ddc0447b6..fa5b3c0a96 100644
--- a/junifer/markers/complexity/tests/test_multiscale_entropy_auc.py
+++ b/junifer/markers/complexity/tests/test_multiscale_entropy_auc.py
@@ -11,11 +11,11 @@
 
 pytest.importorskip("neurokit2")
 
-from junifer.datareader import DefaultDataReader  # noqa: E402
-from junifer.markers.complexity import MultiscaleEntropyAUC  # noqa: E402
-from junifer.pipeline.utils import _check_ants  # noqa: E402
-from junifer.storage import SQLiteFeatureStorage  # noqa: E402
-from junifer.testing.datagrabbers import (  # noqa: E402
+from junifer.datareader import DefaultDataReader
+from junifer.markers.complexity import MultiscaleEntropyAUC
+from junifer.pipeline.utils import _check_ants
+from junifer.storage import SQLiteFeatureStorage
+from junifer.testing.datagrabbers import (
     SPMAuditoryTestingDataGrabber,
 )
 
diff --git a/junifer/markers/complexity/tests/test_perm_entropy.py b/junifer/markers/complexity/tests/test_perm_entropy.py
index 3aef2c2b61..5804469957 100644
--- a/junifer/markers/complexity/tests/test_perm_entropy.py
+++ b/junifer/markers/complexity/tests/test_perm_entropy.py
@@ -11,11 +11,11 @@
 
 pytest.importorskip("neurokit2")
 
-from junifer.datareader import DefaultDataReader  # noqa: E402
-from junifer.markers.complexity import PermEntropy  # noqa: E402
-from junifer.pipeline.utils import _check_ants  # noqa: E402
-from junifer.storage import SQLiteFeatureStorage  # noqa: E402
-from junifer.testing.datagrabbers import (  # noqa: E402
+from junifer.datareader import DefaultDataReader
+from junifer.markers.complexity import PermEntropy
+from junifer.pipeline.utils import _check_ants
+from junifer.storage import SQLiteFeatureStorage
+from junifer.testing.datagrabbers import (
     SPMAuditoryTestingDataGrabber,
 )
 
diff --git a/junifer/markers/complexity/tests/test_range_entropy.py b/junifer/markers/complexity/tests/test_range_entropy.py
index f735c625d9..873a0d2b80 100644
--- a/junifer/markers/complexity/tests/test_range_entropy.py
+++ b/junifer/markers/complexity/tests/test_range_entropy.py
@@ -12,11 +12,11 @@
 pytest.importorskip("neurokit2")
 
 
-from junifer.datareader import DefaultDataReader  # noqa: E402
-from junifer.markers.complexity import RangeEntropy  # noqa: E402
-from junifer.pipeline.utils import _check_ants  # noqa: E402
-from junifer.storage import SQLiteFeatureStorage  # noqa: E402
-from junifer.testing.datagrabbers import (  # noqa: E402
+from junifer.datareader import DefaultDataReader
+from junifer.markers.complexity import RangeEntropy
+from junifer.pipeline.utils import _check_ants
+from junifer.storage import SQLiteFeatureStorage
+from junifer.testing.datagrabbers import (
     SPMAuditoryTestingDataGrabber,
 )
 
diff --git a/junifer/markers/complexity/tests/test_range_entropy_auc.py b/junifer/markers/complexity/tests/test_range_entropy_auc.py
index f3b6fa160d..5955e12ff2 100644
--- a/junifer/markers/complexity/tests/test_range_entropy_auc.py
+++ b/junifer/markers/complexity/tests/test_range_entropy_auc.py
@@ -12,11 +12,11 @@
 pytest.importorskip("neurokit2")
 
 
-from junifer.datareader import DefaultDataReader  # noqa: E402
-from junifer.markers.complexity import RangeEntropyAUC  # noqa: E402
-from junifer.pipeline.utils import _check_ants  # noqa: E402
-from junifer.storage import SQLiteFeatureStorage  # noqa: E402
-from junifer.testing.datagrabbers import (  # noqa: E402
+from junifer.datareader import DefaultDataReader
+from junifer.markers.complexity import RangeEntropyAUC
+from junifer.pipeline.utils import _check_ants
+from junifer.storage import SQLiteFeatureStorage
+from junifer.testing.datagrabbers import (
     SPMAuditoryTestingDataGrabber,
 )
 
diff --git a/junifer/markers/complexity/tests/test_sample_entropy.py b/junifer/markers/complexity/tests/test_sample_entropy.py
index 85b73e8f4e..73139343f2 100644
--- a/junifer/markers/complexity/tests/test_sample_entropy.py
+++ b/junifer/markers/complexity/tests/test_sample_entropy.py
@@ -11,11 +11,11 @@
 
 pytest.importorskip("neurokit2")
 
-from junifer.datareader import DefaultDataReader  # noqa: E402
-from junifer.markers.complexity import SampleEntropy  # noqa: E402
-from junifer.pipeline.utils import _check_ants  # noqa: E402
-from junifer.storage import SQLiteFeatureStorage  # noqa: E402
-from junifer.testing.datagrabbers import (  # noqa: E402
+from junifer.datareader import DefaultDataReader
+from junifer.markers.complexity import SampleEntropy
+from junifer.pipeline.utils import _check_ants
+from junifer.storage import SQLiteFeatureStorage
+from junifer.testing.datagrabbers import (
     SPMAuditoryTestingDataGrabber,
 )
 
diff --git a/junifer/markers/complexity/tests/test_weighted_perm_entropy.py b/junifer/markers/complexity/tests/test_weighted_perm_entropy.py
index aa34da5bbf..3ebe57894f 100644
--- a/junifer/markers/complexity/tests/test_weighted_perm_entropy.py
+++ b/junifer/markers/complexity/tests/test_weighted_perm_entropy.py
@@ -11,11 +11,11 @@
 
 pytest.importorskip("neurokit2")
 
-from junifer.datareader import DefaultDataReader  # noqa: E402
-from junifer.markers.complexity import WeightedPermEntropy  # noqa: E402
-from junifer.pipeline.utils import _check_ants  # noqa: E402
-from junifer.storage import SQLiteFeatureStorage  # noqa: E402
-from junifer.testing.datagrabbers import (  # noqa: E402
+from junifer.datareader import DefaultDataReader
+from junifer.markers.complexity import WeightedPermEntropy
+from junifer.pipeline.utils import _check_ants
+from junifer.storage import SQLiteFeatureStorage
+from junifer.testing.datagrabbers import (
     SPMAuditoryTestingDataGrabber,
 )
 

From 80438c2a84dffe03d26c680176db8ebc1c312126 Mon Sep 17 00:00:00 2001
From: Synchon Mandal <synchon@protonmail.com>
Date: Fri, 24 Jan 2025 15:56:44 +0100
Subject: [PATCH 10/12] chore: update ignore_words.txt

---
 ignore_words.txt | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/ignore_words.txt b/ignore_words.txt
index b708b7efe4..25d0dc0e27 100644
--- a/ignore_words.txt
+++ b/ignore_words.txt
@@ -6,3 +6,5 @@ arange
 sinc
 whit
 amin
+lets
+lIns

From 834b2fe1c07ca4b40a40ee8588a3a937d44bbcb6 Mon Sep 17 00:00:00 2001
From: Synchon Mandal <synchon@protonmail.com>
Date: Fri, 24 Jan 2025 16:13:33 +0100
Subject: [PATCH 11/12] chore: update and replace pypi.yml with publish.yml

---
 .github/workflows/publish.yml | 46 +++++++++++++++++++++++++++++++++++
 .github/workflows/pypi.yml    | 31 -----------------------
 2 files changed, 46 insertions(+), 31 deletions(-)
 create mode 100644 .github/workflows/publish.yml
 delete mode 100644 .github/workflows/pypi.yml

diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml
new file mode 100644
index 0000000000..cfcd213111
--- /dev/null
+++ b/.github/workflows/publish.yml
@@ -0,0 +1,46 @@
+name: Build and publish
+
+on:
+  push:
+    branches:
+      - main
+    tags:
+      - 'v*'
+
+jobs:
+  build-and-publish:
+    name: Build and publish
+    runs-on: ubuntu-latest
+    permissions:
+      # Needed for PyPI publishing
+      id-token: write
+      # Needed for GitHub releases
+      contents: write
+    steps:
+    - name: Checkout source
+      uses: actions/checkout@v4
+      with:
+        fetch-depth: 0
+        submodules: true
+    - name: Set up Python
+      uses: actions/setup-python@v5
+      with:
+        python-version: "3.x"
+    - name: Install build
+      run:
+        python -m pip install --upgrade pip
+        python -m pip install build
+    - name: Build package
+      run:
+        python -m build
+    - name: Publish package to PyPI
+      uses: pypa/gh-action-pypi-publish@release/v1
+    - name: Make release on GitHub
+      uses: softprops/action-gh-release@v2
+      if: startsWith(github.ref, 'refs/tags/')
+      with:
+        files: |
+          dist/*.tar.gz
+          dist/*.whl
+        generate_release_notes: true
+        make_latest: true
diff --git a/.github/workflows/pypi.yml b/.github/workflows/pypi.yml
deleted file mode 100644
index 4f3af63435..0000000000
--- a/.github/workflows/pypi.yml
+++ /dev/null
@@ -1,31 +0,0 @@
-name: Build and publish to PyPI
-on:
-  push:
-    branches:
-      - main
-    tags:
-      - 'v*'
-jobs:
-  build-n-publish:
-    name: Build and publish to PyPI
-    runs-on: ubuntu-latest
-    steps:
-    - name: Checkout source
-      uses: actions/checkout@v4
-      with:
-        fetch-depth: 0
-        submodules: true
-    - name: Set up Python
-      uses: actions/setup-python@v5
-      with:
-        python-version: "3.x"
-    - name: Install build
-      run:
-        pip install build
-    - name: Build a binary wheel and a source tarball
-      run:
-        python -m build --sdist --wheel --outdir dist/ .
-    - name: Publish distribution 📦 to PyPI
-      uses: pypa/gh-action-pypi-publish@release/v1
-      with:
-        password: ${{ secrets.pypi_token }}

From 9074d01d78d33527fcc41dfb56b3ea67d04788d4 Mon Sep 17 00:00:00 2001
From: Synchon Mandal <synchon@protonmail.com>
Date: Fri, 24 Jan 2025 16:18:15 +0100
Subject: [PATCH 12/12] chore: add changelog 396.misc

---
 docs/changes/newsfragments/396.misc | 1 +
 1 file changed, 1 insertion(+)
 create mode 100644 docs/changes/newsfragments/396.misc

diff --git a/docs/changes/newsfragments/396.misc b/docs/changes/newsfragments/396.misc
new file mode 100644
index 0000000000..8cf567ee61
--- /dev/null
+++ b/docs/changes/newsfragments/396.misc
@@ -0,0 +1 @@
+Update Docker image recipes and GitHub Actions workflows by `Synchon Mandal`_