From 1d4433045059638a67ab212ea254d027a4b22060 Mon Sep 17 00:00:00 2001
From: Remco de Boer <29308176+redeboer@users.noreply.github.com>
Date: Sat, 19 Nov 2022 16:54:01 +0100
Subject: [PATCH 01/23] DX: implement GitHub Actions caching

---
 .github/workflows/benchmark.yml |  6 +++++-
 .github/workflows/cd.yml        |  4 ++++
 .github/workflows/ci-docs.yml   |  4 ++++
 .github/workflows/ci-style.yml  |  6 +++++-
 .github/workflows/ci-tests.yml  | 16 ++++++++++++++++
 .github/workflows/linkcheck.yml |  4 ++++
 .pre-commit-config.yaml         |  8 ++++----
 7 files changed, 42 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml
index 75443782..3bb8a605 100644
--- a/.github/workflows/benchmark.yml
+++ b/.github/workflows/benchmark.yml
@@ -17,7 +17,11 @@ jobs:
       - uses: actions/checkout@v3
       - uses: actions/setup-python@v4
         with:
-          python-version: 3.9
+          cache: pip
+          cache-dependency-path: |
+            .constraints/py3.*.txt
+            setup.cfg
+          python-version: "3.9"
       - name: Install dependencies
         run: |
           pip install -c .constraints/py3.9.txt -e .[test,all]
diff --git a/.github/workflows/cd.yml b/.github/workflows/cd.yml
index 512f76ff..29916734 100644
--- a/.github/workflows/cd.yml
+++ b/.github/workflows/cd.yml
@@ -39,6 +39,10 @@ jobs:
       - uses: actions/checkout@v3
       - uses: actions/setup-python@v4
         with:
+          cache: pip
+          cache-dependency-path: |
+            .constraints/py3.*.txt
+            setup.cfg
           python-version: "3.8"
       - name: Install dependencies
         run: |
diff --git a/.github/workflows/ci-docs.yml b/.github/workflows/ci-docs.yml
index c44cce26..a5738a3e 100644
--- a/.github/workflows/ci-docs.yml
+++ b/.github/workflows/ci-docs.yml
@@ -21,6 +21,10 @@ jobs:
       - uses: actions/checkout@v3
       - uses: actions/setup-python@v4
         with:
+          cache: pip
+          cache-dependency-path: |
+            .constraints/py3.*.txt
+            setup.cfg
           python-version: "3.8"
       - name: Install dependencies
         run: |
diff --git a/.github/workflows/ci-style.yml b/.github/workflows/ci-style.yml
index 23c01a75..95ee540a 100644
--- a/.github/workflows/ci-style.yml
+++ b/.github/workflows/ci-style.yml
@@ -22,7 +22,11 @@ jobs:
       - name: Set up Python 3.8
         uses: actions/setup-python@v4
         with:
-          python-version: 3.8
+          cache: pip
+          cache-dependency-path: |
+            .constraints/py3.*.txt
+            setup.cfg
+          python-version: "3.8"
       - name: Install dependencies
         run: |
           python -m pip install --upgrade pip
diff --git a/.github/workflows/ci-tests.yml b/.github/workflows/ci-tests.yml
index d73b6c8c..084dabbd 100644
--- a/.github/workflows/ci-tests.yml
+++ b/.github/workflows/ci-tests.yml
@@ -39,6 +39,10 @@ jobs:
       - name: Set up Python ${{ matrix.python-version }}
         uses: actions/setup-python@v4
         with:
+          cache: pip
+          cache-dependency-path: |
+            .constraints/py3.*.txt
+            setup.cfg
           python-version: ${{ matrix.python-version }}
       - name: Install dependencies
         run: |
@@ -92,6 +96,10 @@ jobs:
       - name: Set up Python ${{ matrix.python-version }}
         uses: actions/setup-python@v4
         with:
+          cache: pip
+          cache-dependency-path: |
+            .constraints/py3.*.txt
+            setup.cfg
           python-version: ${{ matrix.python-version }}
       - name: Install dependencies
         run: |
@@ -126,6 +134,10 @@ jobs:
       - name: Set up Python 3.9
         uses: actions/setup-python@v4
         with:
+          cache: pip
+          cache-dependency-path: |
+            .constraints/py3.*.txt
+            setup.cfg
           python-version: "3.9"
       - name: Install dependencies
         run: |
@@ -154,6 +166,10 @@ jobs:
       - name: Set up Python 3.8
         uses: actions/setup-python@v4
         with:
+          cache: pip
+          cache-dependency-path: |
+            .constraints/py3.*.txt
+            setup.cfg
           python-version: "3.8"
       - name: Install dependencies
         run: |
diff --git a/.github/workflows/linkcheck.yml b/.github/workflows/linkcheck.yml
index 91673c89..b583ffaa 100644
--- a/.github/workflows/linkcheck.yml
+++ b/.github/workflows/linkcheck.yml
@@ -21,6 +21,10 @@ jobs:
       - uses: actions/checkout@v3
       - uses: actions/setup-python@v4
         with:
+          cache: pip
+          cache-dependency-path: |
+            .constraints/py3.*.txt
+            setup.cfg
           python-version: "3.8"
       - name: Install dependencies
         run: |
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index fb39c574..77dfec98 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -44,7 +44,7 @@ repos:
       - id: trailing-whitespace
 
   - repo: https://github.com/ComPWA/repo-maintenance
-    rev: 0.0.149
+    rev: 0.0.150
     hooks:
       - id: check-dev-files
         args:
@@ -68,7 +68,7 @@ repos:
       - id: blacken-docs
 
   - repo: https://github.com/streetsidesoftware/cspell-cli
-    rev: v6.13.0
+    rev: v6.14.1
     hooks:
       - id: cspell
 
@@ -180,12 +180,12 @@ repos:
           - python
 
   - repo: https://github.com/ComPWA/mirrors-pyright
-    rev: v1.1.277
+    rev: v1.1.280
     hooks:
       - id: pyright
 
   - repo: https://github.com/asottile/pyupgrade
-    rev: v3.2.0
+    rev: v3.2.2
     hooks:
       - id: pyupgrade
         args:

From e2dab720bc16e74ab7f7ec7a398296f22ed34c97 Mon Sep 17 00:00:00 2001
From: GitHub <noreply@github.com>
Date: Sat, 19 Nov 2022 16:07:02 +0000
Subject: [PATCH 02/23] MAINT: update pip constraints and pre-commit

---
 .constraints/py3.10.txt | 95 ++++++++++++++++++++---------------------
 .constraints/py3.7.txt  | 82 +++++++++++++++++------------------
 .constraints/py3.8.txt  | 94 ++++++++++++++++++++--------------------
 .constraints/py3.9.txt  | 95 ++++++++++++++++++++---------------------
 4 files changed, 178 insertions(+), 188 deletions(-)

diff --git a/.constraints/py3.10.txt b/.constraints/py3.10.txt
index e1c34eba..50869a2a 100644
--- a/.constraints/py3.10.txt
+++ b/.constraints/py3.10.txt
@@ -11,7 +11,7 @@ anyio==3.6.2
 aquirdturtle-collapsible-headings==3.1.0
 argon2-cffi==21.3.0
 argon2-cffi-bindings==21.2.0
-astroid==2.12.12
+astroid==2.12.13
 asttokens==2.1.0
 astunparse==1.6.3
 attrs==22.1.0
@@ -39,8 +39,7 @@ distlib==0.3.6
 dm-tree==0.1.7
 docutils==0.17.1
 entrypoints==0.4
-etils==0.9.0
-exceptiongroup==1.0.0
+exceptiongroup==1.0.4
 execnet==1.9.0
 executing==1.2.0
 fastjsonschema==2.16.2
@@ -53,54 +52,52 @@ flake8-comprehensions==3.10.1
 flake8-future-annotations==1.0.0
 flake8-plugin-utils==1.3.2
 flake8-pytest-style==1.6.0
-flake8-rst-docstrings==0.2.7
+flake8-rst-docstrings==0.3.0
 flake8-type-ignore==0.1.0.post2 ; python_version >= "3.8.0"
 flake8-use-fstring==1.4
 flatbuffers==22.10.26
 fonttools==4.38.0
 gast==0.4.0
-google-auth==2.14.0
+google-auth==2.14.1
 google-auth-oauthlib==0.4.6
 google-pasta==0.2.0
 graphviz==0.20.1
-greenlet==2.0.0
+greenlet==2.0.1
 grpcio==1.50.0
 h5py==3.7.0
 hepunits==2.3.0
-identify==2.5.8
+identify==2.5.9
 idna==3.4
 imagesize==1.4.1
 iminuit==2.17.0
 importlib-metadata==5.0.0
-importlib-resources==5.10.0
 iniconfig==1.1.1
-ipykernel==6.17.0
+ipykernel==6.17.1
 ipympl==0.9.2
 ipython==8.6.0
 ipython-genutils==0.2.0
 ipywidgets==8.0.2
 isort==5.10.1
-jax==0.3.23
-jaxlib==0.3.22
+jax==0.3.25
+jaxlib==0.3.25
 jedi==0.18.1
 jinja2==3.1.2
 json5==0.9.10
-jsonschema==4.16.0
+jsonschema==4.17.0
 jupyter==1.0.0
 jupyter-cache==0.5.0
-jupyter-client==7.4.4
+jupyter-client==7.4.7
 jupyter-console==6.4.4
-jupyter-core==4.11.2
-jupyter-server==1.21.0
+jupyter-core==5.0.0
+jupyter-server==1.23.2
 jupyterlab==3.5.0
 jupyterlab-code-formatter==1.5.3
 jupyterlab-markup==1.1.0
 jupyterlab-myst==0.1.6
 jupyterlab-pygments==0.2.2
-jupyterlab-server==2.16.2
+jupyterlab-server==2.16.3
 jupyterlab-widgets==3.0.3
-keras==2.10.0
-keras-preprocessing==1.1.2
+keras==2.11.0
 kiwisolver==1.4.4
 lazy-object-proxy==1.8.0
 libclang==14.0.6
@@ -109,27 +106,27 @@ llvmlite==0.39.1
 markdown==3.4.1
 markdown-it-py==2.1.0
 markupsafe==2.1.1
-matplotlib==3.6.1
+matplotlib==3.6.2
 matplotlib-inline==0.1.6
 mccabe==0.7.0
 mdit-py-plugins==0.3.1
 mdurl==0.1.2
 mistune==2.0.4
 mpmath==1.2.1
-mypy==0.982
+mypy==0.991
 mypy-extensions==0.4.3
 myst-nb==0.17.1
 myst-parser==0.18.1
-nbclassic==0.4.7
+nbclassic==0.4.8
 nbclient==0.5.13
-nbconvert==7.2.3
+nbconvert==7.2.5
 nbformat==5.7.0
 nbmake==1.3.0
 nest-asyncio==1.5.6
 nodeenv==1.7.0
 notebook==6.5.2
-notebook-shim==0.2.0
-numba==0.56.3
+notebook-shim==0.2.2
+numba==0.56.4
 numpy==1.23.4
 oauthlib==3.2.2
 opt-einsum==3.3.0
@@ -137,20 +134,20 @@ packaging==21.3
 pandas==1.5.1
 pandocfilters==1.5.0
 parso==0.8.3
-particle==0.20.1
-pathspec==0.10.1
+particle==0.21.0
+pathspec==0.10.2
 pep8-naming==0.13.2
 pexpect==4.8.0
 phasespace==1.7.0
 pickleshare==0.7.5
 pillow==9.3.0
-platformdirs==2.5.2
+platformdirs==2.5.4
 pluggy==1.0.0
 pre-commit==2.20.0
 prometheus-client==0.15.0
-prompt-toolkit==3.0.31
+prompt-toolkit==3.0.32
 protobuf==3.19.6
-psutil==5.9.3
+psutil==5.9.4
 ptyprocess==0.7.0
 pure-eval==0.2.2
 py==1.11.0
@@ -164,9 +161,9 @@ pydata-sphinx-theme==0.8.1
 pydocstyle==6.1.1
 pyflakes==2.5.0
 pygments==2.13.0
-pylint==2.15.5
+pylint==2.15.6
 pyparsing==3.0.9
-pyrsistent==0.19.1
+pyrsistent==0.19.2
 pytest==7.2.0
 pytest-benchmark==4.0.0
 pytest-cov==4.0.0
@@ -178,8 +175,8 @@ pytz==2022.6
 pyyaml==6.0
 pyzmq==24.0.1
 qrules==0.9.7
-qtconsole==5.3.2
-qtpy==2.2.1
+qtconsole==5.4.0
+qtpy==2.3.0
 requests==2.28.1
 requests-oauthlib==1.3.1
 restructuredtext-lint==1.4.0
@@ -193,9 +190,9 @@ soupsieve==2.3.2.post1
 sphinx==4.5.0
 sphinx-autobuild==2021.3.14
 sphinx-book-theme==0.3.3
-sphinx-codeautolink==0.12.0
+sphinx-codeautolink==0.12.1
 sphinx-comments==0.0.3
-sphinx-copybutton==0.5.0
+sphinx-copybutton==0.5.1
 sphinx-design==0.3.0
 sphinx-thebe==0.1.2
 sphinx-togglebutton==0.3.2
@@ -205,16 +202,16 @@ sphinxcontrib-htmlhelp==2.0.0
 sphinxcontrib-jsmath==1.0.1
 sphinxcontrib-qthelp==1.0.3
 sphinxcontrib-serializinghtml==1.1.5
-sphobjinv==2.2.2
-sqlalchemy==1.4.42
-stack-data==0.6.0
+sphobjinv==2.3
+sqlalchemy==1.4.44
+stack-data==0.6.1
 sympy==1.11.1
 tabulate==0.9.0
-tensorboard==2.10.1
+tensorboard==2.11.0
 tensorboard-data-server==0.6.1
 tensorboard-plugin-wit==1.8.1
-tensorflow==2.10.0
-tensorflow-estimator==2.10.0
+tensorflow==2.11.0
+tensorflow-estimator==2.11.0
 tensorflow-io-gcs-filesystem==0.27.0
 tensorflow-probability==0.17.0
 termcolor==2.1.0
@@ -224,23 +221,23 @@ toml==0.10.2
 tomli==2.0.1
 tomlkit==0.11.6
 tornado==6.2
-tox==3.27.0
+tox==3.27.1
 tqdm==4.64.1
 traitlets==5.5.0
 types-docutils==0.19.1.1
 types-pkg-resources==0.1.3
-types-pyyaml==6.0.12.1
-types-requests==2.28.11.2
-types-setuptools==65.5.0.2
-types-urllib3==1.26.25.1
+types-pyyaml==6.0.12.2
+types-requests==2.28.11.5
+types-setuptools==65.5.0.3
+types-urllib3==1.26.25.4
 typing-extensions==4.4.0
 urllib3==1.26.12
-virtualenv==20.16.6
+virtualenv==20.16.7
 wcwidth==0.2.5
 webencodings==0.5.1
-websocket-client==1.4.1
+websocket-client==1.4.2
 werkzeug==2.2.2
-wheel==0.37.1
+wheel==0.38.4
 widgetsnbextension==4.0.3
 wrapt==1.14.1
 zipp==3.10.0
diff --git a/.constraints/py3.7.txt b/.constraints/py3.7.txt
index 7a0b3c93..797eebf3 100644
--- a/.constraints/py3.7.txt
+++ b/.constraints/py3.7.txt
@@ -11,7 +11,7 @@ anyio==3.6.2
 aquirdturtle-collapsible-headings==3.1.0
 argon2-cffi==21.3.0
 argon2-cffi-bindings==21.2.0
-astroid==2.12.12
+astroid==2.12.13
 astunparse==1.6.3
 attrs==22.1.0
 babel==2.11.0
@@ -37,8 +37,7 @@ distlib==0.3.6
 dm-tree==0.1.7
 docutils==0.17.1
 entrypoints==0.4
-etils==0.9.0
-exceptiongroup==1.0.0
+exceptiongroup==1.0.4
 execnet==1.9.0
 fastjsonschema==2.16.2
 filelock==3.8.0
@@ -50,20 +49,20 @@ flake8-comprehensions==3.10.1
 flake8-future-annotations==1.0.0
 flake8-plugin-utils==1.3.2
 flake8-pytest-style==1.6.0
-flake8-rst-docstrings==0.2.7
+flake8-rst-docstrings==0.3.0
 flake8-use-fstring==1.4
 flatbuffers==22.10.26
 fonttools==4.38.0
 gast==0.4.0
-google-auth==2.14.0
+google-auth==2.14.1
 google-auth-oauthlib==0.4.6
 google-pasta==0.2.0
 graphviz==0.20.1
-greenlet==2.0.0
+greenlet==2.0.1
 grpcio==1.50.0
 h5py==3.7.0
 hepunits==2.3.0
-identify==2.5.8
+identify==2.5.9
 idna==3.4
 imagesize==1.4.1
 iminuit==2.17.0
@@ -76,18 +75,18 @@ ipython==7.34.0
 ipython-genutils==0.2.0
 ipywidgets==8.0.2
 isort==5.10.1
-jax==0.3.23
-jaxlib==0.3.22
+jax==0.3.25
+jaxlib==0.3.25
 jedi==0.18.1
 jinja2==3.1.2
 json5==0.9.10
-jsonschema==4.16.0
+jsonschema==4.17.0
 jupyter==1.0.0
 jupyter-cache==0.5.0
-jupyter-client==7.4.4
+jupyter-client==7.4.7
 jupyter-console==6.4.4
 jupyter-core==4.11.2
-jupyter-server==1.21.0
+jupyter-server==1.23.2
 jupyterlab==3.5.0
 jupyterlab-code-formatter==1.5.3
 jupyterlab-markup==1.1.0
@@ -95,8 +94,7 @@ jupyterlab-myst==0.1.6
 jupyterlab-pygments==0.2.2
 jupyterlab-server==2.15.2 ; python_version < "3.8.0"
 jupyterlab-widgets==3.0.3
-keras==2.10.0
-keras-preprocessing==1.1.2
+keras==2.11.0
 kiwisolver==1.4.4
 lazy-object-proxy==1.8.0
 libclang==14.0.6
@@ -112,20 +110,20 @@ mdit-py-plugins==0.3.1
 mdurl==0.1.2
 mistune==2.0.4
 mpmath==1.2.1
-mypy==0.982
+mypy==0.991
 mypy-extensions==0.4.3
 myst-nb==0.17.1
 myst-parser==0.18.1
-nbclassic==0.4.7
+nbclassic==0.4.8
 nbclient==0.5.13
-nbconvert==7.2.3
+nbconvert==7.2.5
 nbformat==5.7.0
 nbmake==1.3.0
 nest-asyncio==1.5.6
 nodeenv==1.7.0
 notebook==6.5.2
-notebook-shim==0.2.0
-numba==0.56.3
+notebook-shim==0.2.2
+numba==0.56.4
 numpy==1.21.6
 oauthlib==3.2.2
 opt-einsum==3.3.0
@@ -133,21 +131,21 @@ packaging==21.3
 pandas==1.3.5
 pandocfilters==1.5.0
 parso==0.8.3
-particle==0.20.1
-pathspec==0.10.1
+particle==0.21.0
+pathspec==0.10.2
 pep8-naming==0.13.2
 pexpect==4.8.0
 phasespace==1.7.0
 pickleshare==0.7.5
 pillow==9.3.0
 pkgutil-resolve-name==1.3.10
-platformdirs==2.5.2
+platformdirs==2.5.4
 pluggy==1.0.0
 pre-commit==2.20.0
 prometheus-client==0.15.0
-prompt-toolkit==3.0.31
+prompt-toolkit==3.0.32
 protobuf==3.19.6
-psutil==5.9.3
+psutil==5.9.4
 ptyprocess==0.7.0
 py==1.11.0
 py-cpuinfo==9.0.0
@@ -160,9 +158,9 @@ pydata-sphinx-theme==0.8.1
 pydocstyle==6.1.1
 pyflakes==2.5.0
 pygments==2.13.0
-pylint==2.15.5
+pylint==2.15.6
 pyparsing==3.0.9
-pyrsistent==0.19.1
+pyrsistent==0.19.2
 pytest==7.2.0
 pytest-benchmark==4.0.0
 pytest-cov==4.0.0
@@ -174,8 +172,8 @@ pytz==2022.6
 pyyaml==6.0
 pyzmq==24.0.1
 qrules==0.9.7
-qtconsole==5.3.2
-qtpy==2.2.1
+qtconsole==5.4.0
+qtpy==2.3.0
 requests==2.28.1
 requests-oauthlib==1.3.1
 restructuredtext-lint==1.4.0
@@ -190,9 +188,9 @@ soupsieve==2.3.2.post1
 sphinx==4.3.2 ; python_version < "3.8.0"
 sphinx-autobuild==2021.3.14
 sphinx-book-theme==0.3.3
-sphinx-codeautolink==0.12.0
+sphinx-codeautolink==0.12.1
 sphinx-comments==0.0.3
-sphinx-copybutton==0.5.0
+sphinx-copybutton==0.5.1
 sphinx-design==0.3.0
 sphinx-thebe==0.1.2
 sphinx-togglebutton==0.3.2
@@ -202,15 +200,15 @@ sphinxcontrib-htmlhelp==2.0.0
 sphinxcontrib-jsmath==1.0.1
 sphinxcontrib-qthelp==1.0.3
 sphinxcontrib-serializinghtml==1.1.5
-sphobjinv==2.2.2
-sqlalchemy==1.4.42
+sphobjinv==2.3
+sqlalchemy==1.4.44
 sympy==1.10.1
 tabulate==0.9.0
-tensorboard==2.10.1
+tensorboard==2.11.0
 tensorboard-data-server==0.6.1
 tensorboard-plugin-wit==1.8.1
-tensorflow==2.10.0
-tensorflow-estimator==2.10.0
+tensorflow==2.11.0
+tensorflow-estimator==2.11.0
 tensorflow-io-gcs-filesystem==0.27.0
 tensorflow-probability==0.17.0
 termcolor==2.1.0
@@ -220,24 +218,24 @@ toml==0.10.2
 tomli==2.0.1
 tomlkit==0.11.6
 tornado==6.2
-tox==3.27.0
+tox==3.27.1
 tqdm==4.64.1
 traitlets==5.5.0
 typed-ast==1.5.4
 types-docutils==0.19.1.1
 types-pkg-resources==0.1.3
-types-pyyaml==6.0.12.1
-types-requests==2.28.11.2
-types-setuptools==65.5.0.2
-types-urllib3==1.26.25.1
+types-pyyaml==6.0.12.2
+types-requests==2.28.11.5
+types-setuptools==65.5.0.3
+types-urllib3==1.26.25.4
 typing-extensions==4.4.0
 urllib3==1.26.12
 virtualenv==20.15.1 ; python_version < "3.8.0"
 wcwidth==0.2.5
 webencodings==0.5.1
-websocket-client==1.4.1
+websocket-client==1.4.2
 werkzeug==2.2.2
-wheel==0.37.1
+wheel==0.38.4
 widgetsnbextension==4.0.3
 wrapt==1.14.1
 zipp==3.10.0
diff --git a/.constraints/py3.8.txt b/.constraints/py3.8.txt
index 5710c0c6..bdbbbd33 100644
--- a/.constraints/py3.8.txt
+++ b/.constraints/py3.8.txt
@@ -11,7 +11,7 @@ anyio==3.6.2
 aquirdturtle-collapsible-headings==3.1.0
 argon2-cffi==21.3.0
 argon2-cffi-bindings==21.2.0
-astroid==2.12.12
+astroid==2.12.13
 asttokens==2.1.0
 astunparse==1.6.3
 attrs==22.1.0
@@ -39,8 +39,7 @@ distlib==0.3.6
 dm-tree==0.1.7
 docutils==0.17.1
 entrypoints==0.4
-etils==0.9.0
-exceptiongroup==1.0.0
+exceptiongroup==1.0.4
 execnet==1.9.0
 executing==1.2.0
 fastjsonschema==2.16.2
@@ -53,54 +52,53 @@ flake8-comprehensions==3.10.1
 flake8-future-annotations==1.0.0
 flake8-plugin-utils==1.3.2
 flake8-pytest-style==1.6.0
-flake8-rst-docstrings==0.2.7
+flake8-rst-docstrings==0.3.0
 flake8-type-ignore==0.1.0.post2 ; python_version >= "3.8.0"
 flake8-use-fstring==1.4
 flatbuffers==22.10.26
 fonttools==4.38.0
 gast==0.4.0
-google-auth==2.14.0
+google-auth==2.14.1
 google-auth-oauthlib==0.4.6
 google-pasta==0.2.0
 graphviz==0.20.1
-greenlet==2.0.0
+greenlet==2.0.1
 grpcio==1.50.0
 h5py==3.7.0
 hepunits==2.3.0
-identify==2.5.8
+identify==2.5.9
 idna==3.4
 imagesize==1.4.1
 iminuit==2.17.0
 importlib-metadata==5.0.0
 importlib-resources==5.10.0
 iniconfig==1.1.1
-ipykernel==6.17.0
+ipykernel==6.17.1
 ipympl==0.9.2
 ipython==8.6.0
 ipython-genutils==0.2.0
 ipywidgets==8.0.2
 isort==5.10.1
-jax==0.3.23
-jaxlib==0.3.22
+jax==0.3.25
+jaxlib==0.3.25
 jedi==0.18.1
 jinja2==3.1.2
 json5==0.9.10
-jsonschema==4.16.0
+jsonschema==4.17.0
 jupyter==1.0.0
 jupyter-cache==0.5.0
-jupyter-client==7.4.4
+jupyter-client==7.4.7
 jupyter-console==6.4.4
-jupyter-core==4.11.2
-jupyter-server==1.21.0
+jupyter-core==5.0.0
+jupyter-server==1.23.2
 jupyterlab==3.5.0
 jupyterlab-code-formatter==1.5.3
 jupyterlab-markup==1.1.0
 jupyterlab-myst==0.1.6
 jupyterlab-pygments==0.2.2
-jupyterlab-server==2.16.2
+jupyterlab-server==2.16.3
 jupyterlab-widgets==3.0.3
-keras==2.10.0
-keras-preprocessing==1.1.2
+keras==2.11.0
 kiwisolver==1.4.4
 lazy-object-proxy==1.8.0
 libclang==14.0.6
@@ -109,27 +107,27 @@ llvmlite==0.39.1
 markdown==3.4.1
 markdown-it-py==2.1.0
 markupsafe==2.1.1
-matplotlib==3.6.1
+matplotlib==3.6.2
 matplotlib-inline==0.1.6
 mccabe==0.7.0
 mdit-py-plugins==0.3.1
 mdurl==0.1.2
 mistune==2.0.4
 mpmath==1.2.1
-mypy==0.982
+mypy==0.991
 mypy-extensions==0.4.3
 myst-nb==0.17.1
 myst-parser==0.18.1
-nbclassic==0.4.7
+nbclassic==0.4.8
 nbclient==0.5.13
-nbconvert==7.2.3
+nbconvert==7.2.5
 nbformat==5.7.0
 nbmake==1.3.0
 nest-asyncio==1.5.6
 nodeenv==1.7.0
 notebook==6.5.2
-notebook-shim==0.2.0
-numba==0.56.3
+notebook-shim==0.2.2
+numba==0.56.4
 numpy==1.23.4
 oauthlib==3.2.2
 opt-einsum==3.3.0
@@ -137,21 +135,21 @@ packaging==21.3
 pandas==1.5.1
 pandocfilters==1.5.0
 parso==0.8.3
-particle==0.20.1
-pathspec==0.10.1
+particle==0.21.0
+pathspec==0.10.2
 pep8-naming==0.13.2
 pexpect==4.8.0
 phasespace==1.7.0
 pickleshare==0.7.5
 pillow==9.3.0
 pkgutil-resolve-name==1.3.10
-platformdirs==2.5.2
+platformdirs==2.5.4
 pluggy==1.0.0
 pre-commit==2.20.0
 prometheus-client==0.15.0
-prompt-toolkit==3.0.31
+prompt-toolkit==3.0.32
 protobuf==3.19.6
-psutil==5.9.3
+psutil==5.9.4
 ptyprocess==0.7.0
 pure-eval==0.2.2
 py==1.11.0
@@ -165,9 +163,9 @@ pydata-sphinx-theme==0.8.1
 pydocstyle==6.1.1
 pyflakes==2.5.0
 pygments==2.13.0
-pylint==2.15.5
+pylint==2.15.6
 pyparsing==3.0.9
-pyrsistent==0.19.1
+pyrsistent==0.19.2
 pytest==7.2.0
 pytest-benchmark==4.0.0
 pytest-cov==4.0.0
@@ -179,8 +177,8 @@ pytz==2022.6
 pyyaml==6.0
 pyzmq==24.0.1
 qrules==0.9.7
-qtconsole==5.3.2
-qtpy==2.2.1
+qtconsole==5.4.0
+qtpy==2.3.0
 requests==2.28.1
 requests-oauthlib==1.3.1
 restructuredtext-lint==1.4.0
@@ -194,9 +192,9 @@ soupsieve==2.3.2.post1
 sphinx==4.5.0
 sphinx-autobuild==2021.3.14
 sphinx-book-theme==0.3.3
-sphinx-codeautolink==0.12.0
+sphinx-codeautolink==0.12.1
 sphinx-comments==0.0.3
-sphinx-copybutton==0.5.0
+sphinx-copybutton==0.5.1
 sphinx-design==0.3.0
 sphinx-thebe==0.1.2
 sphinx-togglebutton==0.3.2
@@ -206,16 +204,16 @@ sphinxcontrib-htmlhelp==2.0.0
 sphinxcontrib-jsmath==1.0.1
 sphinxcontrib-qthelp==1.0.3
 sphinxcontrib-serializinghtml==1.1.5
-sphobjinv==2.2.2
-sqlalchemy==1.4.42
-stack-data==0.6.0
+sphobjinv==2.3
+sqlalchemy==1.4.44
+stack-data==0.6.1
 sympy==1.11.1
 tabulate==0.9.0
-tensorboard==2.10.1
+tensorboard==2.11.0
 tensorboard-data-server==0.6.1
 tensorboard-plugin-wit==1.8.1
-tensorflow==2.10.0
-tensorflow-estimator==2.10.0
+tensorflow==2.11.0
+tensorflow-estimator==2.11.0
 tensorflow-io-gcs-filesystem==0.27.0
 tensorflow-probability==0.17.0
 termcolor==2.1.0
@@ -225,23 +223,23 @@ toml==0.10.2
 tomli==2.0.1
 tomlkit==0.11.6
 tornado==6.2
-tox==3.27.0
+tox==3.27.1
 tqdm==4.64.1
 traitlets==5.5.0
 types-docutils==0.19.1.1
 types-pkg-resources==0.1.3
-types-pyyaml==6.0.12.1
-types-requests==2.28.11.2
-types-setuptools==65.5.0.2
-types-urllib3==1.26.25.1
+types-pyyaml==6.0.12.2
+types-requests==2.28.11.5
+types-setuptools==65.5.0.3
+types-urllib3==1.26.25.4
 typing-extensions==4.4.0
 urllib3==1.26.12
-virtualenv==20.16.6
+virtualenv==20.16.7
 wcwidth==0.2.5
 webencodings==0.5.1
-websocket-client==1.4.1
+websocket-client==1.4.2
 werkzeug==2.2.2
-wheel==0.37.1
+wheel==0.38.4
 widgetsnbextension==4.0.3
 wrapt==1.14.1
 zipp==3.10.0
diff --git a/.constraints/py3.9.txt b/.constraints/py3.9.txt
index b62d2294..0a8c8d52 100644
--- a/.constraints/py3.9.txt
+++ b/.constraints/py3.9.txt
@@ -11,7 +11,7 @@ anyio==3.6.2
 aquirdturtle-collapsible-headings==3.1.0
 argon2-cffi==21.3.0
 argon2-cffi-bindings==21.2.0
-astroid==2.12.12
+astroid==2.12.13
 asttokens==2.1.0
 astunparse==1.6.3
 attrs==22.1.0
@@ -39,8 +39,7 @@ distlib==0.3.6
 dm-tree==0.1.7
 docutils==0.17.1
 entrypoints==0.4
-etils==0.9.0
-exceptiongroup==1.0.0
+exceptiongroup==1.0.4
 execnet==1.9.0
 executing==1.2.0
 fastjsonschema==2.16.2
@@ -53,54 +52,52 @@ flake8-comprehensions==3.10.1
 flake8-future-annotations==1.0.0
 flake8-plugin-utils==1.3.2
 flake8-pytest-style==1.6.0
-flake8-rst-docstrings==0.2.7
+flake8-rst-docstrings==0.3.0
 flake8-type-ignore==0.1.0.post2 ; python_version >= "3.8.0"
 flake8-use-fstring==1.4
 flatbuffers==22.10.26
 fonttools==4.38.0
 gast==0.4.0
-google-auth==2.14.0
+google-auth==2.14.1
 google-auth-oauthlib==0.4.6
 google-pasta==0.2.0
 graphviz==0.20.1
-greenlet==2.0.0
+greenlet==2.0.1
 grpcio==1.50.0
 h5py==3.7.0
 hepunits==2.3.0
-identify==2.5.8
+identify==2.5.9
 idna==3.4
 imagesize==1.4.1
 iminuit==2.17.0
 importlib-metadata==5.0.0
-importlib-resources==5.10.0
 iniconfig==1.1.1
-ipykernel==6.17.0
+ipykernel==6.17.1
 ipympl==0.9.2
 ipython==8.6.0
 ipython-genutils==0.2.0
 ipywidgets==8.0.2
 isort==5.10.1
-jax==0.3.23
-jaxlib==0.3.22
+jax==0.3.25
+jaxlib==0.3.25
 jedi==0.18.1
 jinja2==3.1.2
 json5==0.9.10
-jsonschema==4.16.0
+jsonschema==4.17.0
 jupyter==1.0.0
 jupyter-cache==0.5.0
-jupyter-client==7.4.4
+jupyter-client==7.4.7
 jupyter-console==6.4.4
-jupyter-core==4.11.2
-jupyter-server==1.21.0
+jupyter-core==5.0.0
+jupyter-server==1.23.2
 jupyterlab==3.5.0
 jupyterlab-code-formatter==1.5.3
 jupyterlab-markup==1.1.0
 jupyterlab-myst==0.1.6
 jupyterlab-pygments==0.2.2
-jupyterlab-server==2.16.2
+jupyterlab-server==2.16.3
 jupyterlab-widgets==3.0.3
-keras==2.10.0
-keras-preprocessing==1.1.2
+keras==2.11.0
 kiwisolver==1.4.4
 lazy-object-proxy==1.8.0
 libclang==14.0.6
@@ -109,27 +106,27 @@ llvmlite==0.39.1
 markdown==3.4.1
 markdown-it-py==2.1.0
 markupsafe==2.1.1
-matplotlib==3.6.1
+matplotlib==3.6.2
 matplotlib-inline==0.1.6
 mccabe==0.7.0
 mdit-py-plugins==0.3.1
 mdurl==0.1.2
 mistune==2.0.4
 mpmath==1.2.1
-mypy==0.982
+mypy==0.991
 mypy-extensions==0.4.3
 myst-nb==0.17.1
 myst-parser==0.18.1
-nbclassic==0.4.7
+nbclassic==0.4.8
 nbclient==0.5.13
-nbconvert==7.2.3
+nbconvert==7.2.5
 nbformat==5.7.0
 nbmake==1.3.0
 nest-asyncio==1.5.6
 nodeenv==1.7.0
 notebook==6.5.2
-notebook-shim==0.2.0
-numba==0.56.3
+notebook-shim==0.2.2
+numba==0.56.4
 numpy==1.23.4
 oauthlib==3.2.2
 opt-einsum==3.3.0
@@ -137,20 +134,20 @@ packaging==21.3
 pandas==1.5.1
 pandocfilters==1.5.0
 parso==0.8.3
-particle==0.20.1
-pathspec==0.10.1
+particle==0.21.0
+pathspec==0.10.2
 pep8-naming==0.13.2
 pexpect==4.8.0
 phasespace==1.7.0
 pickleshare==0.7.5
 pillow==9.3.0
-platformdirs==2.5.2
+platformdirs==2.5.4
 pluggy==1.0.0
 pre-commit==2.20.0
 prometheus-client==0.15.0
-prompt-toolkit==3.0.31
+prompt-toolkit==3.0.32
 protobuf==3.19.6
-psutil==5.9.3
+psutil==5.9.4
 ptyprocess==0.7.0
 pure-eval==0.2.2
 py==1.11.0
@@ -164,9 +161,9 @@ pydata-sphinx-theme==0.8.1
 pydocstyle==6.1.1
 pyflakes==2.5.0
 pygments==2.13.0
-pylint==2.15.5
+pylint==2.15.6
 pyparsing==3.0.9
-pyrsistent==0.19.1
+pyrsistent==0.19.2
 pytest==7.2.0
 pytest-benchmark==4.0.0
 pytest-cov==4.0.0
@@ -178,8 +175,8 @@ pytz==2022.6
 pyyaml==6.0
 pyzmq==24.0.1
 qrules==0.9.7
-qtconsole==5.3.2
-qtpy==2.2.1
+qtconsole==5.4.0
+qtpy==2.3.0
 requests==2.28.1
 requests-oauthlib==1.3.1
 restructuredtext-lint==1.4.0
@@ -193,9 +190,9 @@ soupsieve==2.3.2.post1
 sphinx==4.5.0
 sphinx-autobuild==2021.3.14
 sphinx-book-theme==0.3.3
-sphinx-codeautolink==0.12.0
+sphinx-codeautolink==0.12.1
 sphinx-comments==0.0.3
-sphinx-copybutton==0.5.0
+sphinx-copybutton==0.5.1
 sphinx-design==0.3.0
 sphinx-thebe==0.1.2
 sphinx-togglebutton==0.3.2
@@ -205,16 +202,16 @@ sphinxcontrib-htmlhelp==2.0.0
 sphinxcontrib-jsmath==1.0.1
 sphinxcontrib-qthelp==1.0.3
 sphinxcontrib-serializinghtml==1.1.5
-sphobjinv==2.2.2
-sqlalchemy==1.4.42
-stack-data==0.6.0
+sphobjinv==2.3
+sqlalchemy==1.4.44
+stack-data==0.6.1
 sympy==1.11.1
 tabulate==0.9.0
-tensorboard==2.10.1
+tensorboard==2.11.0
 tensorboard-data-server==0.6.1
 tensorboard-plugin-wit==1.8.1
-tensorflow==2.10.0
-tensorflow-estimator==2.10.0
+tensorflow==2.11.0
+tensorflow-estimator==2.11.0
 tensorflow-io-gcs-filesystem==0.27.0
 tensorflow-probability==0.17.0
 termcolor==2.1.0
@@ -224,23 +221,23 @@ toml==0.10.2
 tomli==2.0.1
 tomlkit==0.11.6
 tornado==6.2
-tox==3.27.0
+tox==3.27.1
 tqdm==4.64.1
 traitlets==5.5.0
 types-docutils==0.19.1.1
 types-pkg-resources==0.1.3
-types-pyyaml==6.0.12.1
-types-requests==2.28.11.2
-types-setuptools==65.5.0.2
-types-urllib3==1.26.25.1
+types-pyyaml==6.0.12.2
+types-requests==2.28.11.5
+types-setuptools==65.5.0.3
+types-urllib3==1.26.25.4
 typing-extensions==4.4.0
 urllib3==1.26.12
-virtualenv==20.16.6
+virtualenv==20.16.7
 wcwidth==0.2.5
 webencodings==0.5.1
-websocket-client==1.4.1
+websocket-client==1.4.2
 werkzeug==2.2.2
-wheel==0.37.1
+wheel==0.38.4
 widgetsnbextension==4.0.3
 wrapt==1.14.1
 zipp==3.10.0

From 62d1e6ad727a2e3938c8cd395380c1adcc9a23c4 Mon Sep 17 00:00:00 2001
From: Remco de Boer <29308176+redeboer@users.noreply.github.com>
Date: Sat, 19 Nov 2022 17:19:13 +0100
Subject: [PATCH 03/23] DX: implement caching for pre-commit and mypy

---
 .github/workflows/ci-style.yml | 13 ++++++++++++-
 1 file changed, 12 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/ci-style.yml b/.github/workflows/ci-style.yml
index 95ee540a..4e3df73a 100644
--- a/.github/workflows/ci-style.yml
+++ b/.github/workflows/ci-style.yml
@@ -31,13 +31,24 @@ jobs:
         run: |
           python -m pip install --upgrade pip
           pip install -c .constraints/py3.8.txt -e .[sty]
+      - name: Retrieve pre-commit cache
+        uses: actions/cache@v3
+        with:
+          path: ~/.cache/pre-commit/
+          key: |
+            pre-commit-${{ hashFiles('.pre-commit-config.yaml') }}
+      - name: Retrieve mypy cache
+        uses: actions/cache@v3
+        with:
+          path: .mypy_cache/
+          key: |
+            mypy-${{ hashFiles('.constraints/py3.*.txt', 'setup.cfg') }}
       - name: Run non-local pre-commit hooks
         run: |
           pre-commit run flake8 -a --color always
           pre-commit run mypy -a --color always
           pre-commit run pylint -a --color always
       - name: Run pre-commit hooks that don't work on pre-commit.ci
-        # cspell:ignore editorconfig
         run: |
           pre-commit run editorconfig-checker -a --color always
           pre-commit run pyright -a --color always

From d5d26179f1a0ef33f2bd7f485c1a4c4b2a324bd8 Mon Sep 17 00:00:00 2001
From: Remco de Boer <29308176+redeboer@users.noreply.github.com>
Date: Sat, 19 Nov 2022 17:25:20 +0100
Subject: [PATCH 04/23] FIX: make `Estimator` call abstract

https://github.com/ComPWA/tensorwaves/actions/runs/3504245141/jobs/5869810766#step:7:41
---
 src/tensorwaves/interface.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/src/tensorwaves/interface.py b/src/tensorwaves/interface.py
index b30a9918..930be989 100644
--- a/src/tensorwaves/interface.py
+++ b/src/tensorwaves/interface.py
@@ -80,6 +80,7 @@ class Estimator(Function[Mapping[str, ParameterValue], float]):
     .. automethod:: __call__
     """
 
+    @abstractmethod
     def __call__(self, parameters: Mapping[str, ParameterValue]) -> float:
         """Compute estimator value for this combination of parameter values."""
 

From 60cdba73aaaa9d23a54ac8faec41ac903df0e8cf Mon Sep 17 00:00:00 2001
From: Remco de Boer <29308176+redeboer@users.noreply.github.com>
Date: Sat, 19 Nov 2022 17:29:20 +0100
Subject: [PATCH 05/23] MAINT: remove redundant comments

---
 .github/workflows/ci-style.yml |  3 +--
 .github/workflows/ci-tests.yml | 12 ++++--------
 2 files changed, 5 insertions(+), 10 deletions(-)

diff --git a/.github/workflows/ci-style.yml b/.github/workflows/ci-style.yml
index 4e3df73a..76428482 100644
--- a/.github/workflows/ci-style.yml
+++ b/.github/workflows/ci-style.yml
@@ -19,8 +19,7 @@ jobs:
     runs-on: ubuntu-20.04
     steps:
       - uses: actions/checkout@v3
-      - name: Set up Python 3.8
-        uses: actions/setup-python@v4
+      - uses: actions/setup-python@v4
         with:
           cache: pip
           cache-dependency-path: |
diff --git a/.github/workflows/ci-tests.yml b/.github/workflows/ci-tests.yml
index 084dabbd..c21582e7 100644
--- a/.github/workflows/ci-tests.yml
+++ b/.github/workflows/ci-tests.yml
@@ -36,8 +36,7 @@ jobs:
         python-version: ["3.7"]
     steps:
       - uses: actions/checkout@master
-      - name: Set up Python ${{ matrix.python-version }}
-        uses: actions/setup-python@v4
+      - uses: actions/setup-python@v4
         with:
           cache: pip
           cache-dependency-path: |
@@ -93,8 +92,7 @@ jobs:
             python-version: "3.7"
     steps:
       - uses: actions/checkout@v3
-      - name: Set up Python ${{ matrix.python-version }}
-        uses: actions/setup-python@v4
+      - uses: actions/setup-python@v4
         with:
           cache: pip
           cache-dependency-path: |
@@ -131,8 +129,7 @@ jobs:
     runs-on: ubuntu-20.04
     steps:
       - uses: actions/checkout@v3
-      - name: Set up Python 3.9
-        uses: actions/setup-python@v4
+      - uses: actions/setup-python@v4
         with:
           cache: pip
           cache-dependency-path: |
@@ -163,8 +160,7 @@ jobs:
     runs-on: ubuntu-20.04
     steps:
       - uses: actions/checkout@v3
-      - name: Set up Python 3.8
-        uses: actions/setup-python@v4
+      - uses: actions/setup-python@v4
         with:
           cache: pip
           cache-dependency-path: |

From 3ae7e12097fd533f13886ecad12a0bb4399a53f6 Mon Sep 17 00:00:00 2001
From: Remco de Boer <29308176+redeboer@users.noreply.github.com>
Date: Sat, 19 Nov 2022 17:47:21 +0100
Subject: [PATCH 06/23] TEMP: remove repo-maintenance pre-commit hook

---
 .pre-commit-config.yaml | 14 --------------
 1 file changed, 14 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 77dfec98..3238b274 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -43,20 +43,6 @@ repos:
           )$
       - id: trailing-whitespace
 
-  - repo: https://github.com/ComPWA/repo-maintenance
-    rev: 0.0.150
-    hooks:
-      - id: check-dev-files
-        args:
-          - --pin-requirements=monthly
-      - id: fix-nbformat-version
-      - id: format-setup-cfg
-      - id: set-nb-cells
-        args:
-          - --add-install-cell
-          - --additional-packages=IPython
-          - --extras-require=doc,jax,pwa,viz
-
   - repo: https://github.com/psf/black
     rev: 22.10.0
     hooks:

From 70f115b355302b1fcae6226759c50573b869c6a3 Mon Sep 17 00:00:00 2001
From: Remco de Boer <29308176+redeboer@users.noreply.github.com>
Date: Sat, 19 Nov 2022 17:58:46 +0100
Subject: [PATCH 07/23] MAINT: cache directly with actions/cache

actions/setup-python does not have the option to insert job names. This
is needed to avoid cache clashes between different jobs.
---
 .github/workflows/benchmark.yml | 11 ++++++---
 .github/workflows/cd.yml        |  4 ---
 .github/workflows/ci-docs.yml   | 11 ++++++---
 .github/workflows/ci-style.yml  | 24 ++++++------------
 .github/workflows/ci-tests.yml  | 44 +++++++++++++++++++++------------
 .github/workflows/linkcheck.yml | 10 +++++---
 6 files changed, 56 insertions(+), 48 deletions(-)

diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml
index 3bb8a605..ff809bab 100644
--- a/.github/workflows/benchmark.yml
+++ b/.github/workflows/benchmark.yml
@@ -15,12 +15,15 @@ jobs:
     runs-on: ubuntu-20.04
     steps:
       - uses: actions/checkout@v3
+      - uses: actions/cache@v3
+        with:
+          key: |
+            ${{ github.workflow }}-${{ github.job }}-${{ runner.os }}-${{ hashFiles('.constraints/py3.*.txt', 'setup.cfg') }}
+          path: |
+            .pytest_cache
+            ~/.cache/pip/
       - uses: actions/setup-python@v4
         with:
-          cache: pip
-          cache-dependency-path: |
-            .constraints/py3.*.txt
-            setup.cfg
           python-version: "3.9"
       - name: Install dependencies
         run: |
diff --git a/.github/workflows/cd.yml b/.github/workflows/cd.yml
index 29916734..512f76ff 100644
--- a/.github/workflows/cd.yml
+++ b/.github/workflows/cd.yml
@@ -39,10 +39,6 @@ jobs:
       - uses: actions/checkout@v3
       - uses: actions/setup-python@v4
         with:
-          cache: pip
-          cache-dependency-path: |
-            .constraints/py3.*.txt
-            setup.cfg
           python-version: "3.8"
       - name: Install dependencies
         run: |
diff --git a/.github/workflows/ci-docs.yml b/.github/workflows/ci-docs.yml
index a5738a3e..57ffe065 100644
--- a/.github/workflows/ci-docs.yml
+++ b/.github/workflows/ci-docs.yml
@@ -19,12 +19,15 @@ jobs:
     runs-on: ubuntu-20.04
     steps:
       - uses: actions/checkout@v3
+      - uses: actions/cache@v3
+        with:
+          key: |
+            ${{ github.workflow }}-${{ github.job }}-${{ runner.os }}-${{ hashFiles('.constraints/py3.*.txt', 'setup.cfg') }}
+          path: |
+            ./docs/_build
+            ~/.cache/pip/
       - uses: actions/setup-python@v4
         with:
-          cache: pip
-          cache-dependency-path: |
-            .constraints/py3.*.txt
-            setup.cfg
           python-version: "3.8"
       - name: Install dependencies
         run: |
diff --git a/.github/workflows/ci-style.yml b/.github/workflows/ci-style.yml
index 76428482..131b8593 100644
--- a/.github/workflows/ci-style.yml
+++ b/.github/workflows/ci-style.yml
@@ -19,29 +19,21 @@ jobs:
     runs-on: ubuntu-20.04
     steps:
       - uses: actions/checkout@v3
+      - uses: actions/cache@v3
+        with:
+          key: |
+            ${{ github.workflow }}-${{ github.job }}-${{ runner.os }}-${{ hashFiles('.constraints/py3.*.txt', '.pre-commit-config.yaml') }}
+          path: |
+            .mypy_cache/
+            ~/.cache/pip/
+            ~/.cache/pre-commit/
       - uses: actions/setup-python@v4
         with:
-          cache: pip
-          cache-dependency-path: |
-            .constraints/py3.*.txt
-            setup.cfg
           python-version: "3.8"
       - name: Install dependencies
         run: |
           python -m pip install --upgrade pip
           pip install -c .constraints/py3.8.txt -e .[sty]
-      - name: Retrieve pre-commit cache
-        uses: actions/cache@v3
-        with:
-          path: ~/.cache/pre-commit/
-          key: |
-            pre-commit-${{ hashFiles('.pre-commit-config.yaml') }}
-      - name: Retrieve mypy cache
-        uses: actions/cache@v3
-        with:
-          path: .mypy_cache/
-          key: |
-            mypy-${{ hashFiles('.constraints/py3.*.txt', 'setup.cfg') }}
       - name: Run non-local pre-commit hooks
         run: |
           pre-commit run flake8 -a --color always
diff --git a/.github/workflows/ci-tests.yml b/.github/workflows/ci-tests.yml
index c21582e7..8a7daa38 100644
--- a/.github/workflows/ci-tests.yml
+++ b/.github/workflows/ci-tests.yml
@@ -36,12 +36,15 @@ jobs:
         python-version: ["3.7"]
     steps:
       - uses: actions/checkout@master
+      - uses: actions/cache@v3
+        with:
+          key: |
+            ${{ github.workflow }}-${{ github.job }}-${{ runner.os }}-${{ hashFiles('.constraints/py3.*.txt', 'setup.cfg') }}
+          path: |
+            .pytest_cache
+            ~/.cache/pip/
       - uses: actions/setup-python@v4
         with:
-          cache: pip
-          cache-dependency-path: |
-            .constraints/py3.*.txt
-            setup.cfg
           python-version: ${{ matrix.python-version }}
       - name: Install dependencies
         run: |
@@ -92,12 +95,15 @@ jobs:
             python-version: "3.7"
     steps:
       - uses: actions/checkout@v3
+      - uses: actions/cache@v3
+        with:
+          key: |
+            ${{ github.workflow }}-${{ github.job }}-${{ runner.os }}-${{ hashFiles('.constraints/py3.*.txt', 'setup.cfg') }}
+          path: |
+            .pytest_cache
+            ~/.cache/pip/
       - uses: actions/setup-python@v4
         with:
-          cache: pip
-          cache-dependency-path: |
-            .constraints/py3.*.txt
-            setup.cfg
           python-version: ${{ matrix.python-version }}
       - name: Install dependencies
         run: |
@@ -129,12 +135,15 @@ jobs:
     runs-on: ubuntu-20.04
     steps:
       - uses: actions/checkout@v3
+      - uses: actions/cache@v3
+        with:
+          key: |
+            ${{ github.workflow }}-${{ github.job }}-${{ runner.os }}-${{ hashFiles('.constraints/py3.*.txt', 'setup.cfg') }}
+          path: |
+            .pytest_cache
+            ~/.cache/pip/
       - uses: actions/setup-python@v4
         with:
-          cache: pip
-          cache-dependency-path: |
-            .constraints/py3.*.txt
-            setup.cfg
           python-version: "3.9"
       - name: Install dependencies
         run: |
@@ -160,12 +169,15 @@ jobs:
     runs-on: ubuntu-20.04
     steps:
       - uses: actions/checkout@v3
+      - uses: actions/cache@v3
+        with:
+          key: |
+            ${{ github.workflow }}-${{ github.job }}-${{ runner.os }}-${{ hashFiles('.constraints/py3.*.txt', 'setup.cfg') }}
+          path: |
+            .pytest_cache
+            ~/.cache/pip/
       - uses: actions/setup-python@v4
         with:
-          cache: pip
-          cache-dependency-path: |
-            .constraints/py3.*.txt
-            setup.cfg
           python-version: "3.8"
       - name: Install dependencies
         run: |
diff --git a/.github/workflows/linkcheck.yml b/.github/workflows/linkcheck.yml
index b583ffaa..0617a4e0 100644
--- a/.github/workflows/linkcheck.yml
+++ b/.github/workflows/linkcheck.yml
@@ -19,12 +19,14 @@ jobs:
     runs-on: ubuntu-20.04
     steps:
       - uses: actions/checkout@v3
+      - uses: actions/cache@v3
+        with:
+          key: |
+            ${{ github.workflow }}-${{ github.job }}-${{ runner.os }}-${{ hashFiles('.constraints/py3.*.txt', 'setup.cfg') }}
+          path: |
+            ~/.cache/pip/
       - uses: actions/setup-python@v4
         with:
-          cache: pip
-          cache-dependency-path: |
-            .constraints/py3.*.txt
-            setup.cfg
           python-version: "3.8"
       - name: Install dependencies
         run: |

From 391eb11887ca9cd45a8d1be72721ee7da2359de5 Mon Sep 17 00:00:00 2001
From: Remco de Boer <29308176+redeboer@users.noreply.github.com>
Date: Sat, 19 Nov 2022 18:01:07 +0100
Subject: [PATCH 08/23] MAINT: include `src` folder in cache for docs job

Notebook output depends on `src` code as well.
---
 .github/workflows/ci-docs.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/ci-docs.yml b/.github/workflows/ci-docs.yml
index 57ffe065..0cb53acc 100644
--- a/.github/workflows/ci-docs.yml
+++ b/.github/workflows/ci-docs.yml
@@ -22,7 +22,7 @@ jobs:
       - uses: actions/cache@v3
         with:
           key: |
-            ${{ github.workflow }}-${{ github.job }}-${{ runner.os }}-${{ hashFiles('.constraints/py3.*.txt', 'setup.cfg') }}
+            ${{ github.workflow }}-${{ github.job }}-${{ runner.os }}-${{ hashFiles('.constraints/py3.*.txt', 'setup.cfg', 'src/**') }}
           path: |
             ./docs/_build
             ~/.cache/pip/

From 4895165988ab728a2b3deb72f599e74e7afe6f6a Mon Sep 17 00:00:00 2001
From: Remco de Boer <29308176+redeboer@users.noreply.github.com>
Date: Sat, 19 Nov 2022 18:16:15 +0100
Subject: [PATCH 09/23] FIX: include matrix values in cache keys

---
 .github/workflows/ci-tests.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/ci-tests.yml b/.github/workflows/ci-tests.yml
index 8a7daa38..b931349a 100644
--- a/.github/workflows/ci-tests.yml
+++ b/.github/workflows/ci-tests.yml
@@ -39,7 +39,7 @@ jobs:
       - uses: actions/cache@v3
         with:
           key: |
-            ${{ github.workflow }}-${{ github.job }}-${{ runner.os }}-${{ hashFiles('.constraints/py3.*.txt', 'setup.cfg') }}
+            ${{ github.workflow }}-${{ github.job }}-${{ matrix.os }}-py${{ matrix.python-version }}-${{ hashFiles('.constraints/py3.*.txt', 'setup.cfg') }}
           path: |
             .pytest_cache
             ~/.cache/pip/
@@ -98,7 +98,7 @@ jobs:
       - uses: actions/cache@v3
         with:
           key: |
-            ${{ github.workflow }}-${{ github.job }}-${{ runner.os }}-${{ hashFiles('.constraints/py3.*.txt', 'setup.cfg') }}
+            ${{ github.workflow }}-${{ github.job }}-${{ matrix.os }}-py${{ matrix.python-version }}-${{ hashFiles('.constraints/py3.*.txt', 'setup.cfg') }}
           path: |
             .pytest_cache
             ~/.cache/pip/

From a55e9b8f9eba797940978f7c2eef5c344c013982 Mon Sep 17 00:00:00 2001
From: Remco de Boer <29308176+redeboer@users.noreply.github.com>
Date: Sat, 19 Nov 2022 18:21:09 +0100
Subject: [PATCH 10/23] MAINT: ignore mypy issues in `_relink_references.py`

---
 docs/_relink_references.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/_relink_references.py b/docs/_relink_references.py
index 64f6b0cc..04883296 100644
--- a/docs/_relink_references.py
+++ b/docs/_relink_references.py
@@ -42,7 +42,7 @@
 
     def _new_type_to_xref(
         target: str,
-        env: BuildEnvironment = None,
+        env: BuildEnvironment = None,  # type: ignore[assignment]
         suppress_prefix: bool = False,
     ) -> pending_xref:
         reftype, target, title, refspecific = parse_reftarget(target, suppress_prefix)
@@ -63,7 +63,7 @@ def _new_type_to_xref(
     # https://github.com/sphinx-doc/sphinx/blob/v4.3.2/sphinx/domains/python.py#L83-L107
     def _new_type_to_xref(
         target: str,
-        env: BuildEnvironment = None,
+        env: BuildEnvironment = None,  # type: ignore[assignment]
         suppress_prefix: bool = False,
     ) -> pending_xref:
         # pylint: disable=unused-argument

From 3c0cb00b251d06e6c73212d9e425ebcf1ad3e6c9 Mon Sep 17 00:00:00 2001
From: Remco de Boer <29308176+redeboer@users.noreply.github.com>
Date: Sat, 19 Nov 2022 18:29:48 +0100
Subject: [PATCH 11/23] MAINT: upgrade `actions/checkout` to v3

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

diff --git a/.github/workflows/ci-tests.yml b/.github/workflows/ci-tests.yml
index b931349a..4fac076e 100644
--- a/.github/workflows/ci-tests.yml
+++ b/.github/workflows/ci-tests.yml
@@ -35,7 +35,7 @@ jobs:
         os: [ubuntu-20.04]
         python-version: ["3.7"]
     steps:
-      - uses: actions/checkout@master
+      - uses: actions/checkout@v3
       - uses: actions/cache@v3
         with:
           key: |
diff --git a/.github/workflows/pr-linting.yml b/.github/workflows/pr-linting.yml
index 12dcde03..4549863d 100644
--- a/.github/workflows/pr-linting.yml
+++ b/.github/workflows/pr-linting.yml
@@ -28,6 +28,6 @@ jobs:
     name: Check title
     runs-on: ubuntu-20.04
     steps:
-      - uses: actions/checkout@v1
+      - uses: actions/checkout@v3
       - run: npm install @commitlint/config-conventional
       - uses: JulienKode/pull-request-name-linter-action@v0.5.0

From ba01eaffaad9e66b8a7a21824d3b762268227739 Mon Sep 17 00:00:00 2001
From: Remco de Boer <29308176+redeboer@users.noreply.github.com>
Date: Sat, 19 Nov 2022 18:40:23 +0100
Subject: [PATCH 12/23] Revert "TEMP: remove repo-maintenance pre-commit hook"

This reverts commit 3ae7e12097fd533f13886ecad12a0bb4399a53f6.
---
 .pre-commit-config.yaml | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 3238b274..77dfec98 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -43,6 +43,20 @@ repos:
           )$
       - id: trailing-whitespace
 
+  - repo: https://github.com/ComPWA/repo-maintenance
+    rev: 0.0.150
+    hooks:
+      - id: check-dev-files
+        args:
+          - --pin-requirements=monthly
+      - id: fix-nbformat-version
+      - id: format-setup-cfg
+      - id: set-nb-cells
+        args:
+          - --add-install-cell
+          - --additional-packages=IPython
+          - --extras-require=doc,jax,pwa,viz
+
   - repo: https://github.com/psf/black
     rev: 22.10.0
     hooks:

From eaf1c9ec17620d669f8c97e9f4bdd890d3e46abb Mon Sep 17 00:00:00 2001
From: Remco de Boer <29308176+redeboer@users.noreply.github.com>
Date: Sat, 19 Nov 2022 18:41:43 +0100
Subject: [PATCH 13/23] MAINT: autoupdate pre-commit config

---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 77dfec98..5d5c2643 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -44,7 +44,7 @@ repos:
       - id: trailing-whitespace
 
   - repo: https://github.com/ComPWA/repo-maintenance
-    rev: 0.0.150
+    rev: 0.0.151
     hooks:
       - id: check-dev-files
         args:

From 78569f39f169a6a011db4a6c7eed4e869ca37f0c Mon Sep 17 00:00:00 2001
From: Remco de Boer <29308176+redeboer@users.noreply.github.com>
Date: Sat, 19 Nov 2022 18:59:22 +0100
Subject: [PATCH 14/23] MAINT: split lines in `strategy.matrix` definition

---
 .github/workflows/ci-tests.yml | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/ci-tests.yml b/.github/workflows/ci-tests.yml
index 4fac076e..b53737af 100644
--- a/.github/workflows/ci-tests.yml
+++ b/.github/workflows/ci-tests.yml
@@ -32,8 +32,10 @@ jobs:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        os: [ubuntu-20.04]
-        python-version: ["3.7"]
+        os:
+          - ubuntu-20.04
+        python-version:
+          - "3.7"
     steps:
       - uses: actions/checkout@v3
       - uses: actions/cache@v3

From 02e94520c3fb6233a0ca573c3a507a8648bcb25e Mon Sep 17 00:00:00 2001
From: Remco de Boer <29308176+redeboer@users.noreply.github.com>
Date: Sat, 19 Nov 2022 20:54:18 +0100
Subject: [PATCH 15/23] MAINT: set `PYTHONHASHSEED=0` in workflows

---
 .github/workflows/benchmark.yml | 2 ++
 .github/workflows/ci-docs.yml   | 2 ++
 .github/workflows/ci-tests.yml  | 2 ++
 .pre-commit-config.yaml         | 2 +-
 4 files changed, 7 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml
index ff809bab..0e531e81 100644
--- a/.github/workflows/benchmark.yml
+++ b/.github/workflows/benchmark.yml
@@ -1,4 +1,6 @@
 name: Benchmark
+env:
+  PYTHONHASHSEED: "0"
 
 on:
   push:
diff --git a/.github/workflows/ci-docs.yml b/.github/workflows/ci-docs.yml
index 0cb53acc..cc7244cc 100644
--- a/.github/workflows/ci-docs.yml
+++ b/.github/workflows/ci-docs.yml
@@ -1,4 +1,6 @@
 name: CI-docs
+env:
+  PYTHONHASHSEED: "0"
 
 on:
   push:
diff --git a/.github/workflows/ci-tests.yml b/.github/workflows/ci-tests.yml
index b53737af..ab78b1d6 100644
--- a/.github/workflows/ci-tests.yml
+++ b/.github/workflows/ci-tests.yml
@@ -1,4 +1,6 @@
 name: pytest
+env:
+  PYTHONHASHSEED: "0"
 
 on:
   push:
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 5d5c2643..39918f6d 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -44,7 +44,7 @@ repos:
       - id: trailing-whitespace
 
   - repo: https://github.com/ComPWA/repo-maintenance
-    rev: 0.0.151
+    rev: 0.0.152
     hooks:
       - id: check-dev-files
         args:

From 18aa86c04ec462fbee5d7c25e1687765e8190de8 Mon Sep 17 00:00:00 2001
From: Remco de Boer <29308176+redeboer@users.noreply.github.com>
Date: Sat, 19 Nov 2022 20:58:35 +0100
Subject: [PATCH 16/23] MAINT: cache `.sympy-cache` directories

---
 .github/workflows/benchmark.yml | 1 +
 .github/workflows/ci-docs.yml   | 1 +
 .github/workflows/ci-tests.yml  | 4 ++++
 .pre-commit-config.yaml         | 2 +-
 4 files changed, 7 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml
index 0e531e81..23c3698b 100644
--- a/.github/workflows/benchmark.yml
+++ b/.github/workflows/benchmark.yml
@@ -24,6 +24,7 @@ jobs:
           path: |
             .pytest_cache
             ~/.cache/pip/
+            ~/.sympy-cache*/
       - uses: actions/setup-python@v4
         with:
           python-version: "3.9"
diff --git a/.github/workflows/ci-docs.yml b/.github/workflows/ci-docs.yml
index cc7244cc..890a15c7 100644
--- a/.github/workflows/ci-docs.yml
+++ b/.github/workflows/ci-docs.yml
@@ -28,6 +28,7 @@ jobs:
           path: |
             ./docs/_build
             ~/.cache/pip/
+            ~/.sympy-cache*/
       - uses: actions/setup-python@v4
         with:
           python-version: "3.8"
diff --git a/.github/workflows/ci-tests.yml b/.github/workflows/ci-tests.yml
index ab78b1d6..269bed04 100644
--- a/.github/workflows/ci-tests.yml
+++ b/.github/workflows/ci-tests.yml
@@ -47,6 +47,7 @@ jobs:
           path: |
             .pytest_cache
             ~/.cache/pip/
+            ~/.sympy-cache*/
       - uses: actions/setup-python@v4
         with:
           python-version: ${{ matrix.python-version }}
@@ -106,6 +107,7 @@ jobs:
           path: |
             .pytest_cache
             ~/.cache/pip/
+            ~/.sympy-cache*/
       - uses: actions/setup-python@v4
         with:
           python-version: ${{ matrix.python-version }}
@@ -146,6 +148,7 @@ jobs:
           path: |
             .pytest_cache
             ~/.cache/pip/
+            ~/.sympy-cache*/
       - uses: actions/setup-python@v4
         with:
           python-version: "3.9"
@@ -180,6 +183,7 @@ jobs:
           path: |
             .pytest_cache
             ~/.cache/pip/
+            ~/.sympy-cache*/
       - uses: actions/setup-python@v4
         with:
           python-version: "3.8"
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 39918f6d..4510105e 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -44,7 +44,7 @@ repos:
       - id: trailing-whitespace
 
   - repo: https://github.com/ComPWA/repo-maintenance
-    rev: 0.0.152
+    rev: 0.0.153
     hooks:
       - id: check-dev-files
         args:

From d993cd2851c9e9e4dcae5820411ee2bd73810a5a Mon Sep 17 00:00:00 2001
From: Remco de Boer <29308176+redeboer@users.noreply.github.com>
Date: Sat, 19 Nov 2022 21:11:07 +0100
Subject: [PATCH 17/23] MAINT: define all jobs in pytest workflow with matrix

---
 .github/workflows/ci-tests.yml | 26 +++++++++++++++++++-------
 1 file changed, 19 insertions(+), 7 deletions(-)

diff --git a/.github/workflows/ci-tests.yml b/.github/workflows/ci-tests.yml
index 269bed04..38c8842d 100644
--- a/.github/workflows/ci-tests.yml
+++ b/.github/workflows/ci-tests.yml
@@ -138,24 +138,30 @@ jobs:
 
   pytest-jax:
     name: Unit tests (JAX only)
-    runs-on: ubuntu-20.04
+    runs-on: ${{ matrix.os }}
+    strategy:
+      matrix:
+        os:
+          - ubuntu-20.04
+        python-version:
+          - "3.9"
     steps:
       - uses: actions/checkout@v3
       - uses: actions/cache@v3
         with:
           key: |
-            ${{ github.workflow }}-${{ github.job }}-${{ runner.os }}-${{ hashFiles('.constraints/py3.*.txt', 'setup.cfg') }}
+            ${{ github.workflow }}-${{ github.job }}-${{ matrix.os }}-py${{ matrix.python-version }}-${{ hashFiles('.constraints/py3.*.txt', 'setup.cfg') }}
           path: |
             .pytest_cache
             ~/.cache/pip/
             ~/.sympy-cache*/
       - uses: actions/setup-python@v4
         with:
-          python-version: "3.9"
+          python-version: ${{ matrix.python-version }}
       - name: Install dependencies
         run: |
           python -m pip install --upgrade pip
-          pip install -c .constraints/py3.9.txt -e .[test,jax] tox
+          pip install -c .constraints/py${{ matrix.python-version }}.txt -e .[test,jax] tox
       - name: Install specific version of AmpForm
         if: github.event.inputs.ampform-version
         run: |
@@ -173,7 +179,13 @@ jobs:
   pytest-notebook:
     name: Run all notebooks
     if: join(github.event.inputs.*)
-    runs-on: ubuntu-20.04
+    runs-on: ${{ matrix.os }}
+    strategy:
+      matrix:
+        os:
+          - ubuntu-20.04
+        python-version:
+          - "3.8"
     steps:
       - uses: actions/checkout@v3
       - uses: actions/cache@v3
@@ -186,11 +198,11 @@ jobs:
             ~/.sympy-cache*/
       - uses: actions/setup-python@v4
         with:
-          python-version: "3.8"
+          python-version: ${{ matrix.python-version }}
       - name: Install dependencies
         run: |
           python -m pip install --upgrade pip
-          pip install -c .constraints/py3.8.txt -e .[doc,test] tox
+          pip install -c .constraints/py${{ matrix.python-version }}.txt -e .[doc,test] tox
           sudo apt-get -y install graphviz
       - name: Install specific version of AmpForm
         if: github.event.inputs.ampform-version

From d90e131695c9f07ed4f484919c7c49252dbd8762 Mon Sep 17 00:00:00 2001
From: GitHub <noreply@github.com>
Date: Sun, 20 Nov 2022 15:20:00 +0000
Subject: [PATCH 18/23] MAINT: update pip constraints and pre-commit

---
 .constraints/py3.10.txt | 6 +++---
 .constraints/py3.7.txt  | 4 ++--
 .constraints/py3.8.txt  | 6 +++---
 .constraints/py3.9.txt  | 6 +++---
 .pre-commit-config.yaml | 2 +-
 5 files changed, 12 insertions(+), 12 deletions(-)

diff --git a/.constraints/py3.10.txt b/.constraints/py3.10.txt
index 50869a2a..a6f08271 100644
--- a/.constraints/py3.10.txt
+++ b/.constraints/py3.10.txt
@@ -127,7 +127,7 @@ nodeenv==1.7.0
 notebook==6.5.2
 notebook-shim==0.2.2
 numba==0.56.4
-numpy==1.23.4
+numpy==1.23.5
 oauthlib==3.2.2
 opt-einsum==3.3.0
 packaging==21.3
@@ -214,7 +214,7 @@ tensorflow==2.11.0
 tensorflow-estimator==2.11.0
 tensorflow-io-gcs-filesystem==0.27.0
 tensorflow-probability==0.17.0
-termcolor==2.1.0
+termcolor==2.1.1
 terminado==0.17.0
 tinycss2==1.2.1
 toml==0.10.2
@@ -228,7 +228,7 @@ types-docutils==0.19.1.1
 types-pkg-resources==0.1.3
 types-pyyaml==6.0.12.2
 types-requests==2.28.11.5
-types-setuptools==65.5.0.3
+types-setuptools==65.6.0.0
 types-urllib3==1.26.25.4
 typing-extensions==4.4.0
 urllib3==1.26.12
diff --git a/.constraints/py3.7.txt b/.constraints/py3.7.txt
index 797eebf3..9bbe0383 100644
--- a/.constraints/py3.7.txt
+++ b/.constraints/py3.7.txt
@@ -211,7 +211,7 @@ tensorflow==2.11.0
 tensorflow-estimator==2.11.0
 tensorflow-io-gcs-filesystem==0.27.0
 tensorflow-probability==0.17.0
-termcolor==2.1.0
+termcolor==2.1.1
 terminado==0.17.0
 tinycss2==1.2.1
 toml==0.10.2
@@ -226,7 +226,7 @@ types-docutils==0.19.1.1
 types-pkg-resources==0.1.3
 types-pyyaml==6.0.12.2
 types-requests==2.28.11.5
-types-setuptools==65.5.0.3
+types-setuptools==65.6.0.0
 types-urllib3==1.26.25.4
 typing-extensions==4.4.0
 urllib3==1.26.12
diff --git a/.constraints/py3.8.txt b/.constraints/py3.8.txt
index bdbbbd33..071bad54 100644
--- a/.constraints/py3.8.txt
+++ b/.constraints/py3.8.txt
@@ -128,7 +128,7 @@ nodeenv==1.7.0
 notebook==6.5.2
 notebook-shim==0.2.2
 numba==0.56.4
-numpy==1.23.4
+numpy==1.23.5
 oauthlib==3.2.2
 opt-einsum==3.3.0
 packaging==21.3
@@ -216,7 +216,7 @@ tensorflow==2.11.0
 tensorflow-estimator==2.11.0
 tensorflow-io-gcs-filesystem==0.27.0
 tensorflow-probability==0.17.0
-termcolor==2.1.0
+termcolor==2.1.1
 terminado==0.17.0
 tinycss2==1.2.1
 toml==0.10.2
@@ -230,7 +230,7 @@ types-docutils==0.19.1.1
 types-pkg-resources==0.1.3
 types-pyyaml==6.0.12.2
 types-requests==2.28.11.5
-types-setuptools==65.5.0.3
+types-setuptools==65.6.0.0
 types-urllib3==1.26.25.4
 typing-extensions==4.4.0
 urllib3==1.26.12
diff --git a/.constraints/py3.9.txt b/.constraints/py3.9.txt
index 0a8c8d52..eb3ca58b 100644
--- a/.constraints/py3.9.txt
+++ b/.constraints/py3.9.txt
@@ -127,7 +127,7 @@ nodeenv==1.7.0
 notebook==6.5.2
 notebook-shim==0.2.2
 numba==0.56.4
-numpy==1.23.4
+numpy==1.23.5
 oauthlib==3.2.2
 opt-einsum==3.3.0
 packaging==21.3
@@ -214,7 +214,7 @@ tensorflow==2.11.0
 tensorflow-estimator==2.11.0
 tensorflow-io-gcs-filesystem==0.27.0
 tensorflow-probability==0.17.0
-termcolor==2.1.0
+termcolor==2.1.1
 terminado==0.17.0
 tinycss2==1.2.1
 toml==0.10.2
@@ -228,7 +228,7 @@ types-docutils==0.19.1.1
 types-pkg-resources==0.1.3
 types-pyyaml==6.0.12.2
 types-requests==2.28.11.5
-types-setuptools==65.5.0.3
+types-setuptools==65.6.0.0
 types-urllib3==1.26.25.4
 typing-extensions==4.4.0
 urllib3==1.26.12
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 4510105e..f9503158 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -44,7 +44,7 @@ repos:
       - id: trailing-whitespace
 
   - repo: https://github.com/ComPWA/repo-maintenance
-    rev: 0.0.153
+    rev: 0.0.157
     hooks:
       - id: check-dev-files
         args:

From 34bb5487da24674fb19505a4a0751a7f6ecc7920 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Sun, 20 Nov 2022 15:20:24 +0000
Subject: [PATCH 19/23] [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci
---
 .cspell.json                            | 7 ++-----
 .github/workflows/ci-style.yml          | 4 ++--
 .github/workflows/requirements-cron.yml | 2 +-
 .prettierignore                         | 1 -
 4 files changed, 5 insertions(+), 9 deletions(-)

diff --git a/.cspell.json b/.cspell.json
index b0460087..b58d0d73 100644
--- a/.cspell.json
+++ b/.cspell.json
@@ -1,10 +1,6 @@
 {
     "allowCompoundWords": true,
-    "enableFiletypes": [
-        "git-commit",
-        "julia",
-        "jupyter"
-    ],
+    "enableFiletypes": ["git-commit", "julia", "jupyter"],
     "flagWords": [
         "analyse",
         "colour",
@@ -27,6 +23,7 @@
         "*.svg",
         "*particle*.*ml",
         ".constraints/*.txt",
+        ".editorconfig",
         ".flake8*",
         ".gitignore",
         ".gitpod.*",
diff --git a/.github/workflows/ci-style.yml b/.github/workflows/ci-style.yml
index 131b8593..da47a97d 100644
--- a/.github/workflows/ci-style.yml
+++ b/.github/workflows/ci-style.yml
@@ -35,11 +35,11 @@ jobs:
           python -m pip install --upgrade pip
           pip install -c .constraints/py3.8.txt -e .[sty]
       - name: Run non-local pre-commit hooks
-        run: |
+        run: |-
           pre-commit run flake8 -a --color always
           pre-commit run mypy -a --color always
           pre-commit run pylint -a --color always
       - name: Run pre-commit hooks that don't work on pre-commit.ci
-        run: |
+        run: |-
           pre-commit run editorconfig-checker -a --color always
           pre-commit run pyright -a --color always
diff --git a/.github/workflows/requirements-cron.yml b/.github/workflows/requirements-cron.yml
index 1390ca96..629be607 100644
--- a/.github/workflows/requirements-cron.yml
+++ b/.github/workflows/requirements-cron.yml
@@ -2,7 +2,7 @@ name: Requirements (scheduled)
 
 on:
   schedule:
-    - cron: "0 3 1 */1 *"
+    - cron: "0 3 7 */1 *"
   workflow_dispatch:
 
 jobs:
diff --git a/.prettierignore b/.prettierignore
index 4fffca73..ea965b83 100644
--- a/.prettierignore
+++ b/.prettierignore
@@ -1,3 +1,2 @@
 *.ipynb
-.cspell.json
 LICENSE

From 9fba6de91fdbd9c93c71bb82aec8b3f58dd5d36a Mon Sep 17 00:00:00 2001
From: Remco de Boer <29308176+redeboer@users.noreply.github.com>
Date: Mon, 21 Nov 2022 19:14:45 +0100
Subject: [PATCH 20/23] MAINT: remove deprecated `set-output`

https://github.blog/changelog/2022-10-11-github-actions-deprecating-save-state-and-set-output-commands/
---
 .cspell.json                          | 524 +++++++++++++-------------
 .editorconfig                         |   7 +-
 .github/workflows/requirements-pr.yml |   5 +-
 .pre-commit-config.yaml               |   2 +-
 4 files changed, 269 insertions(+), 269 deletions(-)

diff --git a/.cspell.json b/.cspell.json
index b58d0d73..54b417d7 100644
--- a/.cspell.json
+++ b/.cspell.json
@@ -1,264 +1,264 @@
 {
-    "allowCompoundWords": true,
-    "enableFiletypes": ["git-commit", "julia", "jupyter"],
-    "flagWords": [
-        "analyse",
-        "colour",
-        "comparision",
-        "favour",
-        "flavour",
-        "hte",
-        "optimise",
-        "paramater",
-        "parmater",
-        "transision",
-        "transisions"
-    ],
-    "ignorePaths": [
-        "**/.cspell.json",
-        "*.bib",
-        "*.ico",
-        "*.root",
-        "*.rst_t",
-        "*.svg",
-        "*particle*.*ml",
-        ".constraints/*.txt",
-        ".editorconfig",
-        ".flake8*",
-        ".gitignore",
-        ".gitpod.*",
-        ".mypy.ini",
-        ".pre-commit-config.yaml",
-        ".prettierignore",
-        ".pydocstyle*",
-        ".pylintrc",
-        ".readthedocs.yml",
-        ".vscode/*",
-        ".vscode/.gitignore",
-        ".zenodo.json",
-        "codecov.yml",
-        "Dockerfile",
-        "docs/_templates/*",
-        "docs/adr/*/*",
-        "docs/conf.py",
-        "labels.toml",
-        "Makefile",
-        "Manifest.toml",
-        "Project.toml",
-        "pyproject.toml",
-        "pyrightconfig.json",
-        "pytest.ini",
-        "requirements*.txt",
-        "setup.cfg",
-        "setup.py",
-        "tox.ini",
-        "typings"
-    ],
-    "ignoreWords": [
-        "absl",
-        "allclose",
-        "ampform",
-        "arange",
-        "asdot",
-        "atfi",
-        "autoupdate",
-        "axhline",
-        "axvline",
-        "bdist",
-        "bgcolor",
-        "cano",
-        "capsys",
-        "celltoolbar",
-        "classmethod",
-        "cmap",
-        "cmin",
-        "codacy",
-        "codecov",
-        "codemirror",
-        "colab",
-        "commitlint",
-        "compwa",
-        "concat",
-        "coolwarm",
-        "darkred",
-        "docnb",
-        "doctest",
-        "doctests",
-        "dotprint",
-        "dphi",
-        "dtype",
-        "eqnarray",
-        "eval",
-        "evalf",
-        "figsize",
-        "filterwarnings",
-        "fmin",
-        "fontsize",
-        "fval",
-        "genindex",
-        "getsource",
-        "gridspec",
-        "heli",
-        "histtype",
-        "hspace",
-        "iloc",
-        "imag",
-        "iminuit",
-        "indeterministic",
-        "ioff",
-        "ipykernel",
-        "isinstance",
-        "isort",
-        "isrealobj",
-        "jupyterlab",
-        "keras",
-        "kernelspec",
-        "kwargs",
-        "lambdification",
-        "lambdified",
-        "lambdify",
-        "lambdifygenerated",
-        "linestyle",
-        "linewidth",
-        "linkcheck",
-        "linspace",
-        "logdir",
-        "macos",
-        "MAINT",
-        "markdownlint",
-        "mathbf",
-        "mathrm",
-        "maxdepth",
-        "meshgrid",
-        "mimetype",
-        "modindex",
-        "mprime",
-        "nbconvert",
-        "nbformat",
-        "nbins",
-        "nbody",
-        "nbsphinx",
-        "ncalls",
-        "ncols",
-        "ndarray",
-        "Nelder",
-        "noqa",
-        "noreply",
-        "nrows",
-        "numba",
-        "outfile",
-        "pandoc",
-        "pcolormesh",
-        "phasespace",
-        "phsp",
-        "precommit",
-        "prefactor",
-        "preorder",
-        "prereleased",
-        "pwa's",
-        "py's",
-        "pygments",
-        "pypi",
-        "pyplot",
-        "pyproject",
-        "pyright",
-        "pytestconfig",
-        "qrules",
-        "rightarrow",
-        "rtfd",
-        "rtol",
-        "scipy",
-        "sdist",
-        "seealso",
-        "sharex",
-        "sharey",
-        "startswith",
-        "staticmethod",
-        "subsys",
-        "suptitle",
-        "timeit",
-        "tolist",
-        "tqdm",
-        "unflatten",
-        "unflattened",
-        "unnormalized",
-        "unsubscriptable",
-        "vstack",
-        "waves's",
-        "wspace",
-        "xdata",
-        "xlabel",
-        "xlim",
-        "xreplace",
-        "xrightarrow",
-        "xticklabels",
-        "xticks",
-        "ydata",
-        "ylabel",
-        "ylim",
-        "yticks"
-    ],
-    "language": "en-US",
-    "version": "0.2",
-    "words": [
-        "backends",
-        "blatt",
-        "bottomness",
-        "breit",
-        "charmness",
-        "clebsch",
-        "combi",
-        "conda",
-        "cuda",
-        "deepcopy",
-        "determinator",
-        "determinators",
-        "docstrings",
-        "flatté",
-        "functors",
-        "gaussians",
-        "gell",
-        "gordan",
-        "graphviz",
-        "helicity",
-        "imap",
-        "ipynb",
-        "ipython",
-        "ipywidgets",
-        "isospin",
-        "itertools",
-        "jsonschema",
-        "jupyter",
-        "lambdifying",
-        "lineshape",
-        "mathbb",
-        "matplotlib",
-        "mkdir",
-        "mypy",
-        "nishijima",
-        "numpy",
-        "optimizable",
-        "permalinks",
-        "pycompwa",
-        "pydocstyle",
-        "pylint",
-        "pytest",
-        "setuptools",
-        "spflueger",
-        "struct",
-        "sympy",
-        "tensorboard",
-        "tensorflow",
-        "tensorwaves",
-        "toctree",
-        "topness",
-        "traceback",
-        "unbinned",
-        "vectorize",
-        "venv",
-        "weisskopf",
-        "xcode",
-        "Zenodo",
-        "zfit"
-    ]
+  "allowCompoundWords": true,
+  "enableFiletypes": ["git-commit", "julia", "jupyter"],
+  "flagWords": [
+    "analyse",
+    "colour",
+    "comparision",
+    "favour",
+    "flavour",
+    "hte",
+    "optimise",
+    "paramater",
+    "parmater",
+    "transision",
+    "transisions"
+  ],
+  "ignorePaths": [
+    "**/.cspell.json",
+    "*.bib",
+    "*.ico",
+    "*.root",
+    "*.rst_t",
+    "*.svg",
+    "*particle*.*ml",
+    ".constraints/*.txt",
+    ".editorconfig",
+    ".flake8*",
+    ".gitignore",
+    ".gitpod.*",
+    ".mypy.ini",
+    ".pre-commit-config.yaml",
+    ".prettierignore",
+    ".pydocstyle*",
+    ".pylintrc",
+    ".readthedocs.yml",
+    ".vscode/*",
+    ".vscode/.gitignore",
+    ".zenodo.json",
+    "codecov.yml",
+    "Dockerfile",
+    "docs/_templates/*",
+    "docs/adr/*/*",
+    "docs/conf.py",
+    "labels.toml",
+    "Makefile",
+    "Manifest.toml",
+    "Project.toml",
+    "pyproject.toml",
+    "pyrightconfig.json",
+    "pytest.ini",
+    "requirements*.txt",
+    "setup.cfg",
+    "setup.py",
+    "tox.ini",
+    "typings"
+  ],
+  "ignoreWords": [
+    "MAINT",
+    "Nelder",
+    "absl",
+    "allclose",
+    "ampform",
+    "arange",
+    "asdot",
+    "atfi",
+    "autoupdate",
+    "axhline",
+    "axvline",
+    "bdist",
+    "bgcolor",
+    "cano",
+    "capsys",
+    "celltoolbar",
+    "classmethod",
+    "cmap",
+    "cmin",
+    "codacy",
+    "codecov",
+    "codemirror",
+    "colab",
+    "commitlint",
+    "compwa",
+    "concat",
+    "coolwarm",
+    "darkred",
+    "docnb",
+    "doctest",
+    "doctests",
+    "dotprint",
+    "dphi",
+    "dtype",
+    "eqnarray",
+    "eval",
+    "evalf",
+    "figsize",
+    "filterwarnings",
+    "fmin",
+    "fontsize",
+    "fval",
+    "genindex",
+    "getsource",
+    "gridspec",
+    "heli",
+    "histtype",
+    "hspace",
+    "iloc",
+    "imag",
+    "iminuit",
+    "indeterministic",
+    "ioff",
+    "ipykernel",
+    "isinstance",
+    "isort",
+    "isrealobj",
+    "jupyterlab",
+    "keras",
+    "kernelspec",
+    "kwargs",
+    "lambdification",
+    "lambdified",
+    "lambdify",
+    "lambdifygenerated",
+    "linestyle",
+    "linewidth",
+    "linkcheck",
+    "linspace",
+    "logdir",
+    "macos",
+    "markdownlint",
+    "mathbf",
+    "mathrm",
+    "maxdepth",
+    "meshgrid",
+    "mimetype",
+    "modindex",
+    "mprime",
+    "nbconvert",
+    "nbformat",
+    "nbins",
+    "nbody",
+    "nbsphinx",
+    "ncalls",
+    "ncols",
+    "ndarray",
+    "noqa",
+    "noreply",
+    "nrows",
+    "numba",
+    "outfile",
+    "pandoc",
+    "pcolormesh",
+    "phasespace",
+    "phsp",
+    "precommit",
+    "prefactor",
+    "preorder",
+    "prereleased",
+    "pwa's",
+    "py's",
+    "pygments",
+    "pypi",
+    "pyplot",
+    "pyproject",
+    "pyright",
+    "pytestconfig",
+    "qrules",
+    "rightarrow",
+    "rtfd",
+    "rtol",
+    "scipy",
+    "sdist",
+    "seealso",
+    "sharex",
+    "sharey",
+    "startswith",
+    "staticmethod",
+    "subsys",
+    "suptitle",
+    "timeit",
+    "tolist",
+    "tqdm",
+    "unflatten",
+    "unflattened",
+    "unnormalized",
+    "unsubscriptable",
+    "vstack",
+    "waves's",
+    "wspace",
+    "xdata",
+    "xlabel",
+    "xlim",
+    "xreplace",
+    "xrightarrow",
+    "xticklabels",
+    "xticks",
+    "ydata",
+    "ylabel",
+    "ylim",
+    "yticks"
+  ],
+  "language": "en-US",
+  "version": "0.2",
+  "words": [
+    "backends",
+    "blatt",
+    "bottomness",
+    "breit",
+    "charmness",
+    "clebsch",
+    "combi",
+    "conda",
+    "cuda",
+    "deepcopy",
+    "determinator",
+    "determinators",
+    "docstrings",
+    "flatté",
+    "functors",
+    "gaussians",
+    "gell",
+    "gordan",
+    "graphviz",
+    "helicity",
+    "imap",
+    "ipynb",
+    "ipython",
+    "ipywidgets",
+    "isospin",
+    "itertools",
+    "jsonschema",
+    "jupyter",
+    "lambdifying",
+    "lineshape",
+    "mathbb",
+    "matplotlib",
+    "mkdir",
+    "mypy",
+    "nishijima",
+    "numpy",
+    "optimizable",
+    "permalinks",
+    "pycompwa",
+    "pydocstyle",
+    "pylint",
+    "pytest",
+    "setuptools",
+    "spflueger",
+    "struct",
+    "sympy",
+    "tensorboard",
+    "tensorflow",
+    "tensorwaves",
+    "toctree",
+    "topness",
+    "traceback",
+    "unbinned",
+    "vectorize",
+    "venv",
+    "weisskopf",
+    "xcode",
+    "Zenodo",
+    "zfit"
+  ]
 }
diff --git a/.editorconfig b/.editorconfig
index c184b58e..2737f6f8 100644
--- a/.editorconfig
+++ b/.editorconfig
@@ -8,14 +8,13 @@ insert_final_newline = true
 trim_trailing_whitespace = true
 
 [*.ipynb]
-indent_size = 1
+indent_size = unset
 
 [*.{py,toml}]
 indent_size = 4
 
-# when adding words through vscode, this is the resulting output format
-[.cspell.json]
-indent_size = 4
+[LICENSE]
+indent_size = unset
 
 [setup.cfg]
 indent_size = 4
diff --git a/.github/workflows/requirements-pr.yml b/.github/workflows/requirements-pr.yml
index 99372fab..254c9856 100644
--- a/.github/workflows/requirements-pr.yml
+++ b/.github/workflows/requirements-pr.yml
@@ -18,8 +18,9 @@ jobs:
           fetch-depth: 0
       - name: Determine dependency changes
         run: |
-          DIFF="$(git diff origin/main --color -- .constraints .pre-commit-config.yaml setup.cfg)"
-          echo ::set-output name=diff::"${DIFF}"
+          echo 'diff<<EOF' >> $GITHUB_OUTPUT
+          git diff origin/main --color -- .constraints .pre-commit-config.yaml setup.cfg >> $GITHUB_OUTPUT
+          echo 'EOF' >> $GITHUB_OUTPUT
         id: diff
     outputs:
       diff: ${{ steps.diff.outputs.diff }}
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index f9503158..e7af57f6 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -44,7 +44,7 @@ repos:
       - id: trailing-whitespace
 
   - repo: https://github.com/ComPWA/repo-maintenance
-    rev: 0.0.157
+    rev: 0.0.159
     hooks:
       - id: check-dev-files
         args:

From fd8aa87da8174312fc7653bc7cc2fd0e9b106843 Mon Sep 17 00:00:00 2001
From: GitHub <noreply@github.com>
Date: Mon, 21 Nov 2022 18:17:56 +0000
Subject: [PATCH 21/23] MAINT: update pip constraints and pre-commit

---
 .constraints/py3.10.txt | 7 ++++---
 .constraints/py3.7.txt  | 4 ++--
 .constraints/py3.8.txt  | 7 ++++---
 .constraints/py3.9.txt  | 7 ++++---
 4 files changed, 14 insertions(+), 11 deletions(-)

diff --git a/.constraints/py3.10.txt b/.constraints/py3.10.txt
index a6f08271..e53d945d 100644
--- a/.constraints/py3.10.txt
+++ b/.constraints/py3.10.txt
@@ -28,6 +28,7 @@ charset-normalizer==2.1.1
 click==8.1.3
 cloudpickle==2.2.0
 colorama==0.4.6
+comm==0.1.0
 contourpy==1.0.6
 coverage==6.5.0
 cycler==0.11.0
@@ -72,7 +73,7 @@ imagesize==1.4.1
 iminuit==2.17.0
 importlib-metadata==5.0.0
 iniconfig==1.1.1
-ipykernel==6.17.1
+ipykernel==6.18.0
 ipympl==0.9.2
 ipython==8.6.0
 ipython-genutils==0.2.0
@@ -89,7 +90,7 @@ jupyter-cache==0.5.0
 jupyter-client==7.4.7
 jupyter-console==6.4.4
 jupyter-core==5.0.0
-jupyter-server==1.23.2
+jupyter-server==1.23.3
 jupyterlab==3.5.0
 jupyterlab-code-formatter==1.5.3
 jupyterlab-markup==1.1.0
@@ -145,7 +146,7 @@ platformdirs==2.5.4
 pluggy==1.0.0
 pre-commit==2.20.0
 prometheus-client==0.15.0
-prompt-toolkit==3.0.32
+prompt-toolkit==3.0.33
 protobuf==3.19.6
 psutil==5.9.4
 ptyprocess==0.7.0
diff --git a/.constraints/py3.7.txt b/.constraints/py3.7.txt
index 9bbe0383..a32e400b 100644
--- a/.constraints/py3.7.txt
+++ b/.constraints/py3.7.txt
@@ -86,7 +86,7 @@ jupyter-cache==0.5.0
 jupyter-client==7.4.7
 jupyter-console==6.4.4
 jupyter-core==4.11.2
-jupyter-server==1.23.2
+jupyter-server==1.23.3
 jupyterlab==3.5.0
 jupyterlab-code-formatter==1.5.3
 jupyterlab-markup==1.1.0
@@ -143,7 +143,7 @@ platformdirs==2.5.4
 pluggy==1.0.0
 pre-commit==2.20.0
 prometheus-client==0.15.0
-prompt-toolkit==3.0.32
+prompt-toolkit==3.0.33
 protobuf==3.19.6
 psutil==5.9.4
 ptyprocess==0.7.0
diff --git a/.constraints/py3.8.txt b/.constraints/py3.8.txt
index 071bad54..df950948 100644
--- a/.constraints/py3.8.txt
+++ b/.constraints/py3.8.txt
@@ -28,6 +28,7 @@ charset-normalizer==2.1.1
 click==8.1.3
 cloudpickle==2.2.0
 colorama==0.4.6
+comm==0.1.0
 contourpy==1.0.6
 coverage==6.5.0
 cycler==0.11.0
@@ -73,7 +74,7 @@ iminuit==2.17.0
 importlib-metadata==5.0.0
 importlib-resources==5.10.0
 iniconfig==1.1.1
-ipykernel==6.17.1
+ipykernel==6.18.0
 ipympl==0.9.2
 ipython==8.6.0
 ipython-genutils==0.2.0
@@ -90,7 +91,7 @@ jupyter-cache==0.5.0
 jupyter-client==7.4.7
 jupyter-console==6.4.4
 jupyter-core==5.0.0
-jupyter-server==1.23.2
+jupyter-server==1.23.3
 jupyterlab==3.5.0
 jupyterlab-code-formatter==1.5.3
 jupyterlab-markup==1.1.0
@@ -147,7 +148,7 @@ platformdirs==2.5.4
 pluggy==1.0.0
 pre-commit==2.20.0
 prometheus-client==0.15.0
-prompt-toolkit==3.0.32
+prompt-toolkit==3.0.33
 protobuf==3.19.6
 psutil==5.9.4
 ptyprocess==0.7.0
diff --git a/.constraints/py3.9.txt b/.constraints/py3.9.txt
index eb3ca58b..b7e27286 100644
--- a/.constraints/py3.9.txt
+++ b/.constraints/py3.9.txt
@@ -28,6 +28,7 @@ charset-normalizer==2.1.1
 click==8.1.3
 cloudpickle==2.2.0
 colorama==0.4.6
+comm==0.1.0
 contourpy==1.0.6
 coverage==6.5.0
 cycler==0.11.0
@@ -72,7 +73,7 @@ imagesize==1.4.1
 iminuit==2.17.0
 importlib-metadata==5.0.0
 iniconfig==1.1.1
-ipykernel==6.17.1
+ipykernel==6.18.0
 ipympl==0.9.2
 ipython==8.6.0
 ipython-genutils==0.2.0
@@ -89,7 +90,7 @@ jupyter-cache==0.5.0
 jupyter-client==7.4.7
 jupyter-console==6.4.4
 jupyter-core==5.0.0
-jupyter-server==1.23.2
+jupyter-server==1.23.3
 jupyterlab==3.5.0
 jupyterlab-code-formatter==1.5.3
 jupyterlab-markup==1.1.0
@@ -145,7 +146,7 @@ platformdirs==2.5.4
 pluggy==1.0.0
 pre-commit==2.20.0
 prometheus-client==0.15.0
-prompt-toolkit==3.0.32
+prompt-toolkit==3.0.33
 protobuf==3.19.6
 psutil==5.9.4
 ptyprocess==0.7.0

From d1a8adc6b261855c594ced3083ac8480193f0af6 Mon Sep 17 00:00:00 2001
From: GitHub <noreply@github.com>
Date: Mon, 21 Nov 2022 23:55:34 +0000
Subject: [PATCH 22/23] MAINT: update pip constraints and pre-commit

---
 .constraints/py3.10.txt | 7 +++----
 .constraints/py3.7.txt  | 4 ++--
 .constraints/py3.8.txt  | 7 +++----
 .constraints/py3.9.txt  | 7 +++----
 4 files changed, 11 insertions(+), 14 deletions(-)

diff --git a/.constraints/py3.10.txt b/.constraints/py3.10.txt
index e53d945d..17f8fb3c 100644
--- a/.constraints/py3.10.txt
+++ b/.constraints/py3.10.txt
@@ -28,7 +28,6 @@ charset-normalizer==2.1.1
 click==8.1.3
 cloudpickle==2.2.0
 colorama==0.4.6
-comm==0.1.0
 contourpy==1.0.6
 coverage==6.5.0
 cycler==0.11.0
@@ -64,7 +63,7 @@ google-auth-oauthlib==0.4.6
 google-pasta==0.2.0
 graphviz==0.20.1
 greenlet==2.0.1
-grpcio==1.50.0
+grpcio==1.51.0
 h5py==3.7.0
 hepunits==2.3.0
 identify==2.5.9
@@ -73,7 +72,7 @@ imagesize==1.4.1
 iminuit==2.17.0
 importlib-metadata==5.0.0
 iniconfig==1.1.1
-ipykernel==6.18.0
+ipykernel==6.17.1
 ipympl==0.9.2
 ipython==8.6.0
 ipython-genutils==0.2.0
@@ -81,7 +80,7 @@ ipywidgets==8.0.2
 isort==5.10.1
 jax==0.3.25
 jaxlib==0.3.25
-jedi==0.18.1
+jedi==0.18.2
 jinja2==3.1.2
 json5==0.9.10
 jsonschema==4.17.0
diff --git a/.constraints/py3.7.txt b/.constraints/py3.7.txt
index a32e400b..56a3329c 100644
--- a/.constraints/py3.7.txt
+++ b/.constraints/py3.7.txt
@@ -59,7 +59,7 @@ google-auth-oauthlib==0.4.6
 google-pasta==0.2.0
 graphviz==0.20.1
 greenlet==2.0.1
-grpcio==1.50.0
+grpcio==1.51.0
 h5py==3.7.0
 hepunits==2.3.0
 identify==2.5.9
@@ -77,7 +77,7 @@ ipywidgets==8.0.2
 isort==5.10.1
 jax==0.3.25
 jaxlib==0.3.25
-jedi==0.18.1
+jedi==0.18.2
 jinja2==3.1.2
 json5==0.9.10
 jsonschema==4.17.0
diff --git a/.constraints/py3.8.txt b/.constraints/py3.8.txt
index df950948..d760de1a 100644
--- a/.constraints/py3.8.txt
+++ b/.constraints/py3.8.txt
@@ -28,7 +28,6 @@ charset-normalizer==2.1.1
 click==8.1.3
 cloudpickle==2.2.0
 colorama==0.4.6
-comm==0.1.0
 contourpy==1.0.6
 coverage==6.5.0
 cycler==0.11.0
@@ -64,7 +63,7 @@ google-auth-oauthlib==0.4.6
 google-pasta==0.2.0
 graphviz==0.20.1
 greenlet==2.0.1
-grpcio==1.50.0
+grpcio==1.51.0
 h5py==3.7.0
 hepunits==2.3.0
 identify==2.5.9
@@ -74,7 +73,7 @@ iminuit==2.17.0
 importlib-metadata==5.0.0
 importlib-resources==5.10.0
 iniconfig==1.1.1
-ipykernel==6.18.0
+ipykernel==6.17.1
 ipympl==0.9.2
 ipython==8.6.0
 ipython-genutils==0.2.0
@@ -82,7 +81,7 @@ ipywidgets==8.0.2
 isort==5.10.1
 jax==0.3.25
 jaxlib==0.3.25
-jedi==0.18.1
+jedi==0.18.2
 jinja2==3.1.2
 json5==0.9.10
 jsonschema==4.17.0
diff --git a/.constraints/py3.9.txt b/.constraints/py3.9.txt
index b7e27286..c1b18e5c 100644
--- a/.constraints/py3.9.txt
+++ b/.constraints/py3.9.txt
@@ -28,7 +28,6 @@ charset-normalizer==2.1.1
 click==8.1.3
 cloudpickle==2.2.0
 colorama==0.4.6
-comm==0.1.0
 contourpy==1.0.6
 coverage==6.5.0
 cycler==0.11.0
@@ -64,7 +63,7 @@ google-auth-oauthlib==0.4.6
 google-pasta==0.2.0
 graphviz==0.20.1
 greenlet==2.0.1
-grpcio==1.50.0
+grpcio==1.51.0
 h5py==3.7.0
 hepunits==2.3.0
 identify==2.5.9
@@ -73,7 +72,7 @@ imagesize==1.4.1
 iminuit==2.17.0
 importlib-metadata==5.0.0
 iniconfig==1.1.1
-ipykernel==6.18.0
+ipykernel==6.17.1
 ipympl==0.9.2
 ipython==8.6.0
 ipython-genutils==0.2.0
@@ -81,7 +80,7 @@ ipywidgets==8.0.2
 isort==5.10.1
 jax==0.3.25
 jaxlib==0.3.25
-jedi==0.18.1
+jedi==0.18.2
 jinja2==3.1.2
 json5==0.9.10
 jsonschema==4.17.0

From f7d1b3b7463cee9f8ea029ad42d9d79b24601efe Mon Sep 17 00:00:00 2001
From: GitHub <noreply@github.com>
Date: Fri, 25 Nov 2022 10:59:25 +0000
Subject: [PATCH 23/23] MAINT: update pip constraints and pre-commit

---
 .constraints/py3.10.txt | 22 +++++++++++-----------
 .constraints/py3.7.txt  | 12 ++++++------
 .constraints/py3.8.txt  | 22 +++++++++++-----------
 .constraints/py3.9.txt  | 22 +++++++++++-----------
 .pre-commit-config.yaml |  4 ++--
 5 files changed, 41 insertions(+), 41 deletions(-)

diff --git a/.constraints/py3.10.txt b/.constraints/py3.10.txt
index 17f8fb3c..d6374e43 100644
--- a/.constraints/py3.10.txt
+++ b/.constraints/py3.10.txt
@@ -44,7 +44,7 @@ execnet==1.9.0
 executing==1.2.0
 fastjsonschema==2.16.2
 filelock==3.8.0
-flake8==5.0.4
+flake8==6.0.0
 flake8-blind-except==0.2.1
 flake8-bugbear==22.10.27
 flake8-builtins==2.0.1
@@ -55,7 +55,7 @@ flake8-pytest-style==1.6.0
 flake8-rst-docstrings==0.3.0
 flake8-type-ignore==0.1.0.post2 ; python_version >= "3.8.0"
 flake8-use-fstring==1.4
-flatbuffers==22.10.26
+flatbuffers==22.11.23
 fonttools==4.38.0
 gast==0.4.0
 google-auth==2.14.1
@@ -63,14 +63,14 @@ google-auth-oauthlib==0.4.6
 google-pasta==0.2.0
 graphviz==0.20.1
 greenlet==2.0.1
-grpcio==1.51.0
+grpcio==1.50.0
 h5py==3.7.0
 hepunits==2.3.0
 identify==2.5.9
 idna==3.4
 imagesize==1.4.1
 iminuit==2.17.0
-importlib-metadata==5.0.0
+importlib-metadata==5.1.0
 iniconfig==1.1.1
 ipykernel==6.17.1
 ipympl==0.9.2
@@ -83,7 +83,7 @@ jaxlib==0.3.25
 jedi==0.18.2
 jinja2==3.1.2
 json5==0.9.10
-jsonschema==4.17.0
+jsonschema==4.17.1
 jupyter==1.0.0
 jupyter-cache==0.5.0
 jupyter-client==7.4.7
@@ -131,7 +131,7 @@ numpy==1.23.5
 oauthlib==3.2.2
 opt-einsum==3.3.0
 packaging==21.3
-pandas==1.5.1
+pandas==1.5.2
 pandocfilters==1.5.0
 parso==0.8.3
 particle==0.21.0
@@ -154,12 +154,12 @@ py==1.11.0
 py-cpuinfo==9.0.0
 pyasn1==0.4.8
 pyasn1-modules==0.2.8
-pycodestyle==2.9.1
+pycodestyle==2.10.0
 pycparser==2.21
 pydantic==1.10.2
 pydata-sphinx-theme==0.8.1
 pydocstyle==6.1.1
-pyflakes==2.5.0
+pyflakes==3.0.1
 pygments==2.13.0
 pylint==2.15.6
 pyparsing==3.0.9
@@ -212,7 +212,7 @@ tensorboard-data-server==0.6.1
 tensorboard-plugin-wit==1.8.1
 tensorflow==2.11.0
 tensorflow-estimator==2.11.0
-tensorflow-io-gcs-filesystem==0.27.0
+tensorflow-io-gcs-filesystem==0.28.0
 tensorflow-probability==0.17.0
 termcolor==2.1.1
 terminado==0.17.0
@@ -228,10 +228,10 @@ types-docutils==0.19.1.1
 types-pkg-resources==0.1.3
 types-pyyaml==6.0.12.2
 types-requests==2.28.11.5
-types-setuptools==65.6.0.0
+types-setuptools==65.6.0.1
 types-urllib3==1.26.25.4
 typing-extensions==4.4.0
-urllib3==1.26.12
+urllib3==1.26.13
 virtualenv==20.16.7
 wcwidth==0.2.5
 webencodings==0.5.1
diff --git a/.constraints/py3.7.txt b/.constraints/py3.7.txt
index 56a3329c..8b787a4a 100644
--- a/.constraints/py3.7.txt
+++ b/.constraints/py3.7.txt
@@ -51,7 +51,7 @@ flake8-plugin-utils==1.3.2
 flake8-pytest-style==1.6.0
 flake8-rst-docstrings==0.3.0
 flake8-use-fstring==1.4
-flatbuffers==22.10.26
+flatbuffers==22.11.23
 fonttools==4.38.0
 gast==0.4.0
 google-auth==2.14.1
@@ -59,7 +59,7 @@ google-auth-oauthlib==0.4.6
 google-pasta==0.2.0
 graphviz==0.20.1
 greenlet==2.0.1
-grpcio==1.51.0
+grpcio==1.50.0
 h5py==3.7.0
 hepunits==2.3.0
 identify==2.5.9
@@ -80,7 +80,7 @@ jaxlib==0.3.25
 jedi==0.18.2
 jinja2==3.1.2
 json5==0.9.10
-jsonschema==4.17.0
+jsonschema==4.17.1
 jupyter==1.0.0
 jupyter-cache==0.5.0
 jupyter-client==7.4.7
@@ -209,7 +209,7 @@ tensorboard-data-server==0.6.1
 tensorboard-plugin-wit==1.8.1
 tensorflow==2.11.0
 tensorflow-estimator==2.11.0
-tensorflow-io-gcs-filesystem==0.27.0
+tensorflow-io-gcs-filesystem==0.28.0
 tensorflow-probability==0.17.0
 termcolor==2.1.1
 terminado==0.17.0
@@ -226,10 +226,10 @@ types-docutils==0.19.1.1
 types-pkg-resources==0.1.3
 types-pyyaml==6.0.12.2
 types-requests==2.28.11.5
-types-setuptools==65.6.0.0
+types-setuptools==65.6.0.1
 types-urllib3==1.26.25.4
 typing-extensions==4.4.0
-urllib3==1.26.12
+urllib3==1.26.13
 virtualenv==20.15.1 ; python_version < "3.8.0"
 wcwidth==0.2.5
 webencodings==0.5.1
diff --git a/.constraints/py3.8.txt b/.constraints/py3.8.txt
index d760de1a..25ce738f 100644
--- a/.constraints/py3.8.txt
+++ b/.constraints/py3.8.txt
@@ -44,7 +44,7 @@ execnet==1.9.0
 executing==1.2.0
 fastjsonschema==2.16.2
 filelock==3.8.0
-flake8==5.0.4
+flake8==6.0.0
 flake8-blind-except==0.2.1
 flake8-bugbear==22.10.27
 flake8-builtins==2.0.1
@@ -55,7 +55,7 @@ flake8-pytest-style==1.6.0
 flake8-rst-docstrings==0.3.0
 flake8-type-ignore==0.1.0.post2 ; python_version >= "3.8.0"
 flake8-use-fstring==1.4
-flatbuffers==22.10.26
+flatbuffers==22.11.23
 fonttools==4.38.0
 gast==0.4.0
 google-auth==2.14.1
@@ -63,14 +63,14 @@ google-auth-oauthlib==0.4.6
 google-pasta==0.2.0
 graphviz==0.20.1
 greenlet==2.0.1
-grpcio==1.51.0
+grpcio==1.50.0
 h5py==3.7.0
 hepunits==2.3.0
 identify==2.5.9
 idna==3.4
 imagesize==1.4.1
 iminuit==2.17.0
-importlib-metadata==5.0.0
+importlib-metadata==5.1.0
 importlib-resources==5.10.0
 iniconfig==1.1.1
 ipykernel==6.17.1
@@ -84,7 +84,7 @@ jaxlib==0.3.25
 jedi==0.18.2
 jinja2==3.1.2
 json5==0.9.10
-jsonschema==4.17.0
+jsonschema==4.17.1
 jupyter==1.0.0
 jupyter-cache==0.5.0
 jupyter-client==7.4.7
@@ -132,7 +132,7 @@ numpy==1.23.5
 oauthlib==3.2.2
 opt-einsum==3.3.0
 packaging==21.3
-pandas==1.5.1
+pandas==1.5.2
 pandocfilters==1.5.0
 parso==0.8.3
 particle==0.21.0
@@ -156,12 +156,12 @@ py==1.11.0
 py-cpuinfo==9.0.0
 pyasn1==0.4.8
 pyasn1-modules==0.2.8
-pycodestyle==2.9.1
+pycodestyle==2.10.0
 pycparser==2.21
 pydantic==1.10.2
 pydata-sphinx-theme==0.8.1
 pydocstyle==6.1.1
-pyflakes==2.5.0
+pyflakes==3.0.1
 pygments==2.13.0
 pylint==2.15.6
 pyparsing==3.0.9
@@ -214,7 +214,7 @@ tensorboard-data-server==0.6.1
 tensorboard-plugin-wit==1.8.1
 tensorflow==2.11.0
 tensorflow-estimator==2.11.0
-tensorflow-io-gcs-filesystem==0.27.0
+tensorflow-io-gcs-filesystem==0.28.0
 tensorflow-probability==0.17.0
 termcolor==2.1.1
 terminado==0.17.0
@@ -230,10 +230,10 @@ types-docutils==0.19.1.1
 types-pkg-resources==0.1.3
 types-pyyaml==6.0.12.2
 types-requests==2.28.11.5
-types-setuptools==65.6.0.0
+types-setuptools==65.6.0.1
 types-urllib3==1.26.25.4
 typing-extensions==4.4.0
-urllib3==1.26.12
+urllib3==1.26.13
 virtualenv==20.16.7
 wcwidth==0.2.5
 webencodings==0.5.1
diff --git a/.constraints/py3.9.txt b/.constraints/py3.9.txt
index c1b18e5c..bdb713e8 100644
--- a/.constraints/py3.9.txt
+++ b/.constraints/py3.9.txt
@@ -44,7 +44,7 @@ execnet==1.9.0
 executing==1.2.0
 fastjsonschema==2.16.2
 filelock==3.8.0
-flake8==5.0.4
+flake8==6.0.0
 flake8-blind-except==0.2.1
 flake8-bugbear==22.10.27
 flake8-builtins==2.0.1
@@ -55,7 +55,7 @@ flake8-pytest-style==1.6.0
 flake8-rst-docstrings==0.3.0
 flake8-type-ignore==0.1.0.post2 ; python_version >= "3.8.0"
 flake8-use-fstring==1.4
-flatbuffers==22.10.26
+flatbuffers==22.11.23
 fonttools==4.38.0
 gast==0.4.0
 google-auth==2.14.1
@@ -63,14 +63,14 @@ google-auth-oauthlib==0.4.6
 google-pasta==0.2.0
 graphviz==0.20.1
 greenlet==2.0.1
-grpcio==1.51.0
+grpcio==1.50.0
 h5py==3.7.0
 hepunits==2.3.0
 identify==2.5.9
 idna==3.4
 imagesize==1.4.1
 iminuit==2.17.0
-importlib-metadata==5.0.0
+importlib-metadata==5.1.0
 iniconfig==1.1.1
 ipykernel==6.17.1
 ipympl==0.9.2
@@ -83,7 +83,7 @@ jaxlib==0.3.25
 jedi==0.18.2
 jinja2==3.1.2
 json5==0.9.10
-jsonschema==4.17.0
+jsonschema==4.17.1
 jupyter==1.0.0
 jupyter-cache==0.5.0
 jupyter-client==7.4.7
@@ -131,7 +131,7 @@ numpy==1.23.5
 oauthlib==3.2.2
 opt-einsum==3.3.0
 packaging==21.3
-pandas==1.5.1
+pandas==1.5.2
 pandocfilters==1.5.0
 parso==0.8.3
 particle==0.21.0
@@ -154,12 +154,12 @@ py==1.11.0
 py-cpuinfo==9.0.0
 pyasn1==0.4.8
 pyasn1-modules==0.2.8
-pycodestyle==2.9.1
+pycodestyle==2.10.0
 pycparser==2.21
 pydantic==1.10.2
 pydata-sphinx-theme==0.8.1
 pydocstyle==6.1.1
-pyflakes==2.5.0
+pyflakes==3.0.1
 pygments==2.13.0
 pylint==2.15.6
 pyparsing==3.0.9
@@ -212,7 +212,7 @@ tensorboard-data-server==0.6.1
 tensorboard-plugin-wit==1.8.1
 tensorflow==2.11.0
 tensorflow-estimator==2.11.0
-tensorflow-io-gcs-filesystem==0.27.0
+tensorflow-io-gcs-filesystem==0.28.0
 tensorflow-probability==0.17.0
 termcolor==2.1.1
 terminado==0.17.0
@@ -228,10 +228,10 @@ types-docutils==0.19.1.1
 types-pkg-resources==0.1.3
 types-pyyaml==6.0.12.2
 types-requests==2.28.11.5
-types-setuptools==65.6.0.0
+types-setuptools==65.6.0.1
 types-urllib3==1.26.25.4
 typing-extensions==4.4.0
-urllib3==1.26.12
+urllib3==1.26.13
 virtualenv==20.16.7
 wcwidth==0.2.5
 webencodings==0.5.1
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index e7af57f6..c94a2698 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -17,7 +17,7 @@ repos:
       - id: check-useless-excludes
 
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.3.0
+    rev: v4.4.0
     hooks:
       - id: check-ast
       - id: check-case-conflict
@@ -180,7 +180,7 @@ repos:
           - python
 
   - repo: https://github.com/ComPWA/mirrors-pyright
-    rev: v1.1.280
+    rev: v1.1.281
     hooks:
       - id: pyright