From 3e06ad319a6d08d8a9e0cb7cbaef7e4a47975958 Mon Sep 17 00:00:00 2001
From: GitHub <noreply@github.com>
Date: Tue, 7 May 2024 03:20:16 +0000
Subject: [PATCH 01/11] MAINT: update pip constraints and pre-commit

---
 .constraints/py3.10.txt | 131 ++++++++++++++++++++--------------------
 .constraints/py3.11.txt | 129 ++++++++++++++++++++-------------------
 .constraints/py3.8.txt  | 102 +++++++++++++++----------------
 .constraints/py3.9.txt  | 129 ++++++++++++++++++++-------------------
 .pre-commit-config.yaml |  12 ++--
 5 files changed, 256 insertions(+), 247 deletions(-)

diff --git a/.constraints/py3.10.txt b/.constraints/py3.10.txt
index d1aa0298..22161075 100644
--- a/.constraints/py3.10.txt
+++ b/.constraints/py3.10.txt
@@ -3,7 +3,7 @@
 absl-py==2.1.0
 accessible-pygments==0.0.4
 alabaster==0.7.16
-ampform==0.15.0
+ampform==0.15.1
 anyio==4.3.0
 argon2-cffi==23.1.0
 argon2-cffi-bindings==21.2.0
@@ -12,9 +12,9 @@ asttokens==2.4.1
 astunparse==1.6.3
 async-lru==2.0.4
 attrs==23.2.0
-babel==2.14.0
+babel==2.15.0
 beautifulsoup4==4.12.3
-black==24.3.0
+black==24.4.2
 bleach==6.1.0
 cachetools==5.3.3
 cattrs==23.2.3
@@ -28,7 +28,7 @@ cloudpickle==3.0.0
 colorama==0.4.6
 comm==0.2.2
 contourpy==1.2.1
-coverage==7.4.4
+coverage==7.5.1
 cycler==0.12.1
 debugpy==1.8.1
 decorator==5.1.1
@@ -36,12 +36,12 @@ defusedxml==0.7.1
 distlib==0.3.8
 dm-tree==0.1.8
 docstring-to-markdown==0.15
-docutils==0.20.1
-exceptiongroup==1.2.0
-execnet==2.1.0
+docutils==0.21.2
+exceptiongroup==1.2.1
+execnet==2.1.1
 executing==2.0.1
 fastjsonschema==2.19.1
-filelock==3.13.3
+filelock==3.14.0
 flatbuffers==24.3.25
 fonttools==4.51.0
 fqdn==1.5.1
@@ -51,21 +51,21 @@ gitpython==3.1.43
 google-pasta==0.2.0
 graphviz==0.20.3
 greenlet==3.0.3
-grpcio==1.62.1
+grpcio==1.63.0
 h11==0.14.0
-h5py==3.10.0
+h5py==3.11.0
 hepunits==2.3.3
 httpcore==1.0.5
 httpx==0.27.0
-identify==2.5.35
-idna==3.6
+identify==2.5.36
+idna==3.7
 imagesize==1.4.1
 iminuit==2.25.2
 importlib-metadata==7.1.0
 iniconfig==2.0.0
 ipykernel==6.29.4
-ipympl==0.9.3
-ipython==8.23.0
+ipympl==0.9.4
+ipython==8.24.0
 ipython-genutils==0.2.0
 ipywidgets==8.1.2
 isoduration==20.11.0
@@ -73,10 +73,10 @@ isort==5.13.2
 jax==0.4.26
 jaxlib==0.4.26
 jedi==0.19.1
-jinja2==3.1.3
-json5==0.9.24
+jinja2==3.1.4
+json5==0.9.25
 jsonpointer==2.4
-jsonschema==4.21.1
+jsonschema==4.22.0
 jsonschema-specifications==2023.12.1
 jupyter==1.0.0
 jupyter-cache==1.0.0
@@ -84,47 +84,46 @@ jupyter-client==8.6.1
 jupyter-console==6.6.3
 jupyter-core==5.7.2
 jupyter-events==0.10.0
-jupyter-lsp==2.2.4
-jupyter-server==2.13.0
+jupyter-lsp==2.2.5
+jupyter-server==2.14.0
 jupyter-server-mathjax==0.2.6
 jupyter-server-terminals==0.5.3
-jupyterlab==4.1.5
+jupyterlab==4.2.0
 jupyterlab-code-formatter==2.2.1
 jupyterlab-git==0.50.0
 jupyterlab-lsp==5.1.0
-jupyterlab-myst==2.3.2
+jupyterlab-myst==2.4.2
 jupyterlab-pygments==0.3.0
-jupyterlab-server==2.25.4
+jupyterlab-server==2.27.1
 jupyterlab-widgets==3.0.10
-keras==3.1.1
+keras==3.3.3
 kiwisolver==1.4.5
 libclang==18.1.1
-livereload==2.6.3
 llvmlite==0.42.0
 lsprotocol==2023.0.1
 markdown==3.6
 markdown-it-py==3.0.0
 markupsafe==2.1.5
 matplotlib==3.8.4
-matplotlib-inline==0.1.6
+matplotlib-inline==0.1.7
 mdit-py-plugins==0.4.0
 mdurl==0.1.2
 mistune==3.0.2
 ml-dtypes==0.3.2
 mpmath==1.3.0
-mypy==1.9.0
+mypy==1.10.0
 mypy-extensions==1.0.0
-myst-nb==1.0.0
-myst-parser==2.0.0
-namex==0.0.7
+myst-nb==1.1.0
+myst-parser==3.0.1
+namex==0.0.8
 nbclient==0.6.8
-nbconvert==7.16.3
+nbconvert==7.16.4
 nbdime==4.0.1
 nbformat==5.10.4
 nbmake==1.5.3
 nest-asyncio==1.6.0
 nodeenv==1.8.0
-notebook==7.1.2
+notebook==7.0.7
 notebook-shim==0.2.4
 numba==0.59.1
 numpy==1.26.4
@@ -132,16 +131,16 @@ opt-einsum==3.3.0
 optree==0.11.0
 overrides==7.7.0
 packaging==24.0
-pandas==2.2.1
+pandas==2.2.2
 pandocfilters==1.5.1
 parso==0.8.4
-particle==0.23.1
+particle==0.24.0
 pathspec==0.12.1
 pexpect==4.9.0
-phasespace==1.9.0
+phasespace==1.10.3
 pillow==10.3.0
-platformdirs==4.2.0
-pluggy==1.4.0
+platformdirs==4.2.1
+pluggy==1.5.0
 pre-commit==3.7.0
 prometheus-client==0.20.0
 prompt-toolkit==3.0.43
@@ -150,50 +149,50 @@ psutil==5.9.8
 ptyprocess==0.7.0
 pure-eval==0.2.2
 py-cpuinfo==9.0.0
-pyarrow==15.0.2
+pyarrow==16.0.0
 pycparser==2.22
 pydata-sphinx-theme==0.15.2
-pygments==2.17.2
+pygments==2.18.0
 pyparsing==3.1.2
 pyproject-api==1.6.1
-pytest==8.1.1
+pytest==8.2.0
 pytest-benchmark==4.0.0
 pytest-cov==5.0.0
 pytest-mock==3.14.0
-pytest-xdist==3.5.0
-python-constraint==1.3.1
+pytest-xdist==3.6.1
+python-constraint==1.4.0
 python-dateutil==2.9.0.post0
 python-json-logger==2.0.7
 python-lsp-jsonrpc==1.1.2
-python-lsp-ruff==2.2.0
+python-lsp-ruff==2.2.1
 python-lsp-server==1.11.0
 pytoolconfig==1.3.1
 pytz==2024.1
 pyyaml==6.0.1
-pyzmq==25.1.2
+pyzmq==26.0.3
 qrules==0.10.1
-qtconsole==5.5.1
+qtconsole==5.5.2
 qtpy==2.4.1
-referencing==0.34.0
+referencing==0.35.1
 requests==2.31.0
 rfc3339-validator==0.1.4
 rfc3986-validator==0.1.1
 rich==13.7.1
 rope==1.13.0
-rpds-py==0.18.0
-ruff==0.3.5
+rpds-py==0.18.1
+ruff==0.4.3
 scipy==1.13.0
-send2trash==1.8.2
+send2trash==1.8.3
 six==1.16.0
 smmap==5.0.1
 sniffio==1.3.1
 snowballstemmer==2.2.0
 soupsieve==2.5
-sphinx==7.2.6
-sphinx-api-relink==0.0.8
-sphinx-autobuild==2024.2.4
+sphinx==7.3.7
+sphinx-api-relink==0.0.9
+sphinx-autobuild==2024.4.16
 sphinx-book-theme==1.1.2
-sphinx-codeautolink==0.15.0
+sphinx-codeautolink==0.15.1
 sphinx-comments==0.0.3
 sphinx-copybutton==0.5.2
 sphinx-design==0.5.0
@@ -206,40 +205,44 @@ sphinxcontrib-jsmath==1.0.1
 sphinxcontrib-qthelp==1.0.7
 sphinxcontrib-serializinghtml==1.1.10
 sphobjinv==2.3.1
-sqlalchemy==2.0.29
+sqlalchemy==2.0.30
 stack-data==0.6.3
+starlette==0.37.2
 sympy==1.12
 tabulate==0.9.0
 tensorboard==2.16.2
 tensorboard-data-server==0.7.2
 tensorflow==2.16.1
-tensorflow-io-gcs-filesystem==0.36.0
+tensorflow-io-gcs-filesystem==0.37.0
 tensorflow-probability==0.24.0
 termcolor==2.4.0
 terminado==0.18.1
-tinycss2==1.2.1
+tinycss2==1.3.0
 tomli==2.0.1
 tornado==6.4
-tox==4.14.2
-tqdm==4.66.2
-traitlets==5.14.2
-types-protobuf==4.24.0.20240311
+tox==4.15.0
+tqdm==4.66.4
+traitlets==5.14.3
+types-protobuf==5.26.0.20240422
 types-python-dateutil==2.9.0.20240316
 types-pyyaml==6.0.12.20240311
 types-requests==2.31.0.20240406
-types-tensorflow==2.15.0.20240314
-types-tqdm==4.66.0.20240106
+types-tensorflow==2.16.0.20240428
+types-tqdm==4.66.0.20240417
 typing-extensions==4.11.0
 tzdata==2024.1
 ujson==5.9.0
 uri-template==1.3.0
 urllib3==2.2.1
-virtualenv==20.25.1
+uvicorn==0.29.0
+virtualenv==20.26.1
+watchfiles==0.21.0
 wcwidth==0.2.13
 webcolors==1.13
 webencodings==0.5.1
-websocket-client==1.7.0
-werkzeug==3.0.2
+websocket-client==1.8.0
+websockets==12.0
+werkzeug==3.0.3
 wheel==0.43.0
 widgetsnbextension==4.0.10
 wrapt==1.16.0
diff --git a/.constraints/py3.11.txt b/.constraints/py3.11.txt
index e8f3b22d..8a585fcc 100644
--- a/.constraints/py3.11.txt
+++ b/.constraints/py3.11.txt
@@ -3,7 +3,7 @@
 absl-py==2.1.0
 accessible-pygments==0.0.4
 alabaster==0.7.16
-ampform==0.15.0
+ampform==0.15.1
 anyio==4.3.0
 argon2-cffi==23.1.0
 argon2-cffi-bindings==21.2.0
@@ -12,9 +12,9 @@ asttokens==2.4.1
 astunparse==1.6.3
 async-lru==2.0.4
 attrs==23.2.0
-babel==2.14.0
+babel==2.15.0
 beautifulsoup4==4.12.3
-black==24.3.0
+black==24.4.2
 bleach==6.1.0
 cachetools==5.3.3
 cattrs==23.2.3
@@ -28,7 +28,7 @@ cloudpickle==3.0.0
 colorama==0.4.6
 comm==0.2.2
 contourpy==1.2.1
-coverage==7.4.4
+coverage==7.5.1
 cycler==0.12.1
 debugpy==1.8.1
 decorator==5.1.1
@@ -36,11 +36,11 @@ defusedxml==0.7.1
 distlib==0.3.8
 dm-tree==0.1.8
 docstring-to-markdown==0.15
-docutils==0.20.1
-execnet==2.1.0
+docutils==0.21.2
+execnet==2.1.1
 executing==2.0.1
 fastjsonschema==2.19.1
-filelock==3.13.3
+filelock==3.14.0
 flatbuffers==24.3.25
 fonttools==4.51.0
 fqdn==1.5.1
@@ -50,21 +50,21 @@ gitpython==3.1.43
 google-pasta==0.2.0
 graphviz==0.20.3
 greenlet==3.0.3
-grpcio==1.62.1
+grpcio==1.63.0
 h11==0.14.0
-h5py==3.10.0
+h5py==3.11.0
 hepunits==2.3.3
 httpcore==1.0.5
 httpx==0.27.0
-identify==2.5.35
-idna==3.6
+identify==2.5.36
+idna==3.7
 imagesize==1.4.1
 iminuit==2.25.2
 importlib-metadata==7.1.0
 iniconfig==2.0.0
 ipykernel==6.29.4
-ipympl==0.9.3
-ipython==8.23.0
+ipympl==0.9.4
+ipython==8.24.0
 ipython-genutils==0.2.0
 ipywidgets==8.1.2
 isoduration==20.11.0
@@ -72,10 +72,10 @@ isort==5.13.2
 jax==0.4.26
 jaxlib==0.4.26
 jedi==0.19.1
-jinja2==3.1.3
-json5==0.9.24
+jinja2==3.1.4
+json5==0.9.25
 jsonpointer==2.4
-jsonschema==4.21.1
+jsonschema==4.22.0
 jsonschema-specifications==2023.12.1
 jupyter==1.0.0
 jupyter-cache==1.0.0
@@ -83,47 +83,46 @@ jupyter-client==8.6.1
 jupyter-console==6.6.3
 jupyter-core==5.7.2
 jupyter-events==0.10.0
-jupyter-lsp==2.2.4
-jupyter-server==2.13.0
+jupyter-lsp==2.2.5
+jupyter-server==2.14.0
 jupyter-server-mathjax==0.2.6
 jupyter-server-terminals==0.5.3
-jupyterlab==4.1.5
+jupyterlab==4.2.0
 jupyterlab-code-formatter==2.2.1
 jupyterlab-git==0.50.0
 jupyterlab-lsp==5.1.0
-jupyterlab-myst==2.3.2
+jupyterlab-myst==2.4.2
 jupyterlab-pygments==0.3.0
-jupyterlab-server==2.25.4
+jupyterlab-server==2.27.1
 jupyterlab-widgets==3.0.10
-keras==3.1.1
+keras==3.3.3
 kiwisolver==1.4.5
 libclang==18.1.1
-livereload==2.6.3
 llvmlite==0.42.0
 lsprotocol==2023.0.1
 markdown==3.6
 markdown-it-py==3.0.0
 markupsafe==2.1.5
 matplotlib==3.8.4
-matplotlib-inline==0.1.6
+matplotlib-inline==0.1.7
 mdit-py-plugins==0.4.0
 mdurl==0.1.2
 mistune==3.0.2
 ml-dtypes==0.3.2
 mpmath==1.3.0
-mypy==1.9.0
+mypy==1.10.0
 mypy-extensions==1.0.0
-myst-nb==1.0.0
-myst-parser==2.0.0
-namex==0.0.7
+myst-nb==1.1.0
+myst-parser==3.0.1
+namex==0.0.8
 nbclient==0.6.8
-nbconvert==7.16.3
+nbconvert==7.16.4
 nbdime==4.0.1
 nbformat==5.10.4
 nbmake==1.5.3
 nest-asyncio==1.6.0
 nodeenv==1.8.0
-notebook==7.1.2
+notebook==7.0.7
 notebook-shim==0.2.4
 numba==0.59.1
 numpy==1.26.4
@@ -131,16 +130,16 @@ opt-einsum==3.3.0
 optree==0.11.0
 overrides==7.7.0
 packaging==24.0
-pandas==2.2.1
+pandas==2.2.2
 pandocfilters==1.5.1
 parso==0.8.4
-particle==0.23.1
+particle==0.24.0
 pathspec==0.12.1
 pexpect==4.9.0
-phasespace==1.9.0
+phasespace==1.10.3
 pillow==10.3.0
-platformdirs==4.2.0
-pluggy==1.4.0
+platformdirs==4.2.1
+pluggy==1.5.0
 pre-commit==3.7.0
 prometheus-client==0.20.0
 prompt-toolkit==3.0.43
@@ -149,50 +148,50 @@ psutil==5.9.8
 ptyprocess==0.7.0
 pure-eval==0.2.2
 py-cpuinfo==9.0.0
-pyarrow==15.0.2
+pyarrow==16.0.0
 pycparser==2.22
 pydata-sphinx-theme==0.15.2
-pygments==2.17.2
+pygments==2.18.0
 pyparsing==3.1.2
 pyproject-api==1.6.1
-pytest==8.1.1
+pytest==8.2.0
 pytest-benchmark==4.0.0
 pytest-cov==5.0.0
 pytest-mock==3.14.0
-pytest-xdist==3.5.0
-python-constraint==1.3.1
+pytest-xdist==3.6.1
+python-constraint==1.4.0
 python-dateutil==2.9.0.post0
 python-json-logger==2.0.7
 python-lsp-jsonrpc==1.1.2
-python-lsp-ruff==2.2.0
+python-lsp-ruff==2.2.1
 python-lsp-server==1.11.0
 pytoolconfig==1.3.1
 pytz==2024.1
 pyyaml==6.0.1
-pyzmq==25.1.2
+pyzmq==26.0.3
 qrules==0.10.1
-qtconsole==5.5.1
+qtconsole==5.5.2
 qtpy==2.4.1
-referencing==0.34.0
+referencing==0.35.1
 requests==2.31.0
 rfc3339-validator==0.1.4
 rfc3986-validator==0.1.1
 rich==13.7.1
 rope==1.13.0
-rpds-py==0.18.0
-ruff==0.3.5
+rpds-py==0.18.1
+ruff==0.4.3
 scipy==1.13.0
-send2trash==1.8.2
+send2trash==1.8.3
 six==1.16.0
 smmap==5.0.1
 sniffio==1.3.1
 snowballstemmer==2.2.0
 soupsieve==2.5
-sphinx==7.2.6
-sphinx-api-relink==0.0.8
-sphinx-autobuild==2024.2.4
+sphinx==7.3.7
+sphinx-api-relink==0.0.9
+sphinx-autobuild==2024.4.16
 sphinx-book-theme==1.1.2
-sphinx-codeautolink==0.15.0
+sphinx-codeautolink==0.15.1
 sphinx-comments==0.0.3
 sphinx-copybutton==0.5.2
 sphinx-design==0.5.0
@@ -205,39 +204,43 @@ sphinxcontrib-jsmath==1.0.1
 sphinxcontrib-qthelp==1.0.7
 sphinxcontrib-serializinghtml==1.1.10
 sphobjinv==2.3.1
-sqlalchemy==2.0.29
+sqlalchemy==2.0.30
 stack-data==0.6.3
+starlette==0.37.2
 sympy==1.12
 tabulate==0.9.0
 tensorboard==2.16.2
 tensorboard-data-server==0.7.2
 tensorflow==2.16.1
-tensorflow-io-gcs-filesystem==0.36.0
+tensorflow-io-gcs-filesystem==0.37.0
 tensorflow-probability==0.24.0
 termcolor==2.4.0
 terminado==0.18.1
-tinycss2==1.2.1
+tinycss2==1.3.0
 tornado==6.4
-tox==4.14.2
-tqdm==4.66.2
-traitlets==5.14.2
-types-protobuf==4.24.0.20240311
+tox==4.15.0
+tqdm==4.66.4
+traitlets==5.14.3
+types-protobuf==5.26.0.20240422
 types-python-dateutil==2.9.0.20240316
 types-pyyaml==6.0.12.20240311
 types-requests==2.31.0.20240406
-types-tensorflow==2.15.0.20240314
-types-tqdm==4.66.0.20240106
+types-tensorflow==2.16.0.20240428
+types-tqdm==4.66.0.20240417
 typing-extensions==4.11.0
 tzdata==2024.1
 ujson==5.9.0
 uri-template==1.3.0
 urllib3==2.2.1
-virtualenv==20.25.1
+uvicorn==0.29.0
+virtualenv==20.26.1
+watchfiles==0.21.0
 wcwidth==0.2.13
 webcolors==1.13
 webencodings==0.5.1
-websocket-client==1.7.0
-werkzeug==3.0.2
+websocket-client==1.8.0
+websockets==12.0
+werkzeug==3.0.3
 wheel==0.43.0
 widgetsnbextension==4.0.10
 wrapt==1.16.0
diff --git a/.constraints/py3.8.txt b/.constraints/py3.8.txt
index baf19cde..a90321ac 100644
--- a/.constraints/py3.8.txt
+++ b/.constraints/py3.8.txt
@@ -3,7 +3,7 @@
 absl-py==2.1.0
 accessible-pygments==0.0.4
 alabaster==0.7.13
-ampform==0.15.0
+ampform==0.15.1
 anyio==4.3.0
 argon2-cffi==23.1.0
 argon2-cffi-bindings==21.2.0
@@ -12,10 +12,10 @@ asttokens==2.4.1
 astunparse==1.6.3
 async-lru==2.0.4
 attrs==23.2.0
-babel==2.14.0
+babel==2.15.0
 backcall==0.2.0
 beautifulsoup4==4.12.3
-black==24.3.0
+black==24.4.2
 bleach==6.1.0
 cachetools==5.3.3
 cattrs==23.2.3
@@ -29,7 +29,7 @@ cloudpickle==3.0.0
 colorama==0.4.6
 comm==0.2.2
 contourpy==1.1.1
-coverage==7.4.4
+coverage==7.5.1
 cycler==0.12.1
 debugpy==1.8.1
 decorator==5.1.1
@@ -38,11 +38,11 @@ distlib==0.3.8
 dm-tree==0.1.8
 docstring-to-markdown==0.15
 docutils==0.19
-exceptiongroup==1.2.0
-execnet==2.1.0
+exceptiongroup==1.2.1
+execnet==2.1.1
 executing==2.0.1
 fastjsonschema==2.19.1
-filelock==3.13.3
+filelock==3.14.0
 flatbuffers==24.3.25
 fonttools==4.51.0
 fqdn==1.5.1
@@ -54,14 +54,14 @@ google-auth-oauthlib==0.4.6
 google-pasta==0.2.0
 graphviz==0.20.3
 greenlet==3.0.3
-grpcio==1.62.1
+grpcio==1.63.0
 h11==0.14.0
-h5py==3.10.0
+h5py==3.11.0
 hepunits==2.3.3
 httpcore==1.0.5
 httpx==0.27.0
-identify==2.5.35
-idna==3.6
+identify==2.5.36
+idna==3.7
 imagesize==1.4.1
 iminuit==2.25.2
 importlib-metadata==7.1.0
@@ -77,10 +77,10 @@ isort==5.13.2
 jax==0.4.13
 jaxlib==0.4.13
 jedi==0.19.1
-jinja2==3.1.3
-json5==0.9.24
+jinja2==3.1.4
+json5==0.9.25
 jsonpointer==2.4
-jsonschema==4.21.1
+jsonschema==4.22.0
 jsonschema-specifications==2023.12.1
 jupyter==1.0.0
 jupyter-cache==0.6.1
@@ -88,17 +88,17 @@ jupyter-client==8.6.1
 jupyter-console==6.6.3
 jupyter-core==5.7.2
 jupyter-events==0.10.0
-jupyter-lsp==2.2.4
-jupyter-server==2.13.0
+jupyter-lsp==2.2.5
+jupyter-server==2.14.0
 jupyter-server-mathjax==0.2.6
 jupyter-server-terminals==0.5.3
-jupyterlab==4.1.5
+jupyterlab==4.2.0
 jupyterlab-code-formatter==2.2.1
 jupyterlab-git==0.50.0
 jupyterlab-lsp==5.1.0
-jupyterlab-myst==2.3.2
+jupyterlab-myst==2.4.2
 jupyterlab-pygments==0.3.0
-jupyterlab-server==2.25.4
+jupyterlab-server==2.27.1
 jupyterlab-widgets==3.0.10
 keras==2.11.0
 kiwisolver==1.4.5
@@ -110,24 +110,24 @@ markdown==3.6
 markdown-it-py==2.2.0
 markupsafe==2.1.5
 matplotlib==3.7.5
-matplotlib-inline==0.1.6
+matplotlib-inline==0.1.7
 mdit-py-plugins==0.3.5
 mdurl==0.1.2
 mistune==3.0.2
 ml-dtypes==0.2.0
 mpmath==1.3.0
-mypy==1.9.0
+mypy==1.10.0
 mypy-extensions==1.0.0
 myst-nb==0.17.2
 myst-parser==0.18.1
 nbclient==0.6.8
-nbconvert==7.16.3
+nbconvert==7.16.4
 nbdime==4.0.1
 nbformat==5.10.4
 nbmake==1.5.3
 nest-asyncio==1.6.0
 nodeenv==1.8.0
-notebook==7.1.2
+notebook==7.0.7
 notebook-shim==0.2.4
 numba==0.58.1
 numpy==1.24.4
@@ -138,15 +138,15 @@ packaging==24.0
 pandas==2.0.3
 pandocfilters==1.5.1
 parso==0.8.4
-particle==0.23.1
+particle==0.24.0
 pathspec==0.12.1
 pexpect==4.9.0
 phasespace==1.9.0
 pickleshare==0.7.5
 pillow==10.3.0
 pkgutil-resolve-name==1.3.10
-platformdirs==4.2.0
-pluggy==1.4.0
+platformdirs==4.2.1
+pluggy==1.5.0
 pre-commit==3.5.0
 prometheus-client==0.20.0
 prompt-toolkit==3.0.43
@@ -155,53 +155,53 @@ psutil==5.9.8
 ptyprocess==0.7.0
 pure-eval==0.2.2
 py-cpuinfo==9.0.0
-pyarrow==15.0.2
+pyarrow==16.0.0
 pyasn1==0.6.0
 pyasn1-modules==0.4.0
 pycparser==2.22
 pydata-sphinx-theme==0.14.4
-pygments==2.17.2
+pygments==2.18.0
 pyparsing==3.1.2
 pyproject-api==1.6.1
-pytest==8.1.1
+pytest==8.2.0
 pytest-benchmark==4.0.0
 pytest-cov==5.0.0
 pytest-mock==3.14.0
-pytest-xdist==3.5.0
-python-constraint==1.3.1
+pytest-xdist==3.6.1
+python-constraint==1.4.0
 python-dateutil==2.9.0.post0
 python-json-logger==2.0.7
 python-lsp-jsonrpc==1.1.2
-python-lsp-ruff==2.2.0
+python-lsp-ruff==2.2.1
 python-lsp-server==1.11.0
 pytoolconfig==1.3.1
 pytz==2024.1
 pyyaml==6.0.1
-pyzmq==25.1.2
+pyzmq==26.0.3
 qrules==0.10.1
-qtconsole==5.5.1
+qtconsole==5.5.2
 qtpy==2.4.1
-referencing==0.34.0
+referencing==0.35.1
 requests==2.31.0
 requests-oauthlib==2.0.0
 rfc3339-validator==0.1.4
 rfc3986-validator==0.1.1
 rope==1.13.0
-rpds-py==0.18.0
+rpds-py==0.18.1
 rsa==4.9
-ruff==0.3.5
+ruff==0.4.3
 scipy==1.10.1
-send2trash==1.8.2
+send2trash==1.8.3
 six==1.16.0
 smmap==5.0.1
 sniffio==1.3.1
 snowballstemmer==2.2.0
 soupsieve==2.5
 sphinx==5.3.0
-sphinx-api-relink==0.0.8
+sphinx-api-relink==0.0.9
 sphinx-autobuild==2021.3.14
 sphinx-book-theme==1.0.1
-sphinx-codeautolink==0.15.0
+sphinx-codeautolink==0.15.1
 sphinx-comments==0.0.3
 sphinx-copybutton==0.5.2
 sphinx-design==0.5.0
@@ -214,7 +214,7 @@ sphinxcontrib-jsmath==1.0.1
 sphinxcontrib-qthelp==1.0.3
 sphinxcontrib-serializinghtml==1.1.5
 sphobjinv==2.3.1
-sqlalchemy==2.0.29
+sqlalchemy==2.0.30
 stack-data==0.6.3
 sympy==1.12
 tabulate==0.9.0
@@ -227,29 +227,29 @@ tensorflow-io-gcs-filesystem==0.34.0
 tensorflow-probability==0.20.1
 termcolor==2.4.0
 terminado==0.18.1
-tinycss2==1.2.1
+tinycss2==1.3.0
 tomli==2.0.1
 tornado==6.4
-tox==4.14.2
-tqdm==4.66.2
-traitlets==5.14.2
-types-protobuf==4.24.0.20240311
+tox==4.15.0
+tqdm==4.66.4
+traitlets==5.14.3
+types-protobuf==5.26.0.20240422
 types-python-dateutil==2.9.0.20240316
 types-pyyaml==6.0.12.20240311
 types-requests==2.31.0.20240406
-types-tensorflow==2.15.0.20240314
-types-tqdm==4.66.0.20240106
+types-tensorflow==2.16.0.20240428
+types-tqdm==4.66.0.20240417
 typing-extensions==4.11.0
 tzdata==2024.1
 ujson==5.9.0
 uri-template==1.3.0
 urllib3==2.2.1
-virtualenv==20.25.1
+virtualenv==20.26.1
 wcwidth==0.2.13
 webcolors==1.13
 webencodings==0.5.1
-websocket-client==1.7.0
-werkzeug==3.0.2
+websocket-client==1.8.0
+werkzeug==3.0.3
 wheel==0.43.0
 widgetsnbextension==4.0.10
 wrapt==1.16.0
diff --git a/.constraints/py3.9.txt b/.constraints/py3.9.txt
index 43a43972..81f8cf89 100644
--- a/.constraints/py3.9.txt
+++ b/.constraints/py3.9.txt
@@ -3,7 +3,7 @@
 absl-py==2.1.0
 accessible-pygments==0.0.4
 alabaster==0.7.16
-ampform==0.15.0
+ampform==0.15.1
 anyio==4.3.0
 argon2-cffi==23.1.0
 argon2-cffi-bindings==21.2.0
@@ -12,9 +12,9 @@ asttokens==2.4.1
 astunparse==1.6.3
 async-lru==2.0.4
 attrs==23.2.0
-babel==2.14.0
+babel==2.15.0
 beautifulsoup4==4.12.3
-black==24.3.0
+black==24.4.2
 bleach==6.1.0
 cachetools==5.3.3
 cattrs==23.2.3
@@ -28,7 +28,7 @@ cloudpickle==3.0.0
 colorama==0.4.6
 comm==0.2.2
 contourpy==1.2.1
-coverage==7.4.4
+coverage==7.5.1
 cycler==0.12.1
 debugpy==1.8.1
 decorator==5.1.1
@@ -36,12 +36,12 @@ defusedxml==0.7.1
 distlib==0.3.8
 dm-tree==0.1.8
 docstring-to-markdown==0.15
-docutils==0.20.1
-exceptiongroup==1.2.0
-execnet==2.1.0
+docutils==0.21.2
+exceptiongroup==1.2.1
+execnet==2.1.1
 executing==2.0.1
 fastjsonschema==2.19.1
-filelock==3.13.3
+filelock==3.14.0
 flatbuffers==24.3.25
 fonttools==4.51.0
 fqdn==1.5.1
@@ -51,21 +51,21 @@ gitpython==3.1.43
 google-pasta==0.2.0
 graphviz==0.20.3
 greenlet==3.0.3
-grpcio==1.62.1
+grpcio==1.63.0
 h11==0.14.0
-h5py==3.10.0
+h5py==3.11.0
 hepunits==2.3.3
 httpcore==1.0.5
 httpx==0.27.0
-identify==2.5.35
-idna==3.6
+identify==2.5.36
+idna==3.7
 imagesize==1.4.1
 iminuit==2.25.2
 importlib-metadata==7.1.0
 importlib-resources==6.4.0
 iniconfig==2.0.0
 ipykernel==6.29.4
-ipympl==0.9.3
+ipympl==0.9.4
 ipython==8.18.1
 ipython-genutils==0.2.0
 ipywidgets==8.1.2
@@ -74,10 +74,10 @@ isort==5.13.2
 jax==0.4.26
 jaxlib==0.4.26
 jedi==0.19.1
-jinja2==3.1.3
-json5==0.9.24
+jinja2==3.1.4
+json5==0.9.25
 jsonpointer==2.4
-jsonschema==4.21.1
+jsonschema==4.22.0
 jsonschema-specifications==2023.12.1
 jupyter==1.0.0
 jupyter-cache==1.0.0
@@ -85,47 +85,46 @@ jupyter-client==8.6.1
 jupyter-console==6.6.3
 jupyter-core==5.7.2
 jupyter-events==0.10.0
-jupyter-lsp==2.2.4
-jupyter-server==2.13.0
+jupyter-lsp==2.2.5
+jupyter-server==2.14.0
 jupyter-server-mathjax==0.2.6
 jupyter-server-terminals==0.5.3
-jupyterlab==4.1.5
+jupyterlab==4.2.0
 jupyterlab-code-formatter==2.2.1
 jupyterlab-git==0.50.0
 jupyterlab-lsp==5.1.0
-jupyterlab-myst==2.3.2
+jupyterlab-myst==2.4.2
 jupyterlab-pygments==0.3.0
-jupyterlab-server==2.25.4
+jupyterlab-server==2.27.1
 jupyterlab-widgets==3.0.10
-keras==3.1.1
+keras==3.3.3
 kiwisolver==1.4.5
 libclang==18.1.1
-livereload==2.6.3
 llvmlite==0.42.0
 lsprotocol==2023.0.1
 markdown==3.6
 markdown-it-py==3.0.0
 markupsafe==2.1.5
 matplotlib==3.8.4
-matplotlib-inline==0.1.6
+matplotlib-inline==0.1.7
 mdit-py-plugins==0.4.0
 mdurl==0.1.2
 mistune==3.0.2
 ml-dtypes==0.3.2
 mpmath==1.3.0
-mypy==1.9.0
+mypy==1.10.0
 mypy-extensions==1.0.0
-myst-nb==1.0.0
-myst-parser==2.0.0
-namex==0.0.7
+myst-nb==1.1.0
+myst-parser==3.0.1
+namex==0.0.8
 nbclient==0.6.8
-nbconvert==7.16.3
+nbconvert==7.16.4
 nbdime==4.0.1
 nbformat==5.10.4
 nbmake==1.5.3
 nest-asyncio==1.6.0
 nodeenv==1.8.0
-notebook==7.1.2
+notebook==7.0.7
 notebook-shim==0.2.4
 numba==0.59.1
 numpy==1.26.4
@@ -133,16 +132,16 @@ opt-einsum==3.3.0
 optree==0.11.0
 overrides==7.7.0
 packaging==24.0
-pandas==2.2.1
+pandas==2.2.2
 pandocfilters==1.5.1
 parso==0.8.4
-particle==0.23.1
+particle==0.24.0
 pathspec==0.12.1
 pexpect==4.9.0
-phasespace==1.9.0
+phasespace==1.10.3
 pillow==10.3.0
-platformdirs==4.2.0
-pluggy==1.4.0
+platformdirs==4.2.1
+pluggy==1.5.0
 pre-commit==3.7.0
 prometheus-client==0.20.0
 prompt-toolkit==3.0.43
@@ -151,50 +150,50 @@ psutil==5.9.8
 ptyprocess==0.7.0
 pure-eval==0.2.2
 py-cpuinfo==9.0.0
-pyarrow==15.0.2
+pyarrow==16.0.0
 pycparser==2.22
 pydata-sphinx-theme==0.15.2
-pygments==2.17.2
+pygments==2.18.0
 pyparsing==3.1.2
 pyproject-api==1.6.1
-pytest==8.1.1
+pytest==8.2.0
 pytest-benchmark==4.0.0
 pytest-cov==5.0.0
 pytest-mock==3.14.0
-pytest-xdist==3.5.0
-python-constraint==1.3.1
+pytest-xdist==3.6.1
+python-constraint==1.4.0
 python-dateutil==2.9.0.post0
 python-json-logger==2.0.7
 python-lsp-jsonrpc==1.1.2
-python-lsp-ruff==2.2.0
+python-lsp-ruff==2.2.1
 python-lsp-server==1.11.0
 pytoolconfig==1.3.1
 pytz==2024.1
 pyyaml==6.0.1
-pyzmq==25.1.2
+pyzmq==26.0.3
 qrules==0.10.1
-qtconsole==5.5.1
+qtconsole==5.5.2
 qtpy==2.4.1
-referencing==0.34.0
+referencing==0.35.1
 requests==2.31.0
 rfc3339-validator==0.1.4
 rfc3986-validator==0.1.1
 rich==13.7.1
 rope==1.13.0
-rpds-py==0.18.0
-ruff==0.3.5
+rpds-py==0.18.1
+ruff==0.4.3
 scipy==1.13.0
-send2trash==1.8.2
+send2trash==1.8.3
 six==1.16.0
 smmap==5.0.1
 sniffio==1.3.1
 snowballstemmer==2.2.0
 soupsieve==2.5
-sphinx==7.2.6
-sphinx-api-relink==0.0.8
-sphinx-autobuild==2024.2.4
+sphinx==7.3.7
+sphinx-api-relink==0.0.9
+sphinx-autobuild==2024.4.16
 sphinx-book-theme==1.1.2
-sphinx-codeautolink==0.15.0
+sphinx-codeautolink==0.15.1
 sphinx-comments==0.0.3
 sphinx-copybutton==0.5.2
 sphinx-design==0.5.0
@@ -207,40 +206,44 @@ sphinxcontrib-jsmath==1.0.1
 sphinxcontrib-qthelp==1.0.7
 sphinxcontrib-serializinghtml==1.1.10
 sphobjinv==2.3.1
-sqlalchemy==2.0.29
+sqlalchemy==2.0.30
 stack-data==0.6.3
+starlette==0.37.2
 sympy==1.12
 tabulate==0.9.0
 tensorboard==2.16.2
 tensorboard-data-server==0.7.2
 tensorflow==2.16.1
-tensorflow-io-gcs-filesystem==0.36.0
+tensorflow-io-gcs-filesystem==0.37.0
 tensorflow-probability==0.24.0
 termcolor==2.4.0
 terminado==0.18.1
-tinycss2==1.2.1
+tinycss2==1.3.0
 tomli==2.0.1
 tornado==6.4
-tox==4.14.2
-tqdm==4.66.2
-traitlets==5.14.2
-types-protobuf==4.24.0.20240311
+tox==4.15.0
+tqdm==4.66.4
+traitlets==5.14.3
+types-protobuf==5.26.0.20240422
 types-python-dateutil==2.9.0.20240316
 types-pyyaml==6.0.12.20240311
 types-requests==2.31.0.20240406
-types-tensorflow==2.15.0.20240314
-types-tqdm==4.66.0.20240106
+types-tensorflow==2.16.0.20240428
+types-tqdm==4.66.0.20240417
 typing-extensions==4.11.0
 tzdata==2024.1
 ujson==5.9.0
 uri-template==1.3.0
 urllib3==2.2.1
-virtualenv==20.25.1
+uvicorn==0.29.0
+virtualenv==20.26.1
+watchfiles==0.21.0
 wcwidth==0.2.13
 webcolors==1.13
 webencodings==0.5.1
-websocket-client==1.7.0
-werkzeug==3.0.2
+websocket-client==1.8.0
+websockets==12.0
+werkzeug==3.0.3
 wheel==0.43.0
 widgetsnbextension==4.0.10
 wrapt==1.16.0
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index c06add89..81127144 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -40,7 +40,7 @@ repos:
             metadata.vscode
 
   - repo: https://github.com/ComPWA/policy
-    rev: 0.3.4
+    rev: 0.3.8
     hooks:
       - id: check-dev-files
         args:
@@ -60,7 +60,7 @@ repos:
           - --extras-require=doc,jax,pwa,viz
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.3.5
+    rev: v0.4.3
     hooks:
       - id: ruff
         args: [--fix]
@@ -69,7 +69,7 @@ repos:
         types_or: [python, pyi, jupyter]
 
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.5.0
+    rev: v4.6.0
     hooks:
       - id: check-ast
       - id: check-case-conflict
@@ -113,7 +113,7 @@ repos:
           - --in-place
 
   - repo: https://github.com/python-jsonschema/check-jsonschema
-    rev: 0.28.1
+    rev: 0.28.2
     hooks:
       - id: check-jsonschema
         name: Check CITATION.cff
@@ -126,7 +126,7 @@ repos:
         pass_filenames: false
 
   - repo: https://github.com/streetsidesoftware/cspell-cli
-    rev: v8.6.1
+    rev: v8.8.0
     hooks:
       - id: cspell
 
@@ -152,6 +152,6 @@ repos:
           - python
 
   - repo: https://github.com/ComPWA/mirrors-pyright
-    rev: v1.1.357
+    rev: v1.1.361
     hooks:
       - id: pyright

From 7a740ba86ba28ae0cb3d479a6b1ceb83f8c381f5 Mon Sep 17 00:00:00 2001
From: Remco de Boer <29308176+redeboer@users.noreply.github.com>
Date: Fri, 21 Jun 2024 19:59:16 +0200
Subject: [PATCH 02/11] Kick CI


From eb184c97ca3a5a6a66191fb971efbbafcdcccf85 Mon Sep 17 00:00:00 2001
From: GitHub <noreply@github.com>
Date: Fri, 21 Jun 2024 18:00:15 +0000
Subject: [PATCH 03/11] MAINT: update pip constraints and pre-commit

---
 .constraints/py3.10.txt | 149 +++++++++++++++++++++-------------------
 .constraints/py3.11.txt | 149 +++++++++++++++++++++-------------------
 .constraints/py3.8.txt  |  96 +++++++++++++-------------
 .constraints/py3.9.txt  | 147 ++++++++++++++++++++-------------------
 .pre-commit-config.yaml |  10 +--
 5 files changed, 283 insertions(+), 268 deletions(-)

diff --git a/.constraints/py3.10.txt b/.constraints/py3.10.txt
index 22161075..54818298 100644
--- a/.constraints/py3.10.txt
+++ b/.constraints/py3.10.txt
@@ -1,10 +1,10 @@
 # This file was autogenerated by uv via the following command:
 #    uv pip compile pyproject.toml -o .constraints/py3.10.txt --all-extras --no-annotate --python-version=3.10 --no-emit-package setuptools
 absl-py==2.1.0
-accessible-pygments==0.0.4
+accessible-pygments==0.0.5
 alabaster==0.7.16
-ampform==0.15.1
-anyio==4.3.0
+ampform==0.15.4
+anyio==4.4.0
 argon2-cffi==23.1.0
 argon2-cffi-bindings==21.2.0
 arrow==1.3.0
@@ -18,7 +18,7 @@ black==24.4.2
 bleach==6.1.0
 cachetools==5.3.3
 cattrs==23.2.3
-certifi==2024.2.2
+certifi==2024.6.2
 cffi==1.16.0
 cfgv==3.4.0
 chardet==5.2.0
@@ -28,7 +28,7 @@ cloudpickle==3.0.0
 colorama==0.4.6
 comm==0.2.2
 contourpy==1.2.1
-coverage==7.5.1
+coverage==7.5.3
 cycler==0.12.1
 debugpy==1.8.1
 decorator==5.1.1
@@ -40,127 +40,130 @@ docutils==0.21.2
 exceptiongroup==1.2.1
 execnet==2.1.1
 executing==2.0.1
-fastjsonschema==2.19.1
-filelock==3.14.0
+fastjsonschema==2.20.0
+filelock==3.15.3
 flatbuffers==24.3.25
-fonttools==4.51.0
+fonttools==4.53.0
 fqdn==1.5.1
 gast==0.5.4
 gitdb==4.0.11
 gitpython==3.1.43
+google-auth==2.30.0
+google-auth-oauthlib==1.0.0
 google-pasta==0.2.0
 graphviz==0.20.3
 greenlet==3.0.3
-grpcio==1.63.0
+grpcio==1.64.1
 h11==0.14.0
 h5py==3.11.0
-hepunits==2.3.3
+hepunits==2.3.4
 httpcore==1.0.5
 httpx==0.27.0
 identify==2.5.36
 idna==3.7
 imagesize==1.4.1
-iminuit==2.25.2
-importlib-metadata==7.1.0
+iminuit==2.26.0
+importlib-metadata==7.2.0
 iniconfig==2.0.0
 ipykernel==6.29.4
 ipympl==0.9.4
-ipython==8.24.0
+ipython==8.25.0
 ipython-genutils==0.2.0
-ipywidgets==8.1.2
+ipywidgets==8.1.3
 isoduration==20.11.0
 isort==5.13.2
-jax==0.4.26
-jaxlib==0.4.26
+jax==0.4.30
+jaxlib==0.4.30
 jedi==0.19.1
 jinja2==3.1.4
 json5==0.9.25
-jsonpointer==2.4
+jsonpointer==3.0.0
 jsonschema==4.22.0
 jsonschema-specifications==2023.12.1
 jupyter==1.0.0
 jupyter-cache==1.0.0
-jupyter-client==8.6.1
+jupyter-client==8.6.2
 jupyter-console==6.6.3
 jupyter-core==5.7.2
 jupyter-events==0.10.0
 jupyter-lsp==2.2.5
-jupyter-server==2.14.0
+jupyter-server==2.14.1
 jupyter-server-mathjax==0.2.6
 jupyter-server-terminals==0.5.3
-jupyterlab==4.2.0
+jupyterlab==4.2.2
 jupyterlab-code-formatter==2.2.1
-jupyterlab-git==0.50.0
+jupyterlab-git==0.50.1
 jupyterlab-lsp==5.1.0
 jupyterlab-myst==2.4.2
 jupyterlab-pygments==0.3.0
-jupyterlab-server==2.27.1
-jupyterlab-widgets==3.0.10
-keras==3.3.3
+jupyterlab-server==2.27.2
+jupyterlab-widgets==3.0.11
+keras==2.14.0
 kiwisolver==1.4.5
 libclang==18.1.1
-llvmlite==0.42.0
+llvmlite==0.43.0
 lsprotocol==2023.0.1
 markdown==3.6
 markdown-it-py==3.0.0
 markupsafe==2.1.5
-matplotlib==3.8.4
+matplotlib==3.9.0
 matplotlib-inline==0.1.7
-mdit-py-plugins==0.4.0
+mdit-py-plugins==0.4.1
 mdurl==0.1.2
 mistune==3.0.2
-ml-dtypes==0.3.2
+ml-dtypes==0.2.0
 mpmath==1.3.0
 mypy==1.10.0
 mypy-extensions==1.0.0
 myst-nb==1.1.0
 myst-parser==3.0.1
-namex==0.0.8
 nbclient==0.6.8
 nbconvert==7.16.4
 nbdime==4.0.1
 nbformat==5.10.4
-nbmake==1.5.3
+nbmake==1.5.4
 nest-asyncio==1.6.0
-nodeenv==1.8.0
-notebook==7.0.7
+nodeenv==1.9.1
+notebook==7.2.1
 notebook-shim==0.2.4
-numba==0.59.1
-numpy==1.26.4
+numba==0.60.0
+numpy==2.0.0
+oauthlib==3.2.2
 opt-einsum==3.3.0
-optree==0.11.0
 overrides==7.7.0
-packaging==24.0
+packaging==24.1
 pandas==2.2.2
 pandocfilters==1.5.1
 parso==0.8.4
 particle==0.24.0
 pathspec==0.12.1
 pexpect==4.9.0
-phasespace==1.10.3
+phasespace==1.9.0
 pillow==10.3.0
-platformdirs==4.2.1
+platformdirs==4.2.2
 pluggy==1.5.0
-pre-commit==3.7.0
+pre-commit==3.7.1
 prometheus-client==0.20.0
-prompt-toolkit==3.0.43
+prompt-toolkit==3.0.47
 protobuf==4.25.3
-psutil==5.9.8
+psutil==6.0.0
 ptyprocess==0.7.0
 pure-eval==0.2.2
 py-cpuinfo==9.0.0
-pyarrow==16.0.0
+pyarrow==16.1.0
+pyasn1==0.6.0
+pyasn1-modules==0.4.0
 pycparser==2.22
-pydata-sphinx-theme==0.15.2
+pydata-sphinx-theme==0.15.3
 pygments==2.18.0
 pyparsing==3.1.2
 pyproject-api==1.6.1
-pytest==8.2.0
+pytest==8.2.2
 pytest-benchmark==4.0.0
 pytest-cov==5.0.0
 pytest-mock==3.14.0
 pytest-xdist==3.6.1
-python-constraint==1.4.0
+python-constraint2==2.0.0b5
 python-dateutil==2.9.0.post0
 python-json-logger==2.0.7
 python-lsp-jsonrpc==1.1.2
@@ -170,18 +173,19 @@ pytoolconfig==1.3.1
 pytz==2024.1
 pyyaml==6.0.1
 pyzmq==26.0.3
-qrules==0.10.1
+qrules==0.10.2
 qtconsole==5.5.2
 qtpy==2.4.1
 referencing==0.35.1
-requests==2.31.0
+requests==2.32.3
+requests-oauthlib==2.0.0
 rfc3339-validator==0.1.4
 rfc3986-validator==0.1.1
-rich==13.7.1
 rope==1.13.0
 rpds-py==0.18.1
-ruff==0.4.3
-scipy==1.13.0
+rsa==4.9
+ruff==0.4.10
+scipy==1.13.1
 send2trash==1.8.3
 six==1.16.0
 smmap==5.0.1
@@ -191,11 +195,11 @@ soupsieve==2.5
 sphinx==7.3.7
 sphinx-api-relink==0.0.9
 sphinx-autobuild==2024.4.16
-sphinx-book-theme==1.1.2
-sphinx-codeautolink==0.15.1
+sphinx-book-theme==1.1.3
+sphinx-codeautolink==0.15.2
 sphinx-comments==0.0.3
 sphinx-copybutton==0.5.2
-sphinx-design==0.5.0
+sphinx-design==0.6.0
 sphinx-thebe==0.3.1
 sphinx-togglebutton==0.3.2
 sphinxcontrib-applehelp==1.0.8
@@ -204,49 +208,50 @@ sphinxcontrib-htmlhelp==2.0.5
 sphinxcontrib-jsmath==1.0.1
 sphinxcontrib-qthelp==1.0.7
 sphinxcontrib-serializinghtml==1.1.10
-sphobjinv==2.3.1
-sqlalchemy==2.0.30
+sphobjinv==2.3.1.1
+sqlalchemy==2.0.31
 stack-data==0.6.3
 starlette==0.37.2
-sympy==1.12
+sympy==1.12.1
 tabulate==0.9.0
-tensorboard==2.16.2
+tensorboard==2.14.1
 tensorboard-data-server==0.7.2
-tensorflow==2.16.1
+tensorflow==2.14.0
+tensorflow-estimator==2.14.0
 tensorflow-io-gcs-filesystem==0.37.0
 tensorflow-probability==0.24.0
 termcolor==2.4.0
 terminado==0.18.1
 tinycss2==1.3.0
 tomli==2.0.1
-tornado==6.4
-tox==4.15.0
+tornado==6.4.1
+tox==4.15.1
 tqdm==4.66.4
 traitlets==5.14.3
 types-protobuf==5.26.0.20240422
 types-python-dateutil==2.9.0.20240316
 types-pyyaml==6.0.12.20240311
-types-requests==2.31.0.20240406
-types-tensorflow==2.16.0.20240428
+types-requests==2.32.0.20240602
+types-tensorflow==2.16.0.20240617
 types-tqdm==4.66.0.20240417
-typing-extensions==4.11.0
+typing-extensions==4.12.2
 tzdata==2024.1
-ujson==5.9.0
+ujson==5.10.0
 uri-template==1.3.0
-urllib3==2.2.1
-uvicorn==0.29.0
-virtualenv==20.26.1
-watchfiles==0.21.0
+urllib3==2.2.2
+uvicorn==0.30.1
+virtualenv==20.26.2
+watchfiles==0.22.0
 wcwidth==0.2.13
-webcolors==1.13
+webcolors==24.6.0
 webencodings==0.5.1
 websocket-client==1.8.0
 websockets==12.0
 werkzeug==3.0.3
 wheel==0.43.0
-widgetsnbextension==4.0.10
-wrapt==1.16.0
-zipp==3.18.1
+widgetsnbextension==4.0.11
+wrapt==1.14.1
+zipp==3.19.2
 
 # The following packages were excluded from the output:
 # setuptools
diff --git a/.constraints/py3.11.txt b/.constraints/py3.11.txt
index 8a585fcc..4df4afab 100644
--- a/.constraints/py3.11.txt
+++ b/.constraints/py3.11.txt
@@ -1,10 +1,10 @@
 # This file was autogenerated by uv via the following command:
 #    uv pip compile pyproject.toml -o .constraints/py3.11.txt --all-extras --no-annotate --python-version=3.11 --no-emit-package setuptools
 absl-py==2.1.0
-accessible-pygments==0.0.4
+accessible-pygments==0.0.5
 alabaster==0.7.16
-ampform==0.15.1
-anyio==4.3.0
+ampform==0.15.4
+anyio==4.4.0
 argon2-cffi==23.1.0
 argon2-cffi-bindings==21.2.0
 arrow==1.3.0
@@ -18,7 +18,7 @@ black==24.4.2
 bleach==6.1.0
 cachetools==5.3.3
 cattrs==23.2.3
-certifi==2024.2.2
+certifi==2024.6.2
 cffi==1.16.0
 cfgv==3.4.0
 chardet==5.2.0
@@ -28,7 +28,7 @@ cloudpickle==3.0.0
 colorama==0.4.6
 comm==0.2.2
 contourpy==1.2.1
-coverage==7.5.1
+coverage==7.5.3
 cycler==0.12.1
 debugpy==1.8.1
 decorator==5.1.1
@@ -39,127 +39,130 @@ docstring-to-markdown==0.15
 docutils==0.21.2
 execnet==2.1.1
 executing==2.0.1
-fastjsonschema==2.19.1
-filelock==3.14.0
+fastjsonschema==2.20.0
+filelock==3.15.3
 flatbuffers==24.3.25
-fonttools==4.51.0
+fonttools==4.53.0
 fqdn==1.5.1
 gast==0.5.4
 gitdb==4.0.11
 gitpython==3.1.43
+google-auth==2.30.0
+google-auth-oauthlib==1.0.0
 google-pasta==0.2.0
 graphviz==0.20.3
 greenlet==3.0.3
-grpcio==1.63.0
+grpcio==1.64.1
 h11==0.14.0
 h5py==3.11.0
-hepunits==2.3.3
+hepunits==2.3.4
 httpcore==1.0.5
 httpx==0.27.0
 identify==2.5.36
 idna==3.7
 imagesize==1.4.1
-iminuit==2.25.2
-importlib-metadata==7.1.0
+iminuit==2.26.0
+importlib-metadata==7.2.0
 iniconfig==2.0.0
 ipykernel==6.29.4
 ipympl==0.9.4
-ipython==8.24.0
+ipython==8.25.0
 ipython-genutils==0.2.0
-ipywidgets==8.1.2
+ipywidgets==8.1.3
 isoduration==20.11.0
 isort==5.13.2
-jax==0.4.26
-jaxlib==0.4.26
+jax==0.4.30
+jaxlib==0.4.30
 jedi==0.19.1
 jinja2==3.1.4
 json5==0.9.25
-jsonpointer==2.4
+jsonpointer==3.0.0
 jsonschema==4.22.0
 jsonschema-specifications==2023.12.1
 jupyter==1.0.0
 jupyter-cache==1.0.0
-jupyter-client==8.6.1
+jupyter-client==8.6.2
 jupyter-console==6.6.3
 jupyter-core==5.7.2
 jupyter-events==0.10.0
 jupyter-lsp==2.2.5
-jupyter-server==2.14.0
+jupyter-server==2.14.1
 jupyter-server-mathjax==0.2.6
 jupyter-server-terminals==0.5.3
-jupyterlab==4.2.0
+jupyterlab==4.2.2
 jupyterlab-code-formatter==2.2.1
-jupyterlab-git==0.50.0
+jupyterlab-git==0.50.1
 jupyterlab-lsp==5.1.0
 jupyterlab-myst==2.4.2
 jupyterlab-pygments==0.3.0
-jupyterlab-server==2.27.1
-jupyterlab-widgets==3.0.10
-keras==3.3.3
+jupyterlab-server==2.27.2
+jupyterlab-widgets==3.0.11
+keras==2.14.0
 kiwisolver==1.4.5
 libclang==18.1.1
-llvmlite==0.42.0
+llvmlite==0.43.0
 lsprotocol==2023.0.1
 markdown==3.6
 markdown-it-py==3.0.0
 markupsafe==2.1.5
-matplotlib==3.8.4
+matplotlib==3.9.0
 matplotlib-inline==0.1.7
-mdit-py-plugins==0.4.0
+mdit-py-plugins==0.4.1
 mdurl==0.1.2
 mistune==3.0.2
-ml-dtypes==0.3.2
+ml-dtypes==0.2.0
 mpmath==1.3.0
 mypy==1.10.0
 mypy-extensions==1.0.0
 myst-nb==1.1.0
 myst-parser==3.0.1
-namex==0.0.8
 nbclient==0.6.8
 nbconvert==7.16.4
 nbdime==4.0.1
 nbformat==5.10.4
-nbmake==1.5.3
+nbmake==1.5.4
 nest-asyncio==1.6.0
-nodeenv==1.8.0
-notebook==7.0.7
+nodeenv==1.9.1
+notebook==7.2.1
 notebook-shim==0.2.4
-numba==0.59.1
-numpy==1.26.4
+numba==0.60.0
+numpy==2.0.0
+oauthlib==3.2.2
 opt-einsum==3.3.0
-optree==0.11.0
 overrides==7.7.0
-packaging==24.0
+packaging==24.1
 pandas==2.2.2
 pandocfilters==1.5.1
 parso==0.8.4
 particle==0.24.0
 pathspec==0.12.1
 pexpect==4.9.0
-phasespace==1.10.3
+phasespace==1.9.0
 pillow==10.3.0
-platformdirs==4.2.1
+platformdirs==4.2.2
 pluggy==1.5.0
-pre-commit==3.7.0
+pre-commit==3.7.1
 prometheus-client==0.20.0
-prompt-toolkit==3.0.43
+prompt-toolkit==3.0.47
 protobuf==4.25.3
-psutil==5.9.8
+psutil==6.0.0
 ptyprocess==0.7.0
 pure-eval==0.2.2
 py-cpuinfo==9.0.0
-pyarrow==16.0.0
+pyarrow==16.1.0
+pyasn1==0.6.0
+pyasn1-modules==0.4.0
 pycparser==2.22
-pydata-sphinx-theme==0.15.2
+pydata-sphinx-theme==0.15.3
 pygments==2.18.0
 pyparsing==3.1.2
 pyproject-api==1.6.1
-pytest==8.2.0
+pytest==8.2.2
 pytest-benchmark==4.0.0
 pytest-cov==5.0.0
 pytest-mock==3.14.0
 pytest-xdist==3.6.1
-python-constraint==1.4.0
+python-constraint2==2.0.0b5
 python-dateutil==2.9.0.post0
 python-json-logger==2.0.7
 python-lsp-jsonrpc==1.1.2
@@ -169,18 +172,19 @@ pytoolconfig==1.3.1
 pytz==2024.1
 pyyaml==6.0.1
 pyzmq==26.0.3
-qrules==0.10.1
+qrules==0.10.2
 qtconsole==5.5.2
 qtpy==2.4.1
 referencing==0.35.1
-requests==2.31.0
+requests==2.32.3
+requests-oauthlib==2.0.0
 rfc3339-validator==0.1.4
 rfc3986-validator==0.1.1
-rich==13.7.1
 rope==1.13.0
 rpds-py==0.18.1
-ruff==0.4.3
-scipy==1.13.0
+rsa==4.9
+ruff==0.4.10
+scipy==1.13.1
 send2trash==1.8.3
 six==1.16.0
 smmap==5.0.1
@@ -190,11 +194,11 @@ soupsieve==2.5
 sphinx==7.3.7
 sphinx-api-relink==0.0.9
 sphinx-autobuild==2024.4.16
-sphinx-book-theme==1.1.2
-sphinx-codeautolink==0.15.1
+sphinx-book-theme==1.1.3
+sphinx-codeautolink==0.15.2
 sphinx-comments==0.0.3
 sphinx-copybutton==0.5.2
-sphinx-design==0.5.0
+sphinx-design==0.6.0
 sphinx-thebe==0.3.1
 sphinx-togglebutton==0.3.2
 sphinxcontrib-applehelp==1.0.8
@@ -203,48 +207,49 @@ sphinxcontrib-htmlhelp==2.0.5
 sphinxcontrib-jsmath==1.0.1
 sphinxcontrib-qthelp==1.0.7
 sphinxcontrib-serializinghtml==1.1.10
-sphobjinv==2.3.1
-sqlalchemy==2.0.30
+sphobjinv==2.3.1.1
+sqlalchemy==2.0.31
 stack-data==0.6.3
 starlette==0.37.2
-sympy==1.12
+sympy==1.12.1
 tabulate==0.9.0
-tensorboard==2.16.2
+tensorboard==2.14.1
 tensorboard-data-server==0.7.2
-tensorflow==2.16.1
+tensorflow==2.14.0
+tensorflow-estimator==2.14.0
 tensorflow-io-gcs-filesystem==0.37.0
 tensorflow-probability==0.24.0
 termcolor==2.4.0
 terminado==0.18.1
 tinycss2==1.3.0
-tornado==6.4
-tox==4.15.0
+tornado==6.4.1
+tox==4.15.1
 tqdm==4.66.4
 traitlets==5.14.3
 types-protobuf==5.26.0.20240422
 types-python-dateutil==2.9.0.20240316
 types-pyyaml==6.0.12.20240311
-types-requests==2.31.0.20240406
-types-tensorflow==2.16.0.20240428
+types-requests==2.32.0.20240602
+types-tensorflow==2.16.0.20240617
 types-tqdm==4.66.0.20240417
-typing-extensions==4.11.0
+typing-extensions==4.12.2
 tzdata==2024.1
-ujson==5.9.0
+ujson==5.10.0
 uri-template==1.3.0
-urllib3==2.2.1
-uvicorn==0.29.0
-virtualenv==20.26.1
-watchfiles==0.21.0
+urllib3==2.2.2
+uvicorn==0.30.1
+virtualenv==20.26.2
+watchfiles==0.22.0
 wcwidth==0.2.13
-webcolors==1.13
+webcolors==24.6.0
 webencodings==0.5.1
 websocket-client==1.8.0
 websockets==12.0
 werkzeug==3.0.3
 wheel==0.43.0
-widgetsnbextension==4.0.10
-wrapt==1.16.0
-zipp==3.18.1
+widgetsnbextension==4.0.11
+wrapt==1.14.1
+zipp==3.19.2
 
 # The following packages were excluded from the output:
 # setuptools
diff --git a/.constraints/py3.8.txt b/.constraints/py3.8.txt
index a90321ac..a3a4b711 100644
--- a/.constraints/py3.8.txt
+++ b/.constraints/py3.8.txt
@@ -3,8 +3,8 @@
 absl-py==2.1.0
 accessible-pygments==0.0.4
 alabaster==0.7.13
-ampform==0.15.1
-anyio==4.3.0
+ampform==0.15.4
+anyio==4.4.0
 argon2-cffi==23.1.0
 argon2-cffi-bindings==21.2.0
 arrow==1.3.0
@@ -19,7 +19,7 @@ black==24.4.2
 bleach==6.1.0
 cachetools==5.3.3
 cattrs==23.2.3
-certifi==2024.2.2
+certifi==2024.6.2
 cffi==1.16.0
 cfgv==3.4.0
 chardet==5.2.0
@@ -29,7 +29,7 @@ cloudpickle==3.0.0
 colorama==0.4.6
 comm==0.2.2
 contourpy==1.1.1
-coverage==7.5.1
+coverage==7.5.3
 cycler==0.12.1
 debugpy==1.8.1
 decorator==5.1.1
@@ -41,37 +41,37 @@ docutils==0.19
 exceptiongroup==1.2.1
 execnet==2.1.1
 executing==2.0.1
-fastjsonschema==2.19.1
-filelock==3.14.0
+fastjsonschema==2.20.0
+filelock==3.15.3
 flatbuffers==24.3.25
-fonttools==4.51.0
+fonttools==4.53.0
 fqdn==1.5.1
 gast==0.4.0
 gitdb==4.0.11
 gitpython==3.1.43
-google-auth==2.29.0
+google-auth==2.30.0
 google-auth-oauthlib==0.4.6
 google-pasta==0.2.0
 graphviz==0.20.3
 greenlet==3.0.3
-grpcio==1.63.0
+grpcio==1.64.1
 h11==0.14.0
 h5py==3.11.0
-hepunits==2.3.3
+hepunits==2.3.4
 httpcore==1.0.5
 httpx==0.27.0
 identify==2.5.36
 idna==3.7
 imagesize==1.4.1
-iminuit==2.25.2
-importlib-metadata==7.1.0
+iminuit==2.26.0
+importlib-metadata==7.2.0
 importlib-resources==6.4.0
 iniconfig==2.0.0
 ipykernel==6.29.4
 ipympl==0.9.3
 ipython==8.12.3
 ipython-genutils==0.2.0
-ipywidgets==8.1.2
+ipywidgets==8.1.3
 isoduration==20.11.0
 isort==5.13.2
 jax==0.4.13
@@ -79,27 +79,27 @@ jaxlib==0.4.13
 jedi==0.19.1
 jinja2==3.1.4
 json5==0.9.25
-jsonpointer==2.4
+jsonpointer==3.0.0
 jsonschema==4.22.0
 jsonschema-specifications==2023.12.1
 jupyter==1.0.0
 jupyter-cache==0.6.1
-jupyter-client==8.6.1
+jupyter-client==8.6.2
 jupyter-console==6.6.3
 jupyter-core==5.7.2
 jupyter-events==0.10.0
 jupyter-lsp==2.2.5
-jupyter-server==2.14.0
+jupyter-server==2.14.1
 jupyter-server-mathjax==0.2.6
 jupyter-server-terminals==0.5.3
-jupyterlab==4.2.0
+jupyterlab==4.2.2
 jupyterlab-code-formatter==2.2.1
-jupyterlab-git==0.50.0
+jupyterlab-git==0.50.1
 jupyterlab-lsp==5.1.0
 jupyterlab-myst==2.4.2
 jupyterlab-pygments==0.3.0
-jupyterlab-server==2.27.1
-jupyterlab-widgets==3.0.10
+jupyterlab-server==2.27.2
+jupyterlab-widgets==3.0.11
 keras==2.11.0
 kiwisolver==1.4.5
 libclang==18.1.1
@@ -124,17 +124,17 @@ nbclient==0.6.8
 nbconvert==7.16.4
 nbdime==4.0.1
 nbformat==5.10.4
-nbmake==1.5.3
+nbmake==1.5.4
 nest-asyncio==1.6.0
-nodeenv==1.8.0
-notebook==7.0.7
+nodeenv==1.9.1
+notebook==7.2.1
 notebook-shim==0.2.4
 numba==0.58.1
 numpy==1.24.4
 oauthlib==3.2.2
 opt-einsum==3.3.0
 overrides==7.7.0
-packaging==24.0
+packaging==24.1
 pandas==2.0.3
 pandocfilters==1.5.1
 parso==0.8.4
@@ -145,17 +145,17 @@ phasespace==1.9.0
 pickleshare==0.7.5
 pillow==10.3.0
 pkgutil-resolve-name==1.3.10
-platformdirs==4.2.1
+platformdirs==4.2.2
 pluggy==1.5.0
 pre-commit==3.5.0
 prometheus-client==0.20.0
-prompt-toolkit==3.0.43
+prompt-toolkit==3.0.47
 protobuf==3.19.6
-psutil==5.9.8
+psutil==6.0.0
 ptyprocess==0.7.0
 pure-eval==0.2.2
 py-cpuinfo==9.0.0
-pyarrow==16.0.0
+pyarrow==16.1.0
 pyasn1==0.6.0
 pyasn1-modules==0.4.0
 pycparser==2.22
@@ -163,12 +163,12 @@ pydata-sphinx-theme==0.14.4
 pygments==2.18.0
 pyparsing==3.1.2
 pyproject-api==1.6.1
-pytest==8.2.0
+pytest==8.2.2
 pytest-benchmark==4.0.0
 pytest-cov==5.0.0
 pytest-mock==3.14.0
 pytest-xdist==3.6.1
-python-constraint==1.4.0
+python-constraint2==2.0.0b5
 python-dateutil==2.9.0.post0
 python-json-logger==2.0.7
 python-lsp-jsonrpc==1.1.2
@@ -178,18 +178,18 @@ pytoolconfig==1.3.1
 pytz==2024.1
 pyyaml==6.0.1
 pyzmq==26.0.3
-qrules==0.10.1
+qrules==0.10.2
 qtconsole==5.5.2
 qtpy==2.4.1
 referencing==0.35.1
-requests==2.31.0
+requests==2.32.3
 requests-oauthlib==2.0.0
 rfc3339-validator==0.1.4
 rfc3986-validator==0.1.1
 rope==1.13.0
 rpds-py==0.18.1
 rsa==4.9
-ruff==0.4.3
+ruff==0.4.10
 scipy==1.10.1
 send2trash==1.8.3
 six==1.16.0
@@ -201,7 +201,7 @@ sphinx==5.3.0
 sphinx-api-relink==0.0.9
 sphinx-autobuild==2021.3.14
 sphinx-book-theme==1.0.1
-sphinx-codeautolink==0.15.1
+sphinx-codeautolink==0.15.2
 sphinx-comments==0.0.3
 sphinx-copybutton==0.5.2
 sphinx-design==0.5.0
@@ -213,10 +213,10 @@ sphinxcontrib-htmlhelp==2.0.1
 sphinxcontrib-jsmath==1.0.1
 sphinxcontrib-qthelp==1.0.3
 sphinxcontrib-serializinghtml==1.1.5
-sphobjinv==2.3.1
-sqlalchemy==2.0.30
+sphobjinv==2.3.1.1
+sqlalchemy==2.0.31
 stack-data==0.6.3
-sympy==1.12
+sympy==1.12.1
 tabulate==0.9.0
 tensorboard==2.11.2
 tensorboard-data-server==0.6.1
@@ -229,31 +229,31 @@ termcolor==2.4.0
 terminado==0.18.1
 tinycss2==1.3.0
 tomli==2.0.1
-tornado==6.4
-tox==4.15.0
+tornado==6.4.1
+tox==4.15.1
 tqdm==4.66.4
 traitlets==5.14.3
 types-protobuf==5.26.0.20240422
 types-python-dateutil==2.9.0.20240316
 types-pyyaml==6.0.12.20240311
-types-requests==2.31.0.20240406
-types-tensorflow==2.16.0.20240428
+types-requests==2.32.0.20240602
+types-tensorflow==2.16.0.20240618
 types-tqdm==4.66.0.20240417
-typing-extensions==4.11.0
+typing-extensions==4.12.2
 tzdata==2024.1
-ujson==5.9.0
+ujson==5.10.0
 uri-template==1.3.0
-urllib3==2.2.1
-virtualenv==20.26.1
+urllib3==2.2.2
+virtualenv==20.26.2
 wcwidth==0.2.13
-webcolors==1.13
+webcolors==24.6.0
 webencodings==0.5.1
 websocket-client==1.8.0
 werkzeug==3.0.3
 wheel==0.43.0
-widgetsnbextension==4.0.10
+widgetsnbextension==4.0.11
 wrapt==1.16.0
-zipp==3.18.1
+zipp==3.19.2
 
 # The following packages were excluded from the output:
 # setuptools
diff --git a/.constraints/py3.9.txt b/.constraints/py3.9.txt
index 81f8cf89..e30719a5 100644
--- a/.constraints/py3.9.txt
+++ b/.constraints/py3.9.txt
@@ -1,10 +1,10 @@
 # This file was autogenerated by uv via the following command:
 #    uv pip compile pyproject.toml -o .constraints/py3.9.txt --all-extras --no-annotate --python-version=3.9 --no-emit-package setuptools
 absl-py==2.1.0
-accessible-pygments==0.0.4
+accessible-pygments==0.0.5
 alabaster==0.7.16
-ampform==0.15.1
-anyio==4.3.0
+ampform==0.15.4
+anyio==4.4.0
 argon2-cffi==23.1.0
 argon2-cffi-bindings==21.2.0
 arrow==1.3.0
@@ -18,7 +18,7 @@ black==24.4.2
 bleach==6.1.0
 cachetools==5.3.3
 cattrs==23.2.3
-certifi==2024.2.2
+certifi==2024.6.2
 cffi==1.16.0
 cfgv==3.4.0
 chardet==5.2.0
@@ -28,7 +28,7 @@ cloudpickle==3.0.0
 colorama==0.4.6
 comm==0.2.2
 contourpy==1.2.1
-coverage==7.5.1
+coverage==7.5.3
 cycler==0.12.1
 debugpy==1.8.1
 decorator==5.1.1
@@ -40,128 +40,131 @@ docutils==0.21.2
 exceptiongroup==1.2.1
 execnet==2.1.1
 executing==2.0.1
-fastjsonschema==2.19.1
-filelock==3.14.0
+fastjsonschema==2.20.0
+filelock==3.15.3
 flatbuffers==24.3.25
-fonttools==4.51.0
+fonttools==4.53.0
 fqdn==1.5.1
 gast==0.5.4
 gitdb==4.0.11
 gitpython==3.1.43
+google-auth==2.30.0
+google-auth-oauthlib==1.0.0
 google-pasta==0.2.0
 graphviz==0.20.3
 greenlet==3.0.3
-grpcio==1.63.0
+grpcio==1.64.1
 h11==0.14.0
 h5py==3.11.0
-hepunits==2.3.3
+hepunits==2.3.4
 httpcore==1.0.5
 httpx==0.27.0
 identify==2.5.36
 idna==3.7
 imagesize==1.4.1
-iminuit==2.25.2
-importlib-metadata==7.1.0
+iminuit==2.26.0
+importlib-metadata==7.2.0
 importlib-resources==6.4.0
 iniconfig==2.0.0
 ipykernel==6.29.4
 ipympl==0.9.4
 ipython==8.18.1
 ipython-genutils==0.2.0
-ipywidgets==8.1.2
+ipywidgets==8.1.3
 isoduration==20.11.0
 isort==5.13.2
-jax==0.4.26
-jaxlib==0.4.26
+jax==0.4.30
+jaxlib==0.4.30
 jedi==0.19.1
 jinja2==3.1.4
 json5==0.9.25
-jsonpointer==2.4
+jsonpointer==3.0.0
 jsonschema==4.22.0
 jsonschema-specifications==2023.12.1
 jupyter==1.0.0
 jupyter-cache==1.0.0
-jupyter-client==8.6.1
+jupyter-client==8.6.2
 jupyter-console==6.6.3
 jupyter-core==5.7.2
 jupyter-events==0.10.0
 jupyter-lsp==2.2.5
-jupyter-server==2.14.0
+jupyter-server==2.14.1
 jupyter-server-mathjax==0.2.6
 jupyter-server-terminals==0.5.3
-jupyterlab==4.2.0
+jupyterlab==4.2.2
 jupyterlab-code-formatter==2.2.1
-jupyterlab-git==0.50.0
+jupyterlab-git==0.50.1
 jupyterlab-lsp==5.1.0
 jupyterlab-myst==2.4.2
 jupyterlab-pygments==0.3.0
-jupyterlab-server==2.27.1
-jupyterlab-widgets==3.0.10
-keras==3.3.3
+jupyterlab-server==2.27.2
+jupyterlab-widgets==3.0.11
+keras==2.14.0
 kiwisolver==1.4.5
 libclang==18.1.1
-llvmlite==0.42.0
+llvmlite==0.43.0
 lsprotocol==2023.0.1
 markdown==3.6
 markdown-it-py==3.0.0
 markupsafe==2.1.5
-matplotlib==3.8.4
+matplotlib==3.9.0
 matplotlib-inline==0.1.7
-mdit-py-plugins==0.4.0
+mdit-py-plugins==0.4.1
 mdurl==0.1.2
 mistune==3.0.2
-ml-dtypes==0.3.2
+ml-dtypes==0.2.0
 mpmath==1.3.0
 mypy==1.10.0
 mypy-extensions==1.0.0
 myst-nb==1.1.0
 myst-parser==3.0.1
-namex==0.0.8
 nbclient==0.6.8
 nbconvert==7.16.4
 nbdime==4.0.1
 nbformat==5.10.4
-nbmake==1.5.3
+nbmake==1.5.4
 nest-asyncio==1.6.0
-nodeenv==1.8.0
-notebook==7.0.7
+nodeenv==1.9.1
+notebook==7.2.1
 notebook-shim==0.2.4
-numba==0.59.1
-numpy==1.26.4
+numba==0.60.0
+numpy==2.0.0
+oauthlib==3.2.2
 opt-einsum==3.3.0
-optree==0.11.0
 overrides==7.7.0
-packaging==24.0
+packaging==24.1
 pandas==2.2.2
 pandocfilters==1.5.1
 parso==0.8.4
 particle==0.24.0
 pathspec==0.12.1
 pexpect==4.9.0
-phasespace==1.10.3
+phasespace==1.9.0
 pillow==10.3.0
-platformdirs==4.2.1
+platformdirs==4.2.2
 pluggy==1.5.0
-pre-commit==3.7.0
+pre-commit==3.7.1
 prometheus-client==0.20.0
-prompt-toolkit==3.0.43
+prompt-toolkit==3.0.47
 protobuf==4.25.3
-psutil==5.9.8
+psutil==6.0.0
 ptyprocess==0.7.0
 pure-eval==0.2.2
 py-cpuinfo==9.0.0
-pyarrow==16.0.0
+pyarrow==16.1.0
+pyasn1==0.6.0
+pyasn1-modules==0.4.0
 pycparser==2.22
-pydata-sphinx-theme==0.15.2
+pydata-sphinx-theme==0.15.3
 pygments==2.18.0
 pyparsing==3.1.2
 pyproject-api==1.6.1
-pytest==8.2.0
+pytest==8.2.2
 pytest-benchmark==4.0.0
 pytest-cov==5.0.0
 pytest-mock==3.14.0
 pytest-xdist==3.6.1
-python-constraint==1.4.0
+python-constraint2==2.0.0b5
 python-dateutil==2.9.0.post0
 python-json-logger==2.0.7
 python-lsp-jsonrpc==1.1.2
@@ -171,18 +174,19 @@ pytoolconfig==1.3.1
 pytz==2024.1
 pyyaml==6.0.1
 pyzmq==26.0.3
-qrules==0.10.1
+qrules==0.10.2
 qtconsole==5.5.2
 qtpy==2.4.1
 referencing==0.35.1
-requests==2.31.0
+requests==2.32.3
+requests-oauthlib==2.0.0
 rfc3339-validator==0.1.4
 rfc3986-validator==0.1.1
-rich==13.7.1
 rope==1.13.0
 rpds-py==0.18.1
-ruff==0.4.3
-scipy==1.13.0
+rsa==4.9
+ruff==0.4.10
+scipy==1.13.1
 send2trash==1.8.3
 six==1.16.0
 smmap==5.0.1
@@ -192,11 +196,11 @@ soupsieve==2.5
 sphinx==7.3.7
 sphinx-api-relink==0.0.9
 sphinx-autobuild==2024.4.16
-sphinx-book-theme==1.1.2
-sphinx-codeautolink==0.15.1
+sphinx-book-theme==1.1.3
+sphinx-codeautolink==0.15.2
 sphinx-comments==0.0.3
 sphinx-copybutton==0.5.2
-sphinx-design==0.5.0
+sphinx-design==0.6.0
 sphinx-thebe==0.3.1
 sphinx-togglebutton==0.3.2
 sphinxcontrib-applehelp==1.0.8
@@ -205,49 +209,50 @@ sphinxcontrib-htmlhelp==2.0.5
 sphinxcontrib-jsmath==1.0.1
 sphinxcontrib-qthelp==1.0.7
 sphinxcontrib-serializinghtml==1.1.10
-sphobjinv==2.3.1
-sqlalchemy==2.0.30
+sphobjinv==2.3.1.1
+sqlalchemy==2.0.31
 stack-data==0.6.3
 starlette==0.37.2
-sympy==1.12
+sympy==1.12.1
 tabulate==0.9.0
-tensorboard==2.16.2
+tensorboard==2.14.1
 tensorboard-data-server==0.7.2
-tensorflow==2.16.1
+tensorflow==2.14.0
+tensorflow-estimator==2.14.0
 tensorflow-io-gcs-filesystem==0.37.0
 tensorflow-probability==0.24.0
 termcolor==2.4.0
 terminado==0.18.1
 tinycss2==1.3.0
 tomli==2.0.1
-tornado==6.4
-tox==4.15.0
+tornado==6.4.1
+tox==4.15.1
 tqdm==4.66.4
 traitlets==5.14.3
 types-protobuf==5.26.0.20240422
 types-python-dateutil==2.9.0.20240316
 types-pyyaml==6.0.12.20240311
-types-requests==2.31.0.20240406
-types-tensorflow==2.16.0.20240428
+types-requests==2.32.0.20240602
+types-tensorflow==2.16.0.20240617
 types-tqdm==4.66.0.20240417
-typing-extensions==4.11.0
+typing-extensions==4.12.2
 tzdata==2024.1
-ujson==5.9.0
+ujson==5.10.0
 uri-template==1.3.0
-urllib3==2.2.1
-uvicorn==0.29.0
-virtualenv==20.26.1
-watchfiles==0.21.0
+urllib3==2.2.2
+uvicorn==0.30.1
+virtualenv==20.26.2
+watchfiles==0.22.0
 wcwidth==0.2.13
-webcolors==1.13
+webcolors==24.6.0
 webencodings==0.5.1
 websocket-client==1.8.0
 websockets==12.0
 werkzeug==3.0.3
 wheel==0.43.0
-widgetsnbextension==4.0.10
-wrapt==1.16.0
-zipp==3.18.1
+widgetsnbextension==4.0.11
+wrapt==1.14.1
+zipp==3.19.2
 
 # The following packages were excluded from the output:
 # setuptools
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 81127144..f92836d5 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -40,7 +40,7 @@ repos:
             metadata.vscode
 
   - repo: https://github.com/ComPWA/policy
-    rev: 0.3.8
+    rev: 0.3.9
     hooks:
       - id: check-dev-files
         args:
@@ -60,7 +60,7 @@ repos:
           - --extras-require=doc,jax,pwa,viz
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.4.3
+    rev: v0.4.10
     hooks:
       - id: ruff
         args: [--fix]
@@ -113,7 +113,7 @@ repos:
           - --in-place
 
   - repo: https://github.com/python-jsonschema/check-jsonschema
-    rev: 0.28.2
+    rev: 0.28.5
     hooks:
       - id: check-jsonschema
         name: Check CITATION.cff
@@ -126,7 +126,7 @@ repos:
         pass_filenames: false
 
   - repo: https://github.com/streetsidesoftware/cspell-cli
-    rev: v8.8.0
+    rev: v8.9.0
     hooks:
       - id: cspell
 
@@ -152,6 +152,6 @@ repos:
           - python
 
   - repo: https://github.com/ComPWA/mirrors-pyright
-    rev: v1.1.361
+    rev: v1.1.368
     hooks:
       - id: pyright

From 87503d2383ac55f54cf3a398cffc18aa4be97162 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Fri, 21 Jun 2024 18:01:01 +0000
Subject: [PATCH 04/11] [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci
---
 .readthedocs.yml | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/.readthedocs.yml b/.readthedocs.yml
index f67a479e..61df0d40 100644
--- a/.readthedocs.yml
+++ b/.readthedocs.yml
@@ -16,6 +16,9 @@ build:
     - graphviz
   jobs:
     post_install:
+      - curl -LsSf https://astral.sh/uv/install.sh | sh
+      - python -m pip install 'uv>=0.2.0'
+      - python -m uv pip install -c .constraints/py3.10.txt -e .[doc]
       - curl -LsSf https://astral.sh/uv/install.sh | sh
       - |-
         /home/docs/.cargo/bin/uv pip install --system -c .constraints/py3.10.txt -e .[doc]

From e8f5542b52751a5cad325651f5c64c61bb1773d4 Mon Sep 17 00:00:00 2001
From: Remco de Boer <29308176+redeboer@users.noreply.github.com>
Date: Mon, 24 Jun 2024 09:16:07 +0200
Subject: [PATCH 05/11] MAINT: simplify `uv pip` install in RTD config

---
 .readthedocs.yml | 4 ----
 1 file changed, 4 deletions(-)

diff --git a/.readthedocs.yml b/.readthedocs.yml
index 61df0d40..efabdc69 100644
--- a/.readthedocs.yml
+++ b/.readthedocs.yml
@@ -16,9 +16,5 @@ build:
     - graphviz
   jobs:
     post_install:
-      - curl -LsSf https://astral.sh/uv/install.sh | sh
       - python -m pip install 'uv>=0.2.0'
       - python -m uv pip install -c .constraints/py3.10.txt -e .[doc]
-      - curl -LsSf https://astral.sh/uv/install.sh | sh
-      - |-
-        /home/docs/.cargo/bin/uv pip install --system -c .constraints/py3.10.txt -e .[doc]

From add17a72665c0f50650c6e623a7dd40c5ebfad9f Mon Sep 17 00:00:00 2001
From: Remco de Boer <29308176+redeboer@users.noreply.github.com>
Date: Mon, 24 Jun 2024 09:16:58 +0200
Subject: [PATCH 06/11] MAINT: sort keys in RTD config

---
 .readthedocs.yml | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/.readthedocs.yml b/.readthedocs.yml
index efabdc69..3b9aca14 100644
--- a/.readthedocs.yml
+++ b/.readthedocs.yml
@@ -1,13 +1,5 @@
 version: 2
 
-sphinx:
-  builder: dirhtml
-  configuration: docs/conf.py
-  fail_on_warning: true
-
-formats:
-  - htmlzip
-
 build:
   os: ubuntu-22.04
   tools:
@@ -18,3 +10,11 @@ build:
     post_install:
       - python -m pip install 'uv>=0.2.0'
       - python -m uv pip install -c .constraints/py3.10.txt -e .[doc]
+
+formats:
+  - htmlzip
+
+sphinx:
+  builder: dirhtml
+  configuration: docs/conf.py
+  fail_on_warning: true

From 1a878e479b25662e3c9d97eb0c2e3b732136b678 Mon Sep 17 00:00:00 2001
From: Remco de Boer <29308176+redeboer@users.noreply.github.com>
Date: Mon, 24 Jun 2024 09:17:21 +0200
Subject: [PATCH 07/11] MAINT: address `mypy` errors

---
 benchmarks/ampform.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/benchmarks/ampform.py b/benchmarks/ampform.py
index 3db3781b..d7143975 100644
--- a/benchmarks/ampform.py
+++ b/benchmarks/ampform.py
@@ -31,7 +31,7 @@
 
 
 def formulate_amplitude_model(
-    formalism: str,
+    formalism,
     initial_state: StateDefinition,
     final_state: Sequence[StateDefinition],
     intermediate_states: list[str] | None = None,

From f30a4279def1840f3771ae8fc99c953fe47d4b54 Mon Sep 17 00:00:00 2001
From: Remco de Boer <29308176+redeboer@users.noreply.github.com>
Date: Mon, 24 Jun 2024 09:19:59 +0200
Subject: [PATCH 08/11] MAINT: address Ruff issues

---
 tests/data/test_phasespace.py | 2 +-
 tests/data/test_transform.py  | 8 ++++++--
 2 files changed, 7 insertions(+), 3 deletions(-)

diff --git a/tests/data/test_phasespace.py b/tests/data/test_phasespace.py
index 15739101..634deead 100644
--- a/tests/data/test_phasespace.py
+++ b/tests/data/test_phasespace.py
@@ -182,7 +182,7 @@ def test_generate_deterministic(self, pdg: "ParticleCollection"):
         }
         n_events = len(next(iter(expected_sample.values())))
         assert set(phsp_momenta) == set(expected_sample)
-        for i in expected_sample:
+        for i in expected_sample:  # noqa: PLC0206
             expected_momenta = expected_sample[i]
             momenta = phsp_momenta[i]
         assert len(expected_momenta) == n_events
diff --git a/tests/data/test_transform.py b/tests/data/test_transform.py
index 7b08f7f9..a1237293 100644
--- a/tests/data/test_transform.py
+++ b/tests/data/test_transform.py
@@ -22,8 +22,12 @@ def test_identity_chain(self, extend: bool):
         rng = np.random.default_rng(seed=0)
         data = {"x": rng.uniform(size=100), "y": rng.uniform(size=100)}
         transformed_data = chained_transform(data)
-        for key in data:
-            np.testing.assert_allclose(data[key], transformed_data[key], rtol=1e-13)
+        for key in data:  # noqa: PLC0206
+            np.testing.assert_allclose(
+                data[key],
+                transformed_data[key],
+                rtol=1e-13,
+            )
         if extend:
             assert set(transformed_data) == {"x", "y", "v", "w"}
         else:

From 59859ea6480177565652b64b35e1cbc2059ce6ce Mon Sep 17 00:00:00 2001
From: Remco de Boer <29308176+redeboer@users.noreply.github.com>
Date: Mon, 24 Jun 2024 09:23:12 +0200
Subject: [PATCH 09/11] FIX: downgrade NumPy if installing TensorFlow

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

diff --git a/pyproject.toml b/pyproject.toml
index 5604bc63..e62c210e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -141,6 +141,7 @@ test-types = [
     "pytest-mock >=3.3.0",
 ]
 tf = [
+    "numpy<2",
     "tensorflow !=2.15.0.post1", # https://github.com/ComPWA/tensorwaves/actions/runs/7147814088/job/19467965144?pr=509
     "tensorflow >=2.4", # tensorflow.experimental.numpy
     'tensorflow <2.12; python_version <"3.9.0"',

From 23a1f71b4a702570924ea26f75ce1882c3dbedc3 Mon Sep 17 00:00:00 2001
From: Remco de Boer <29308176+redeboer@users.noreply.github.com>
Date: Mon, 24 Jun 2024 09:28:40 +0200
Subject: [PATCH 10/11] MAINT: autoupdate pip constraint files

---
 .constraints/py3.10.txt | 39 +++++++++++++++++----------------------
 .constraints/py3.11.txt | 39 +++++++++++++++++----------------------
 .constraints/py3.8.txt  | 14 +++++++-------
 .constraints/py3.9.txt  | 39 +++++++++++++++++----------------------
 4 files changed, 58 insertions(+), 73 deletions(-)

diff --git a/.constraints/py3.10.txt b/.constraints/py3.10.txt
index 54818298..784948ee 100644
--- a/.constraints/py3.10.txt
+++ b/.constraints/py3.10.txt
@@ -28,7 +28,7 @@ cloudpickle==3.0.0
 colorama==0.4.6
 comm==0.2.2
 contourpy==1.2.1
-coverage==7.5.3
+coverage==7.5.4
 cycler==0.12.1
 debugpy==1.8.1
 decorator==5.1.1
@@ -41,15 +41,13 @@ exceptiongroup==1.2.1
 execnet==2.1.1
 executing==2.0.1
 fastjsonschema==2.20.0
-filelock==3.15.3
+filelock==3.15.4
 flatbuffers==24.3.25
 fonttools==4.53.0
 fqdn==1.5.1
 gast==0.5.4
 gitdb==4.0.11
 gitpython==3.1.43
-google-auth==2.30.0
-google-auth-oauthlib==1.0.0
 google-pasta==0.2.0
 graphviz==0.20.3
 greenlet==3.0.3
@@ -63,7 +61,7 @@ identify==2.5.36
 idna==3.7
 imagesize==1.4.1
 iminuit==2.26.0
-importlib-metadata==7.2.0
+importlib-metadata==7.2.1
 iniconfig==2.0.0
 ipykernel==6.29.4
 ipympl==0.9.4
@@ -98,7 +96,7 @@ jupyterlab-myst==2.4.2
 jupyterlab-pygments==0.3.0
 jupyterlab-server==2.27.2
 jupyterlab-widgets==3.0.11
-keras==2.14.0
+keras==3.3.3
 kiwisolver==1.4.5
 libclang==18.1.1
 llvmlite==0.43.0
@@ -111,12 +109,13 @@ matplotlib-inline==0.1.7
 mdit-py-plugins==0.4.1
 mdurl==0.1.2
 mistune==3.0.2
-ml-dtypes==0.2.0
+ml-dtypes==0.3.2
 mpmath==1.3.0
 mypy==1.10.0
 mypy-extensions==1.0.0
 myst-nb==1.1.0
 myst-parser==3.0.1
+namex==0.0.8
 nbclient==0.6.8
 nbconvert==7.16.4
 nbdime==4.0.1
@@ -127,9 +126,9 @@ nodeenv==1.9.1
 notebook==7.2.1
 notebook-shim==0.2.4
 numba==0.60.0
-numpy==2.0.0
-oauthlib==3.2.2
+numpy==1.26.4
 opt-einsum==3.3.0
+optree==0.11.0
 overrides==7.7.0
 packaging==24.1
 pandas==2.2.2
@@ -138,7 +137,7 @@ parso==0.8.4
 particle==0.24.0
 pathspec==0.12.1
 pexpect==4.9.0
-phasespace==1.9.0
+phasespace==1.10.3
 pillow==10.3.0
 platformdirs==4.2.2
 pluggy==1.5.0
@@ -151,13 +150,11 @@ ptyprocess==0.7.0
 pure-eval==0.2.2
 py-cpuinfo==9.0.0
 pyarrow==16.1.0
-pyasn1==0.6.0
-pyasn1-modules==0.4.0
 pycparser==2.22
 pydata-sphinx-theme==0.15.3
 pygments==2.18.0
 pyparsing==3.1.2
-pyproject-api==1.6.1
+pyproject-api==1.7.1
 pytest==8.2.2
 pytest-benchmark==4.0.0
 pytest-cov==5.0.0
@@ -178,12 +175,11 @@ qtconsole==5.5.2
 qtpy==2.4.1
 referencing==0.35.1
 requests==2.32.3
-requests-oauthlib==2.0.0
 rfc3339-validator==0.1.4
 rfc3986-validator==0.1.1
+rich==13.7.1
 rope==1.13.0
 rpds-py==0.18.1
-rsa==4.9
 ruff==0.4.10
 scipy==1.13.1
 send2trash==1.8.3
@@ -214,10 +210,9 @@ stack-data==0.6.3
 starlette==0.37.2
 sympy==1.12.1
 tabulate==0.9.0
-tensorboard==2.14.1
+tensorboard==2.16.2
 tensorboard-data-server==0.7.2
-tensorflow==2.14.0
-tensorflow-estimator==2.14.0
+tensorflow==2.16.1
 tensorflow-io-gcs-filesystem==0.37.0
 tensorflow-probability==0.24.0
 termcolor==2.4.0
@@ -231,8 +226,8 @@ traitlets==5.14.3
 types-protobuf==5.26.0.20240422
 types-python-dateutil==2.9.0.20240316
 types-pyyaml==6.0.12.20240311
-types-requests==2.32.0.20240602
-types-tensorflow==2.16.0.20240617
+types-requests==2.32.0.20240622
+types-tensorflow==2.16.0.20240618
 types-tqdm==4.66.0.20240417
 typing-extensions==4.12.2
 tzdata==2024.1
@@ -240,7 +235,7 @@ ujson==5.10.0
 uri-template==1.3.0
 urllib3==2.2.2
 uvicorn==0.30.1
-virtualenv==20.26.2
+virtualenv==20.26.3
 watchfiles==0.22.0
 wcwidth==0.2.13
 webcolors==24.6.0
@@ -250,7 +245,7 @@ websockets==12.0
 werkzeug==3.0.3
 wheel==0.43.0
 widgetsnbextension==4.0.11
-wrapt==1.14.1
+wrapt==1.16.0
 zipp==3.19.2
 
 # The following packages were excluded from the output:
diff --git a/.constraints/py3.11.txt b/.constraints/py3.11.txt
index 4df4afab..fb113061 100644
--- a/.constraints/py3.11.txt
+++ b/.constraints/py3.11.txt
@@ -28,7 +28,7 @@ cloudpickle==3.0.0
 colorama==0.4.6
 comm==0.2.2
 contourpy==1.2.1
-coverage==7.5.3
+coverage==7.5.4
 cycler==0.12.1
 debugpy==1.8.1
 decorator==5.1.1
@@ -40,15 +40,13 @@ docutils==0.21.2
 execnet==2.1.1
 executing==2.0.1
 fastjsonschema==2.20.0
-filelock==3.15.3
+filelock==3.15.4
 flatbuffers==24.3.25
 fonttools==4.53.0
 fqdn==1.5.1
 gast==0.5.4
 gitdb==4.0.11
 gitpython==3.1.43
-google-auth==2.30.0
-google-auth-oauthlib==1.0.0
 google-pasta==0.2.0
 graphviz==0.20.3
 greenlet==3.0.3
@@ -62,7 +60,7 @@ identify==2.5.36
 idna==3.7
 imagesize==1.4.1
 iminuit==2.26.0
-importlib-metadata==7.2.0
+importlib-metadata==7.2.1
 iniconfig==2.0.0
 ipykernel==6.29.4
 ipympl==0.9.4
@@ -97,7 +95,7 @@ jupyterlab-myst==2.4.2
 jupyterlab-pygments==0.3.0
 jupyterlab-server==2.27.2
 jupyterlab-widgets==3.0.11
-keras==2.14.0
+keras==3.3.3
 kiwisolver==1.4.5
 libclang==18.1.1
 llvmlite==0.43.0
@@ -110,12 +108,13 @@ matplotlib-inline==0.1.7
 mdit-py-plugins==0.4.1
 mdurl==0.1.2
 mistune==3.0.2
-ml-dtypes==0.2.0
+ml-dtypes==0.3.2
 mpmath==1.3.0
 mypy==1.10.0
 mypy-extensions==1.0.0
 myst-nb==1.1.0
 myst-parser==3.0.1
+namex==0.0.8
 nbclient==0.6.8
 nbconvert==7.16.4
 nbdime==4.0.1
@@ -126,9 +125,9 @@ nodeenv==1.9.1
 notebook==7.2.1
 notebook-shim==0.2.4
 numba==0.60.0
-numpy==2.0.0
-oauthlib==3.2.2
+numpy==1.26.4
 opt-einsum==3.3.0
+optree==0.11.0
 overrides==7.7.0
 packaging==24.1
 pandas==2.2.2
@@ -137,7 +136,7 @@ parso==0.8.4
 particle==0.24.0
 pathspec==0.12.1
 pexpect==4.9.0
-phasespace==1.9.0
+phasespace==1.10.3
 pillow==10.3.0
 platformdirs==4.2.2
 pluggy==1.5.0
@@ -150,13 +149,11 @@ ptyprocess==0.7.0
 pure-eval==0.2.2
 py-cpuinfo==9.0.0
 pyarrow==16.1.0
-pyasn1==0.6.0
-pyasn1-modules==0.4.0
 pycparser==2.22
 pydata-sphinx-theme==0.15.3
 pygments==2.18.0
 pyparsing==3.1.2
-pyproject-api==1.6.1
+pyproject-api==1.7.1
 pytest==8.2.2
 pytest-benchmark==4.0.0
 pytest-cov==5.0.0
@@ -177,12 +174,11 @@ qtconsole==5.5.2
 qtpy==2.4.1
 referencing==0.35.1
 requests==2.32.3
-requests-oauthlib==2.0.0
 rfc3339-validator==0.1.4
 rfc3986-validator==0.1.1
+rich==13.7.1
 rope==1.13.0
 rpds-py==0.18.1
-rsa==4.9
 ruff==0.4.10
 scipy==1.13.1
 send2trash==1.8.3
@@ -213,10 +209,9 @@ stack-data==0.6.3
 starlette==0.37.2
 sympy==1.12.1
 tabulate==0.9.0
-tensorboard==2.14.1
+tensorboard==2.16.2
 tensorboard-data-server==0.7.2
-tensorflow==2.14.0
-tensorflow-estimator==2.14.0
+tensorflow==2.16.1
 tensorflow-io-gcs-filesystem==0.37.0
 tensorflow-probability==0.24.0
 termcolor==2.4.0
@@ -229,8 +224,8 @@ traitlets==5.14.3
 types-protobuf==5.26.0.20240422
 types-python-dateutil==2.9.0.20240316
 types-pyyaml==6.0.12.20240311
-types-requests==2.32.0.20240602
-types-tensorflow==2.16.0.20240617
+types-requests==2.32.0.20240622
+types-tensorflow==2.16.0.20240618
 types-tqdm==4.66.0.20240417
 typing-extensions==4.12.2
 tzdata==2024.1
@@ -238,7 +233,7 @@ ujson==5.10.0
 uri-template==1.3.0
 urllib3==2.2.2
 uvicorn==0.30.1
-virtualenv==20.26.2
+virtualenv==20.26.3
 watchfiles==0.22.0
 wcwidth==0.2.13
 webcolors==24.6.0
@@ -248,7 +243,7 @@ websockets==12.0
 werkzeug==3.0.3
 wheel==0.43.0
 widgetsnbextension==4.0.11
-wrapt==1.14.1
+wrapt==1.16.0
 zipp==3.19.2
 
 # The following packages were excluded from the output:
diff --git a/.constraints/py3.8.txt b/.constraints/py3.8.txt
index a3a4b711..cef295bb 100644
--- a/.constraints/py3.8.txt
+++ b/.constraints/py3.8.txt
@@ -29,7 +29,7 @@ cloudpickle==3.0.0
 colorama==0.4.6
 comm==0.2.2
 contourpy==1.1.1
-coverage==7.5.3
+coverage==7.5.4
 cycler==0.12.1
 debugpy==1.8.1
 decorator==5.1.1
@@ -42,7 +42,7 @@ exceptiongroup==1.2.1
 execnet==2.1.1
 executing==2.0.1
 fastjsonschema==2.20.0
-filelock==3.15.3
+filelock==3.15.4
 flatbuffers==24.3.25
 fonttools==4.53.0
 fqdn==1.5.1
@@ -64,7 +64,7 @@ identify==2.5.36
 idna==3.7
 imagesize==1.4.1
 iminuit==2.26.0
-importlib-metadata==7.2.0
+importlib-metadata==7.2.1
 importlib-resources==6.4.0
 iniconfig==2.0.0
 ipykernel==6.29.4
@@ -103,7 +103,7 @@ jupyterlab-widgets==3.0.11
 keras==2.11.0
 kiwisolver==1.4.5
 libclang==18.1.1
-livereload==2.6.3
+livereload==2.7.0
 llvmlite==0.41.1
 lsprotocol==2023.0.1
 markdown==3.6
@@ -162,7 +162,7 @@ pycparser==2.22
 pydata-sphinx-theme==0.14.4
 pygments==2.18.0
 pyparsing==3.1.2
-pyproject-api==1.6.1
+pyproject-api==1.7.1
 pytest==8.2.2
 pytest-benchmark==4.0.0
 pytest-cov==5.0.0
@@ -236,7 +236,7 @@ traitlets==5.14.3
 types-protobuf==5.26.0.20240422
 types-python-dateutil==2.9.0.20240316
 types-pyyaml==6.0.12.20240311
-types-requests==2.32.0.20240602
+types-requests==2.32.0.20240622
 types-tensorflow==2.16.0.20240618
 types-tqdm==4.66.0.20240417
 typing-extensions==4.12.2
@@ -244,7 +244,7 @@ tzdata==2024.1
 ujson==5.10.0
 uri-template==1.3.0
 urllib3==2.2.2
-virtualenv==20.26.2
+virtualenv==20.26.3
 wcwidth==0.2.13
 webcolors==24.6.0
 webencodings==0.5.1
diff --git a/.constraints/py3.9.txt b/.constraints/py3.9.txt
index e30719a5..eb5909ff 100644
--- a/.constraints/py3.9.txt
+++ b/.constraints/py3.9.txt
@@ -28,7 +28,7 @@ cloudpickle==3.0.0
 colorama==0.4.6
 comm==0.2.2
 contourpy==1.2.1
-coverage==7.5.3
+coverage==7.5.4
 cycler==0.12.1
 debugpy==1.8.1
 decorator==5.1.1
@@ -41,15 +41,13 @@ exceptiongroup==1.2.1
 execnet==2.1.1
 executing==2.0.1
 fastjsonschema==2.20.0
-filelock==3.15.3
+filelock==3.15.4
 flatbuffers==24.3.25
 fonttools==4.53.0
 fqdn==1.5.1
 gast==0.5.4
 gitdb==4.0.11
 gitpython==3.1.43
-google-auth==2.30.0
-google-auth-oauthlib==1.0.0
 google-pasta==0.2.0
 graphviz==0.20.3
 greenlet==3.0.3
@@ -63,7 +61,7 @@ identify==2.5.36
 idna==3.7
 imagesize==1.4.1
 iminuit==2.26.0
-importlib-metadata==7.2.0
+importlib-metadata==7.2.1
 importlib-resources==6.4.0
 iniconfig==2.0.0
 ipykernel==6.29.4
@@ -99,7 +97,7 @@ jupyterlab-myst==2.4.2
 jupyterlab-pygments==0.3.0
 jupyterlab-server==2.27.2
 jupyterlab-widgets==3.0.11
-keras==2.14.0
+keras==3.3.3
 kiwisolver==1.4.5
 libclang==18.1.1
 llvmlite==0.43.0
@@ -112,12 +110,13 @@ matplotlib-inline==0.1.7
 mdit-py-plugins==0.4.1
 mdurl==0.1.2
 mistune==3.0.2
-ml-dtypes==0.2.0
+ml-dtypes==0.3.2
 mpmath==1.3.0
 mypy==1.10.0
 mypy-extensions==1.0.0
 myst-nb==1.1.0
 myst-parser==3.0.1
+namex==0.0.8
 nbclient==0.6.8
 nbconvert==7.16.4
 nbdime==4.0.1
@@ -128,9 +127,9 @@ nodeenv==1.9.1
 notebook==7.2.1
 notebook-shim==0.2.4
 numba==0.60.0
-numpy==2.0.0
-oauthlib==3.2.2
+numpy==1.26.4
 opt-einsum==3.3.0
+optree==0.11.0
 overrides==7.7.0
 packaging==24.1
 pandas==2.2.2
@@ -139,7 +138,7 @@ parso==0.8.4
 particle==0.24.0
 pathspec==0.12.1
 pexpect==4.9.0
-phasespace==1.9.0
+phasespace==1.10.3
 pillow==10.3.0
 platformdirs==4.2.2
 pluggy==1.5.0
@@ -152,13 +151,11 @@ ptyprocess==0.7.0
 pure-eval==0.2.2
 py-cpuinfo==9.0.0
 pyarrow==16.1.0
-pyasn1==0.6.0
-pyasn1-modules==0.4.0
 pycparser==2.22
 pydata-sphinx-theme==0.15.3
 pygments==2.18.0
 pyparsing==3.1.2
-pyproject-api==1.6.1
+pyproject-api==1.7.1
 pytest==8.2.2
 pytest-benchmark==4.0.0
 pytest-cov==5.0.0
@@ -179,12 +176,11 @@ qtconsole==5.5.2
 qtpy==2.4.1
 referencing==0.35.1
 requests==2.32.3
-requests-oauthlib==2.0.0
 rfc3339-validator==0.1.4
 rfc3986-validator==0.1.1
+rich==13.7.1
 rope==1.13.0
 rpds-py==0.18.1
-rsa==4.9
 ruff==0.4.10
 scipy==1.13.1
 send2trash==1.8.3
@@ -215,10 +211,9 @@ stack-data==0.6.3
 starlette==0.37.2
 sympy==1.12.1
 tabulate==0.9.0
-tensorboard==2.14.1
+tensorboard==2.16.2
 tensorboard-data-server==0.7.2
-tensorflow==2.14.0
-tensorflow-estimator==2.14.0
+tensorflow==2.16.1
 tensorflow-io-gcs-filesystem==0.37.0
 tensorflow-probability==0.24.0
 termcolor==2.4.0
@@ -232,8 +227,8 @@ traitlets==5.14.3
 types-protobuf==5.26.0.20240422
 types-python-dateutil==2.9.0.20240316
 types-pyyaml==6.0.12.20240311
-types-requests==2.32.0.20240602
-types-tensorflow==2.16.0.20240617
+types-requests==2.32.0.20240622
+types-tensorflow==2.16.0.20240618
 types-tqdm==4.66.0.20240417
 typing-extensions==4.12.2
 tzdata==2024.1
@@ -241,7 +236,7 @@ ujson==5.10.0
 uri-template==1.3.0
 urllib3==2.2.2
 uvicorn==0.30.1
-virtualenv==20.26.2
+virtualenv==20.26.3
 watchfiles==0.22.0
 wcwidth==0.2.13
 webcolors==24.6.0
@@ -251,7 +246,7 @@ websockets==12.0
 werkzeug==3.0.3
 wheel==0.43.0
 widgetsnbextension==4.0.11
-wrapt==1.14.1
+wrapt==1.16.0
 zipp==3.19.2
 
 # The following packages were excluded from the output:

From e850e62c51dea6750c3366296acd23cd5eeb4e81 Mon Sep 17 00:00:00 2001
From: Remco de Boer <29308176+redeboer@users.noreply.github.com>
Date: Mon, 24 Jun 2024 09:36:40 +0200
Subject: [PATCH 11/11] MAINT: ignore `jax.xla_computation` warning

https://github.com/ComPWA/tensorwaves/actions/runs/9641339414/job/26586798317?pr=528
---
 pyproject.toml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/pyproject.toml b/pyproject.toml
index e62c210e..86617fed 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -272,6 +272,7 @@ filterwarnings = [
     "ignore:divide by zero encountered in divide:RuntimeWarning",
     "ignore:divide by zero encountered in true_divide:RuntimeWarning",
     "ignore:invalid value encountered in .*:RuntimeWarning",
+    "ignore:jax\\.xla_computation is deprecated\\. Please use the AOT APIs\\.:DeprecationWarning",
     "ignore:ml_dtypes\\.float8.*:DeprecationWarning",
     "ignore:module 'sre_constants' is deprecated:DeprecationWarning",
     "ignore:numpy.ufunc size changed, may indicate binary incompatibility.*:RuntimeWarning",