diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index aa4e1347..65dfc2ea 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -14,7 +14,7 @@ repos:
       - id: check-useless-excludes
 
   - repo: https://github.com/ComPWA/policy
-    rev: 0.6.1
+    rev: 0.6.2
     hooks:
       - id: check-dev-files
         args:
@@ -62,7 +62,7 @@ repos:
             metadata.vscode
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.9.4
+    rev: v0.12.2
     hooks:
       - id: ruff
         args: [--fix]
@@ -115,7 +115,7 @@ repos:
           - --in-place
 
   - repo: https://github.com/python-jsonschema/check-jsonschema
-    rev: 0.31.1
+    rev: 0.33.2
     hooks:
       - id: check-jsonschema
         name: Check CITATION.cff
@@ -128,12 +128,12 @@ repos:
         pass_filenames: false
 
   - repo: https://github.com/streetsidesoftware/cspell-cli
-    rev: v8.17.2
+    rev: v9.0.1
     hooks:
       - id: cspell
 
   - repo: https://github.com/editorconfig-checker/editorconfig-checker.python
-    rev: 3.2.0
+    rev: 3.2.1
     hooks:
       - id: editorconfig-checker
         name: editorconfig
@@ -154,11 +154,11 @@ repos:
           - python
 
   - repo: https://github.com/ComPWA/pyright-pre-commit
-    rev: v1.1.393
+    rev: v1.1.402
     hooks:
       - id: pyright
 
   - repo: https://github.com/astral-sh/uv-pre-commit
-    rev: 0.5.27
+    rev: 0.7.19
     hooks:
       - id: uv-lock
diff --git a/docs/conf.py b/docs/conf.py
index fddaabc5..6c484369 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -17,7 +17,7 @@
 def create_tensorflow_inventory() -> None:
     if os.path.exists("tensorflow.inv"):
         return
-    subprocess.check_call(  # noqa: S603
+    subprocess.check_call(
         ("sphobjinv", "convert", "-o", "zlib", "tensorflow.txt"),
     )
 
diff --git a/src/tensorwaves/data/__init__.py b/src/tensorwaves/data/__init__.py
index c5fd6b45..83c8527f 100644
--- a/src/tensorwaves/data/__init__.py
+++ b/src/tensorwaves/data/__init__.py
@@ -105,7 +105,7 @@ def generate(self, size: int, rng: RealNumberGenerator) -> DataSample:
                     # reset progress bar
                     progress_bar.update(n=-progress_bar.n)
                     continue
-            if len(returned_data):
+            if returned_data:
                 returned_data = merge_events(returned_data, data_bunch)
             else:
                 returned_data = data_bunch
diff --git a/uv.lock b/uv.lock
index 904d6137..c56e19ae 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,4 +1,5 @@
 version = 1
+revision = 2
 requires-python = ">=3.9"
 resolution-markers = [
     "python_full_version >= '3.13'",
@@ -10,11 +11,11 @@ resolution-markers = [
 
 [[package]]
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-version = "2.1.0"
+version = "2.3.1"
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-sdist = { url = "https://files.pythonhosted.org/packages/7a/8f/fc001b92ecc467cc32ab38398bd0bfb45df46e7523bf33c2ad22a505f06e/absl-py-2.1.0.tar.gz", hash = "sha256:7820790efbb316739cde8b4e19357243fc3608a152024288513dd968d7d959ff", size = 118055 }
+sdist = { url = "https://files.pythonhosted.org/packages/10/2a/c93173ffa1b39c1d0395b7e842bbdc62e556ca9d8d3b5572926f3e4ca752/absl_py-2.3.1.tar.gz", hash = "sha256:a97820526f7fbfd2ec1bce83f3f25e3a14840dac0d8e02a0b71cd75db3f77fc9", size = 116588, upload-time = "2025-07-03T09:31:44.05Z" }
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+    { url = "https://files.pythonhosted.org/packages/8f/aa/ba0014cc4659328dc818a28827be78e6d97312ab0cb98105a770924dc11e/absl_py-2.3.1-py3-none-any.whl", hash = "sha256:eeecf07f0c2a93ace0772c92e596ace6d3d3996c042b2128459aaae2a76de11d", size = 135811, upload-time = "2025-07-03T09:31:42.253Z" },
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 [[package]]
@@ -24,9 +25,9 @@ source = { registry = "https://pypi.org/simple" }
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     { name = "pygments" },
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-sdist = { url = "https://files.pythonhosted.org/packages/bc/c1/bbac6a50d02774f91572938964c582fff4270eee73ab822a4aeea4d8b11b/accessible_pygments-0.0.5.tar.gz", hash = "sha256:40918d3e6a2b619ad424cb91e556bd3bd8865443d9f22f1dcdf79e33c8046872", size = 1377899 }
+sdist = { url = "https://files.pythonhosted.org/packages/bc/c1/bbac6a50d02774f91572938964c582fff4270eee73ab822a4aeea4d8b11b/accessible_pygments-0.0.5.tar.gz", hash = "sha256:40918d3e6a2b619ad424cb91e556bd3bd8865443d9f22f1dcdf79e33c8046872", size = 1377899, upload-time = "2024-05-10T11:23:10.216Z" }
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+    { url = "https://files.pythonhosted.org/packages/8d/3f/95338030883d8c8b91223b4e21744b04d11b161a3ef117295d8241f50ab4/accessible_pygments-0.0.5-py3-none-any.whl", hash = "sha256:88ae3211e68a1d0b011504b2ffc1691feafce124b845bd072ab6f9f66f34d4b7", size = 1395903, upload-time = "2024-05-10T11:23:08.421Z" },
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 [[package]]
@@ -36,9 +37,9 @@ source = { registry = "https://pypi.org/simple" }
 resolution-markers = [
     "python_full_version < '3.10'",
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-sdist = { url = "https://files.pythonhosted.org/packages/c9/3e/13dd8e5ed9094e734ac430b5d0eb4f2bb001708a8b7856cbf8e084e001ba/alabaster-0.7.16.tar.gz", hash = "sha256:75a8b99c28a5dad50dd7f8ccdd447a121ddb3892da9e53d1ca5cca3106d58d65", size = 23776 }
+sdist = { url = "https://files.pythonhosted.org/packages/c9/3e/13dd8e5ed9094e734ac430b5d0eb4f2bb001708a8b7856cbf8e084e001ba/alabaster-0.7.16.tar.gz", hash = "sha256:75a8b99c28a5dad50dd7f8ccdd447a121ddb3892da9e53d1ca5cca3106d58d65", size = 23776, upload-time = "2024-01-10T00:56:10.189Z" }
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+    { url = "https://files.pythonhosted.org/packages/32/34/d4e1c02d3bee589efb5dfa17f88ea08bdb3e3eac12bc475462aec52ed223/alabaster-0.7.16-py3-none-any.whl", hash = "sha256:b46733c07dce03ae4e150330b975c75737fa60f0a7c591b6c8bf4928a28e2c92", size = 13511, upload-time = "2024-01-10T00:56:08.388Z" },
 ]
 
 [[package]]
@@ -51,23 +52,24 @@ resolution-markers = [
     "python_full_version == '3.11.*'",
     "python_full_version == '3.10.*'",
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+sdist = { url = "https://files.pythonhosted.org/packages/a6/f8/d9c74d0daf3f742840fd818d69cfae176fa332022fd44e3469487d5a9420/alabaster-1.0.0.tar.gz", hash = "sha256:c00dca57bca26fa62a6d7d0a9fcce65f3e026e9bfe33e9c538fd3fbb2144fd9e", size = 24210, upload-time = "2024-07-26T18:15:03.762Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/7e/b3/6b4067be973ae96ba0d615946e314c5ae35f9f993eca561b356540bb0c2b/alabaster-1.0.0-py3-none-any.whl", hash = "sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b", size = 13929, upload-time = "2024-07-26T18:15:02.05Z" },
 ]
 
 [[package]]
 name = "ampform"
-version = "0.15.6"
+version = "0.15.8"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "attrs" },
+    { name = "frozendict" },
     { name = "qrules" },
     { name = "sympy" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/23/1c/3871ab0d982be05eb73b71a55628d3385ea09641e91399ffb6d7520f05b5/ampform-0.15.6.tar.gz", hash = "sha256:fffdfb997ead36dc146e72cce937227b2709bef75db9cdacdc61b9139e8b2417", size = 366368 }
+sdist = { url = "https://files.pythonhosted.org/packages/d4/7a/936b6111fd2855cf99c2f56c0e0d7098ea550a2f90de6b658c41f7b140ac/ampform-0.15.8.tar.gz", hash = "sha256:cf3afa23dad9249147456d2067da39bb33b8e7f5081f310e53166df6760f0410", size = 371646, upload-time = "2025-03-10T06:02:25.451Z" }
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+    { url = "https://files.pythonhosted.org/packages/48/2a/91f45b108c77830aacc4bae109f57a69d1c894fae08e95aee3959b98b272/ampform-0.15.8-py3-none-any.whl", hash = "sha256:e9faf059217bbe15e765c13560480f7630897dd25deaa04e542c4aac67011dd6", size = 88574, upload-time = "2025-03-10T06:02:23.864Z" },
 ]
 
 [package.optional-dependencies]
@@ -77,7 +79,7 @@ viz = [
 
 [[package]]
 name = "anyio"
-version = "4.8.0"
+version = "4.9.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "exceptiongroup", marker = "python_full_version < '3.11'" },
@@ -85,30 +87,30 @@ dependencies = [
     { name = "sniffio" },
     { name = "typing-extensions", marker = "python_full_version < '3.13'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/a3/73/199a98fc2dae33535d6b8e8e6ec01f8c1d76c9adb096c6b7d64823038cde/anyio-4.8.0.tar.gz", hash = "sha256:1d9fe889df5212298c0c0723fa20479d1b94883a2df44bd3897aa91083316f7a", size = 181126 }
+sdist = { url = "https://files.pythonhosted.org/packages/95/7d/4c1bd541d4dffa1b52bd83fb8527089e097a106fc90b467a7313b105f840/anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028", size = 190949, upload-time = "2025-03-17T00:02:54.77Z" }
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+    { url = "https://files.pythonhosted.org/packages/a1/ee/48ca1a7c89ffec8b6a0c5d02b89c305671d5ffd8d3c94acf8b8c408575bb/anyio-4.9.0-py3-none-any.whl", hash = "sha256:9f76d541cad6e36af7beb62e978876f3b41e3e04f2c1fbf0884604c0a9c4d93c", size = 100916, upload-time = "2025-03-17T00:02:52.713Z" },
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 [[package]]
 name = "appnope"
 version = "0.1.4"
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 [[package]]
 name = "argon2-cffi"
-version = "23.1.0"
+version = "25.1.0"
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 dependencies = [
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