From 68f0d3a944d882ace9624a7615bbc87e3e0b6644 Mon Sep 17 00:00:00 2001
From: Max <max.lindqvist@ipp.mpg.de>
Date: Wed, 21 Oct 2026 21:56:01 +0200
Subject: [PATCH 1/2] Add opt-in scope-profiler regions, off by default

---
 CHANGELOG.md                               |   6 +
 README.md                                  |  21 ++
 README.qmd                                 |  19 ++
 pyproject.toml                             |   4 +
 src/patchwork/__init__.py                  |   6 +
 src/patchwork/_profiling.py                |  10 +
 src/patchwork/mesh.py                      |  12 +-
 src/patchwork/nodal.py                     |   7 +
 src/patchwork/poisson.py                   |   4 +
 src/patchwork/regrid.py                    |   4 +
 src/patchwork/tests/unit/test_profiling.py |  45 ++++
 uv.lock                                    | 230 ++++++++++++++-------
 12 files changed, 294 insertions(+), 74 deletions(-)
 create mode 100644 src/patchwork/_profiling.py
 create mode 100644 src/patchwork/tests/unit/test_profiling.py

diff --git a/CHANGELOG.md b/CHANGELOG.md
index daffe66..105d1d0 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -80,6 +80,12 @@ format follows [Keep a Changelog](https://keepachangelog.com/en/1.1.0/).
   the frames of an animation. The tutorial publisher turns GIF outputs into animated images.
 - `Patch.local_cell_centers(hierarchy, name)` takes the field whose cells are wanted; without
   one, the first cell-centered field (it used the first field of any centering).
+- Profiling regions, off by default: halo exchanges, restriction, deposit, migration, regridding,
+  tagging and both Poisson solvers record `patchwork.<operation>` scope-profiler regions tagged
+  `patchwork`, an opt-in tag that an application enables with `enable_tags=["patchwork"]`,
+  `SCOPE_PROFILER_ENABLE_TAGS=patchwork` or `scope-profiler run --enable-tag patchwork`.
+  `scope-profiler>=0.7.5` is a new dependency, which uv takes from its `devel` branch until
+  0.7.5 is released.
 
 ### Changed
 
diff --git a/README.md b/README.md
index c73691e..93b72ea 100644
--- a/README.md
+++ b/README.md
@@ -151,6 +151,27 @@ needs 0.9 s to factorize; the two potentials agree to 0.13%.
 ![The potential of a moving charge, with the patches that follow
 it](docs/public/figures/regrid_moving_charge.png)
 
+## Profiling
+
+patchwork ships
+[scope-profiler](https://github.com/max-models/scope-profiler) regions
+around its expensive operations (halo exchanges, restriction, deposit
+and migration, tagging and regridding, building and solving the Poisson
+problems), named `patchwork.<operation>`. They are off by default, so an
+application that profiles itself records only its own regions. Turn them
+on with the `patchwork` tag:
+
+``` python
+import scope_profiler as sp
+
+sp.setup(enable_tags=["patchwork"])  # or sp.session(enable_tags=["patchwork"])
+```
+
+or, without editing the code, `SCOPE_PROFILER_ENABLE_TAGS=patchwork`,
+`scope-profiler run --enable-tag patchwork`, or `enable_tags` in the
+TOML configuration. Switched off, a region costs less than 0.2 µs per
+call.
+
 ## Install
 
 With [uv](https://docs.astral.sh/uv/):
diff --git a/README.qmd b/README.qmd
index 0dfa2ae..e854b3c 100644
--- a/README.qmd
+++ b/README.qmd
@@ -147,6 +147,25 @@ uniform mesh, which also needs 0.9 s to factorize; the two potentials agree to
 
 ![The potential of a moving charge, with the patches that follow it](docs/public/figures/regrid_moving_charge.png)
 
+## Profiling
+
+patchwork ships [scope-profiler](https://github.com/max-models/scope-profiler)
+regions around its expensive operations (halo exchanges, restriction, deposit and
+migration, tagging and regridding, building and solving the Poisson problems), named
+`patchwork.<operation>`. They are off by default, so an application that
+profiles itself records only its own regions. Turn them on with the `patchwork`
+tag:
+
+```python
+import scope_profiler as sp
+
+sp.setup(enable_tags=["patchwork"])  # or sp.session(enable_tags=["patchwork"])
+```
+
+or, without editing the code, `SCOPE_PROFILER_ENABLE_TAGS=patchwork`,
+`scope-profiler run --enable-tag patchwork`, or `enable_tags` in the TOML
+configuration. Switched off, a region costs less than 0.2 µs per call.
+
 ## Install
 
 With [uv](https://docs.astral.sh/uv/):
diff --git a/pyproject.toml b/pyproject.toml
index de46dc6..a898e5d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -25,6 +25,7 @@ dependencies = [
   "mpiarray @ git+https://github.com/max-models/mpiarray@devel",
   "numpy",
   "scipy",
+  "scope-profiler>=0.7.5",
 ]
 
 [project.optional-dependencies]
@@ -59,6 +60,9 @@ where = [ "src" ]
 [tool.setuptools.package-data]
 "*" = [ "py.typed" ]
 
+[tool.uv.sources]
+scope-profiler = { git = "https://github.com/max-models/scope-profiler", branch = "devel" }
+
 [tool.ruff]
 target-version = "py310"
 line-length = 88
diff --git a/src/patchwork/__init__.py b/src/patchwork/__init__.py
index 80b184d..fe5b27d 100644
--- a/src/patchwork/__init__.py
+++ b/src/patchwork/__init__.py
@@ -1,5 +1,8 @@
 """Patchwork: block-structured adaptive meshes backed by mpiarray."""
 
+import scope_profiler as sp
+
+from patchwork._profiling import PROFILE_TAGS
 from patchwork.mesh import AMRHierarchy, IndexBox, Patch
 from patchwork.nodal import (
     CompositeNodes,
@@ -13,6 +16,9 @@
 from patchwork.poisson import solve_poisson
 from patchwork.regrid import cluster, function_tags, gradient_tags
 
+# patchwork's profiling regions are off unless an application enables the tag
+sp.register_opt_in_tag(*PROFILE_TAGS)
+
 __version__ = "0.1.0"
 
 __all__ = [
diff --git a/src/patchwork/_profiling.py b/src/patchwork/_profiling.py
new file mode 100644
index 0000000..0c110dd
--- /dev/null
+++ b/src/patchwork/_profiling.py
@@ -0,0 +1,10 @@
+"""The tag of patchwork's own profiling regions, which are off unless enabled.
+
+Every region is named ``"patchwork.<operation>"`` and tagged with
+:data:`PROFILE_TAGS`. The package registers the tag as opt-in with
+scope-profiler, so an application that profiles itself records these regions
+only when it asks for them (``enable_tags=["patchwork"]``; see the README).
+"""
+
+#: The scope-profiler tags of every patchwork region.
+PROFILE_TAGS = ("patchwork",)
diff --git a/src/patchwork/mesh.py b/src/patchwork/mesh.py
index 0ebf0cd..fe4af7c 100644
--- a/src/patchwork/mesh.py
+++ b/src/patchwork/mesh.py
@@ -6,8 +6,11 @@
 from typing import TYPE_CHECKING, Any
 
 import mpiarray as mpa
+import scope_profiler as sp
 from maybempi import MPI
 
+from patchwork._profiling import PROFILE_TAGS
+
 if TYPE_CHECKING:
     from collections.abc import Callable, Iterator, Mapping, Sequence
 
@@ -545,6 +548,7 @@ def allocate_field(
             if patch.is_local:
                 patch._fields[name] = arrays[id(patch)]
 
+    @sp.profile("patchwork.exchange_halos", tags=PROFILE_TAGS)
     def exchange_halos(self, name: str) -> None:
         """Fill the halo of every patch of field ``name`` from the rest of the hierarchy.
 
@@ -559,6 +563,7 @@ def exchange_halos(self, name: str) -> None:
 
         self._schedule("halo", name, HaloExchange).execute()
 
+    @sp.profile("patchwork.restrict", tags=PROFILE_TAGS)
     def restrict(self, name: str) -> None:
         """Give the points of field ``name`` under finer patches the fine values.
 
@@ -571,6 +576,7 @@ def restrict(self, name: str) -> None:
 
         self._schedule("restrict", name, Restriction).execute()
 
+    @sp.profile("patchwork.regrid", tags=PROFILE_TAGS)
     def regrid(
         self,
         tags: Mapping[int, Any],
@@ -835,6 +841,7 @@ def owner(self, x: Any, y: Any, name: str) -> Any:
         found, cell_i, cell_j, _ = self._cells(x, y)
         return self._owners(found, cell_i, cell_j, name).reshape(shape)
 
+    @sp.profile("patchwork.migrate", tags=PROFILE_TAGS)
     def migrate(
         self, x: Any, y: Any, *arrays: Any, name: str, outside: str = "error"
     ) -> tuple[Any, ...]:
@@ -880,6 +887,7 @@ def migrate(
         )
         return tuple(np.asarray(array) for array in received)
 
+    @sp.profile("patchwork.deposit", tags=PROFILE_TAGS)
     def deposit(
         self, x: Any, y: Any, charge: Any, name: str, *, reset: bool = True
     ) -> None:
@@ -949,6 +957,7 @@ def deposit(
             )
             storage += added.reshape(storage.shape)
 
+    @sp.profile("patchwork.accumulate_halos", tags=PROFILE_TAGS)
     def accumulate_halos(self, name: str) -> None:
         """Bring deposited charge to the composite nodes: the scatter-add after :meth:`deposit`.
 
@@ -985,7 +994,8 @@ def _schedule(self, kind: str, name: str, build: Any) -> Any:
             raise KeyError(f"hierarchy has no field {name!r}")
         key = (kind, name)
         if key not in self._schedules:
-            self._schedules[key] = build(self, name)
+            with sp.region("patchwork.build_schedule", tags=PROFILE_TAGS):
+                self._schedules[key] = build(self, name)
         return self._schedules[key]
 
     def __iter__(self) -> Iterator[Patch]:
diff --git a/src/patchwork/nodal.py b/src/patchwork/nodal.py
index 58223f4..b734514 100644
--- a/src/patchwork/nodal.py
+++ b/src/patchwork/nodal.py
@@ -25,6 +25,9 @@
 import numpy as np
 import scipy.sparse as sparse
 import scipy.sparse.linalg
+import scope_profiler as sp
+
+from patchwork._profiling import PROFILE_TAGS
 
 if TYPE_CHECKING:
     from patchwork.mesh import AMRHierarchy, Patch
@@ -106,6 +109,7 @@ class CompositeNodes:
             ``u`` from the others (which it leaves unchanged).
     """
 
+    @sp.profile("patchwork.composite_nodes", tags=PROFILE_TAGS)
     def __init__(self, hierarchy: AMRHierarchy) -> None:
         """Number the nodes of ``hierarchy`` and find its leaf cells and hanging nodes."""
         self.hierarchy = hierarchy
@@ -702,6 +706,7 @@ class NodalPoisson:
         fixed: Whether a node has a prescribed value (a face or a body).
     """
 
+    @sp.profile("patchwork.nodal_poisson_setup", tags=PROFILE_TAGS)
     def __init__(
         self,
         hierarchy: AMRHierarchy,
@@ -1056,6 +1061,7 @@ def constant(self) -> np.ndarray:
         """The share of the right-hand side that the prescribed values give."""
         return self._constant
 
+    @sp.profile("patchwork.nodal_poisson_solve_reduced", tags=PROFILE_TAGS)
     def solve_reduced(self, right_hand_side: np.ndarray) -> np.ndarray:
         """Solve for a right-hand side of the unknowns; the potential on all nodes.
 
@@ -1071,6 +1077,7 @@ def solve_reduced(self, right_hand_side: np.ndarray) -> np.ndarray:
             potential[nodes.hanging] = self._reduction_rows @ potential
         return potential
 
+    @sp.profile("patchwork.nodal_poisson_solve", tags=PROFILE_TAGS)
     def solve(
         self,
         source: np.ndarray | str | None = None,
diff --git a/src/patchwork/poisson.py b/src/patchwork/poisson.py
index ab4d63c..156d697 100644
--- a/src/patchwork/poisson.py
+++ b/src/patchwork/poisson.py
@@ -9,6 +9,9 @@
 import numpy as np
 import scipy.sparse as sparse
 import scipy.sparse.linalg
+import scope_profiler as sp
+
+from patchwork._profiling import PROFILE_TAGS
 
 if TYPE_CHECKING:
     from patchwork.mesh import AMRHierarchy, Patch
@@ -51,6 +54,7 @@ def _parents(
     return parents
 
 
+@sp.profile("patchwork.solve_poisson", tags=PROFILE_TAGS)
 def solve_poisson(
     hierarchy: AMRHierarchy,
     rhs: str,
diff --git a/src/patchwork/regrid.py b/src/patchwork/regrid.py
index b9f7049..38bc6f3 100644
--- a/src/patchwork/regrid.py
+++ b/src/patchwork/regrid.py
@@ -26,8 +26,10 @@
 
 import mpiarray as mpa
 import numpy as np
+import scope_profiler as sp
 from maybempi import MPI
 
+from patchwork._profiling import PROFILE_TAGS
 from patchwork.halos import (
     _overlap,
     _Points,
@@ -70,6 +72,7 @@ def function_tags(
     return tags
 
 
+@sp.profile("patchwork.gradient_tags", tags=PROFILE_TAGS)
 def gradient_tags(
     hierarchy: AMRHierarchy, name: str, threshold: float
 ) -> dict[int, np.ndarray]:
@@ -494,6 +497,7 @@ def new_boxes(
     return boxes
 
 
+@sp.profile("patchwork.regrid_transfer", tags=PROFILE_TAGS)
 def transfer(old: AMRHierarchy, new: AMRHierarchy, name: str) -> None:
     """Fill field ``name`` of ``new`` from ``old``, level by level (collective).
 
diff --git a/src/patchwork/tests/unit/test_profiling.py b/src/patchwork/tests/unit/test_profiling.py
new file mode 100644
index 0000000..3cb0cbe
--- /dev/null
+++ b/src/patchwork/tests/unit/test_profiling.py
@@ -0,0 +1,45 @@
+"""Patchwork's profiling regions: off by default, on with ``enable_tags``."""
+
+from __future__ import annotations
+
+import pytest
+import scope_profiler as sp
+
+from patchwork import AMRHierarchy
+
+
+@pytest.fixture(autouse=True)
+def _fresh_profiler():
+    """No profiling state from other tests, and none left for them."""
+    sp.reset()
+    yield
+    sp.reset()
+
+
+def regions_of_a_halo_exchange(**setup_kwargs) -> set[str]:
+    """The names of the regions recorded around one halo exchange."""
+    sp.ProfileManager.setup(output=None, **setup_kwargs)
+    mesh = AMRHierarchy(base_shape=(8, 8))
+    mesh.add_patch(level=1, box=((4, 12), (4, 12)))
+    mesh.allocate_field("u", halo=1)
+    with sp.region("user.step"):
+        mesh.exchange_halos("u")
+    results = sp.finalize(verbose=False, return_results=True)
+    return set(results.region_names)
+
+
+def test_patchwork_regions_are_off_by_default():
+    names = regions_of_a_halo_exchange()
+
+    assert "user.step" in names
+    assert not {name for name in names if name.startswith("patchwork.")}
+
+
+def test_enable_tags_records_the_patchwork_regions():
+    names = regions_of_a_halo_exchange(enable_tags=["patchwork"])
+
+    assert {
+        "user.step",
+        "patchwork.exchange_halos",
+        "patchwork.build_schedule",
+    } <= names
diff --git a/uv.lock b/uv.lock
index ed8d6b0..81de6c8 100644
--- a/uv.lock
+++ b/uv.lock
@@ -502,7 +502,7 @@ resolution-markers = [
     "python_full_version < '3.11'",
 ]
 dependencies = [
-    { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" } },
+    { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/66/54/eb9bfc647b19f2009dd5c7f5ec51c4e6ca831725f1aea7a993034f483147/contourpy-1.3.2.tar.gz", hash = "sha256:b6945942715a034c671b7fc54f9588126b0b8bf23db2696e3ca8328f3ff0ab54", size = 13466130, upload-time = "2025-04-15T17:47:53.79Z" }
 wheels = [
@@ -572,7 +572,7 @@ resolution-markers = [
     "python_full_version == '3.11.*'",
 ]
 dependencies = [
-    { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" } },
+    { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.11.*'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/58/01/1253e6698a07380cd31a736d248a3f2a50a7c88779a1813da27503cadc2a/contourpy-1.3.3.tar.gz", hash = "sha256:083e12155b210502d0bca491432bb04d56dc3432f95a979b429f2848c3dbe880", size = 13466174, upload-time = "2025-07-26T12:03:12.549Z" }
 wheels = [
@@ -658,7 +658,7 @@ resolution-markers = [
     "python_full_version >= '3.12' and python_full_version < '3.14'",
 ]
 dependencies = [
-    { name = "numpy", version = "2.5.3", source = { registry = "https://pypi.org/simple" } },
+    { name = "numpy", version = "2.5.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/83/5a/a55177dd22553a277388e8a1b3220e92de91bacb28356cdc73caa240121d/contourpy-1.4.0.tar.gz", hash = "sha256:20156f5a1ac4f8ce02656e39a61e82164a3d359796dc8026f75b062783d500e1", size = 13323726, upload-time = "2026-09-11T19:05:05.808Z" }
 wheels = [
@@ -952,7 +952,7 @@ name = "exceptiongroup"
 version = "1.3.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "typing-extensions" },
+    { name = "typing-extensions", marker = "python_full_version < '3.11'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/50/79/66800aadf48771f6b62f7eb014e352e5d06856655206165d775e675a02c9/exceptiongroup-1.3.1.tar.gz", hash = "sha256:8b412432c6055b0b7d14c310000ae93352ed6754f70fa8f7c34141f91c4e3219", size = 30371, upload-time = "2025-11-21T23:01:54.787Z" }
 wheels = [
@@ -1185,6 +1185,66 @@ wheels = [
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 ]
 
+[[package]]
+name = "h5py"
+version = "3.16.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
+    { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.11.*'" },
+    { name = "numpy", version = "2.5.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
+]
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+wheels = [
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 sdist = { url = "https://files.pythonhosted.org/packages/7a/05/e5499c8b762387d83926bf0389e8fff888c9bf6e7af30566a8527bc12f4a/ipykernel-7.4.0.tar.gz", hash = "sha256:4330114d22b9b33575b2c7c68753fc8faabbbcfbc60b0cdff9f14dd4ce63742f", size = 192731, upload-time = "2026-09-29T16:33:11.468Z" }
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-    { name = "pygments" },
-    { name = "stack-data" },
-    { name = "traitlets" },
-    { name = "typing-extensions" },
+    { name = "colorama", marker = "python_full_version < '3.11' and sys_platform == 'win32'" },
+    { name = "decorator", marker = "python_full_version < '3.11'" },
+    { name = "exceptiongroup", marker = "python_full_version < '3.11'" },
+    { name = "jedi", marker = "python_full_version < '3.11'" },
+    { name = "matplotlib-inline", marker = "python_full_version < '3.11'" },
+    { name = "pexpect", marker = "python_full_version < '3.11' and sys_platform != 'emscripten' and sys_platform != 'win32'" },
+    { name = "prompt-toolkit", marker = "python_full_version < '3.11'" },
+    { name = "pygments", marker = "python_full_version < '3.11'" },
+    { name = "stack-data", marker = "python_full_version < '3.11'" },
+    { name = "traitlets", marker = "python_full_version < '3.11'" },
+    { name = "typing-extensions", marker = "python_full_version < '3.11'" },
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 sdist = { url = "https://files.pythonhosted.org/packages/40/18/f8598d287006885e7136451fdea0755af4ebcbfe342836f24deefaed1164/ipython-8.39.0.tar.gz", hash = "sha256:4110ae96012c379b8b6db898a07e186c40a2a1ef5d57a7fa83166047d9da7624", size = 5513971, upload-time = "2026-03-27T10:02:13.94Z" }
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@@ -1330,17 +1390,17 @@ resolution-markers = [
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-    { name = "matplotlib-inline" },
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-    { name = "psutil", marker = "sys_platform != 'cygwin' and sys_platform != 'emscripten'" },
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-    { name = "stack-data" },
-    { name = "traitlets" },
-    { name = "typing-extensions", marker = "python_full_version < '3.12'" },
+    { name = "colorama", marker = "python_full_version >= '3.11' and sys_platform == 'win32'" },
+    { name = "ipython-pygments-lexers", marker = "python_full_version >= '3.11'" },
+    { name = "jedi", marker = "python_full_version >= '3.11'" },
+    { name = "matplotlib-inline", marker = "python_full_version >= '3.11'" },
+    { name = "pexpect", marker = "python_full_version >= '3.11' and sys_platform != 'emscripten' and sys_platform != 'win32'" },
+    { name = "prompt-toolkit", marker = "python_full_version >= '3.11'" },
+    { name = "psutil", marker = "python_full_version >= '3.11' and sys_platform != 'cygwin' and sys_platform != 'emscripten'" },
+    { name = "pygments", marker = "python_full_version >= '3.11'" },
+    { name = "stack-data", marker = "python_full_version >= '3.11'" },
+    { name = "traitlets", marker = "python_full_version >= '3.11'" },
+    { name = "typing-extensions", marker = "python_full_version == '3.11.*'" },
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 sdist = { url = "https://files.pythonhosted.org/packages/b9/32/99451b1283ec5d92ad77073f12e1c667dc10775384d8f15c2914207149dd/ipython-9.17.1.tar.gz", hash = "sha256:8919be8c27f20a6f4423145028063f6637b42a03ce57665bb12015ee1f073529", size = 4539289, upload-time = "2026-09-01T08:29:32.6Z" }
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@@ -1352,7 +1412,7 @@ name = "ipython-pygments-lexers"
 version = "1.1.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "pygments" },
+    { name = "pygments", marker = "python_full_version >= '3.11'" },
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 sdist = { url = "https://files.pythonhosted.org/packages/ef/4c/5dd1d8af08107f88c7f741ead7a40854b8ac24ddf9ae850afbcf698aa552/ipython_pygments_lexers-1.1.1.tar.gz", hash = "sha256:09c0138009e56b6854f9535736f4171d855c8c08a563a0dcd8022f78355c7e81", size = 8393, upload-time = "2025-01-17T11:24:34.505Z" }
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@@ -1934,15 +1994,15 @@ resolution-markers = [
     "python_full_version < '3.11'",
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-    { name = "contourpy", version = "1.3.2", source = { registry = "https://pypi.org/simple" } },
-    { name = "cycler" },
-    { name = "fonttools", version = "4.65.0", source = { registry = "https://pypi.org/simple" } },
-    { name = "kiwisolver" },
-    { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" } },
-    { name = "packaging" },
-    { name = "pillow" },
-    { name = "pyparsing" },
-    { name = "python-dateutil" },
+    { name = "contourpy", version = "1.3.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
+    { name = "cycler", marker = "python_full_version < '3.11'" },
+    { name = "fonttools", version = "4.65.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
+    { name = "kiwisolver", marker = "python_full_version < '3.11'" },
+    { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
+    { name = "packaging", marker = "python_full_version < '3.11'" },
+    { name = "pillow", marker = "python_full_version < '3.11'" },
+    { name = "pyparsing", marker = "python_full_version < '3.11'" },
+    { name = "python-dateutil", marker = "python_full_version < '3.11'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/63/1b/4be5be87d43d327a0cf4de1a56e86f7f84c89312452406cf122efe2839e6/matplotlib-3.10.9.tar.gz", hash = "sha256:fd66508e8c6877d98e586654b608a0456db8d7e8a546eb1e2600efd957302358", size = 34811233, upload-time = "2026-04-24T00:14:13.539Z" }
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@@ -2012,17 +2072,17 @@ resolution-markers = [
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 ]
 dependencies = [
-    { name = "contourpy", version = "1.3.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" },
+    { name = "contourpy", version = "1.3.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.11.*'" },
     { name = "contourpy", version = "1.4.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
-    { name = "cycler" },
-    { name = "fonttools", version = "4.66.1", source = { registry = "https://pypi.org/simple" } },
-    { name = "kiwisolver" },
-    { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" },
+    { name = "cycler", marker = "python_full_version >= '3.11'" },
+    { name = "fonttools", version = "4.66.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
+    { name = "kiwisolver", marker = "python_full_version >= '3.11'" },
+    { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.11.*'" },
     { name = "numpy", version = "2.5.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
-    { name = "packaging" },
-    { name = "pillow" },
-    { name = "pyparsing" },
-    { name = "python-dateutil" },
+    { name = "packaging", marker = "python_full_version >= '3.11'" },
+    { name = "pillow", marker = "python_full_version >= '3.11'" },
+    { name = "pyparsing", marker = "python_full_version >= '3.11'" },
+    { name = "python-dateutil", marker = "python_full_version >= '3.11'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/e7/c8/9aa712a0afb882649424dd8de8ad9aa6235e796e84c6052e8f6dc1598d0d/matplotlib-3.11.2.tar.gz", hash = "sha256:cec596316640f2b394b8f0daa0ea61a8eae82d017b620b9f202befb972a59ea4", size = 32660610, upload-time = "2026-09-11T19:05:31.214Z" }
 wheels = [
@@ -2536,6 +2596,7 @@ dependencies = [
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     { name = "scipy", version = "1.17.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.11.*'" },
     { name = "scipy", version = "1.18.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
+    { name = "scope-profiler" },
 ]
 
 [package.optional-dependencies]
@@ -2597,6 +2658,7 @@ requires-dist = [
     { name = "pytest-cov", marker = "extra == 'test'" },
     { name = "ruff", marker = "extra == 'dev'" },
     { name = "scipy" },
+    { name = "scope-profiler", git = "https://github.com/max-models/scope-profiler?rev=devel" },
 ]
 provides-extras = ["mpi", "plot", "dev", "docs", "test"]
 
@@ -3475,7 +3537,7 @@ resolution-markers = [
     "python_full_version < '3.11'",
 ]
 dependencies = [
-    { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" } },
+    { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/0f/37/6964b830433e654ec7485e45a00fc9a27cf868d622838f6b6d9c5ec0d532/scipy-1.15.3.tar.gz", hash = "sha256:eae3cf522bc7df64b42cad3925c876e1b0b6c35c1337c93e12c0f366f55b0eaf", size = 59419214, upload-time = "2025-05-08T16:13:05.955Z" }
 wheels = [
@@ -3534,7 +3596,7 @@ resolution-markers = [
     "python_full_version == '3.11.*'",
 ]
 dependencies = [
-    { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" } },
+    { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.11.*'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/7a/97/5a3609c4f8d58b039179648e62dd220f89864f56f7357f5d4f45c29eb2cc/scipy-1.17.1.tar.gz", hash = "sha256:95d8e012d8cb8816c226aef832200b1d45109ed4464303e997c5b13122b297c0", size = 30573822, upload-time = "2026-02-23T00:26:24.851Z" }
 wheels = [
@@ -3609,7 +3671,7 @@ resolution-markers = [
     "python_full_version >= '3.12' and python_full_version < '3.14'",
 ]
 dependencies = [
-    { name = "numpy", version = "2.5.3", source = { registry = "https://pypi.org/simple" } },
+    { name = "numpy", version = "2.5.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/7e/74/66de6258867beb2ef08f35f9f2ac017a52cacd5081714d239ff1a442d458/scipy-1.18.1.tar.gz", hash = "sha256:52c4b7422442aba924d03ad4019852b08a92e64ea187b933135687bfe2747307", size = 30781235, upload-time = "2026-08-21T23:28:50.599Z" }
 wheels = [
@@ -3675,6 +3737,19 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/63/ad/741c19fcb66755ff953daf9243af8480e4bf3d7fbe57583c178c7d2b6b51/scipy-1.18.1-cp315-cp315t-win_arm64.whl", hash = "sha256:eda632a7981f69730d6281f451db9c1c370993a2c0d7ddb43e2a809a2862b83a", size = 25319710, upload-time = "2026-08-21T23:28:45.713Z" },
 ]
 
+[[package]]
+name = "scope-profiler"
+version = "0.7.4"
+source = { git = "https://github.com/max-models/scope-profiler?rev=devel#19f59c4ed98cf61ba6bd7c9244aee133983924b3" }
+dependencies = [
+    { name = "h5py" },
+    { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
+    { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.11.*'" },
+    { name = "numpy", version = "2.5.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
+    { name = "tabulate" },
+    { name = "tomli", marker = "python_full_version < '3.11'" },
+]
+
 [[package]]
 name = "send2trash"
 version = "2.1.0"
@@ -3716,6 +3791,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/f1/7b/ce1eafaf1a76852e2ec9b22edecf1daa58175c090266e9f6c64afcd81d91/stack_data-0.6.3-py3-none-any.whl", hash = "sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695", size = 24521, upload-time = "2023-09-30T13:58:03.53Z" },
 ]
 
+[[package]]
+name = "tabulate"
+version = "0.10.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/46/58/8c37dea7bbf769b20d58e7ace7e5edfe65b849442b00ffcdd56be88697c6/tabulate-0.10.0.tar.gz", hash = "sha256:e2cfde8f79420f6deeffdeda9aaec3b6bc5abce947655d17ac662b126e48a60d", size = 91754, upload-time = "2026-03-04T18:55:34.402Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/99/55/db07de81b5c630da5cbf5c7df646580ca26dfaefa593667fc6f2fe016d2e/tabulate-0.10.0-py3-none-any.whl", hash = "sha256:f0b0622e567335c8fabaaa659f1b33bcb6ddfe2e496071b743aa113f8774f2d3", size = 39814, upload-time = "2026-03-04T18:55:31.284Z" },
+]
+
 [[package]]
 name = "terminado"
 version = "0.18.1"

From fcef27a69d67eda2729e11c409626c7ce0ca7f01 Mon Sep 17 00:00:00 2001
From: Max <max.lindqvist@ipp.mpg.de>
Date: Wed, 21 Oct 2026 22:36:46 +0200
Subject: [PATCH 2/2] Lock scope-profiler 0.7.5 from devel

---
 pyproject.toml | 4 +---
 uv.lock        | 6 +++---
 2 files changed, 4 insertions(+), 6 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index fc4ca73..8fc800c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -60,9 +60,6 @@ where = [ "src" ]
 [tool.setuptools.package-data]
 "*" = [ "py.typed" ]
 
-[tool.uv.sources]
-scope-profiler = { git = "https://github.com/max-models/scope-profiler", branch = "devel" }
-
 [tool.ruff]
 target-version = "py310"
 line-length = 88
@@ -99,3 +96,4 @@ show_missing = true
 [tool.uv.sources]
 maybempi = { git = "https://github.com/max-models/maybempi", branch = "devel" }
 mpiarray = { git = "https://github.com/max-models/mpiarray", branch = "devel" }
+scope-profiler = { git = "https://github.com/max-models/scope-profiler", branch = "devel" }
diff --git a/uv.lock b/uv.lock
index 16ef8fe..516de5a 100644
--- a/uv.lock
+++ b/uv.lock
@@ -2654,7 +2654,7 @@ requires-dist = [
     { name = "pytest-cov", marker = "extra == 'test'" },
     { name = "ruff", marker = "extra == 'dev'" },
     { name = "scipy" },
-    { name = "scope-profiler", git = "https://github.com/max-models/scope-profiler?rev=devel" },
+    { name = "scope-profiler", git = "https://github.com/max-models/scope-profiler?branch=devel" },
 ]
 provides-extras = ["mpi", "plot", "dev", "docs", "test"]
 
@@ -3735,8 +3735,8 @@ wheels = [
 
 [[package]]
 name = "scope-profiler"
-version = "0.7.4"
-source = { git = "https://github.com/max-models/scope-profiler?rev=devel#19f59c4ed98cf61ba6bd7c9244aee133983924b3" }
+version = "0.7.5"
+source = { git = "https://github.com/max-models/scope-profiler?branch=devel#2abb4ca4fe74166be554d30c3b78af8041f930ae" }
 dependencies = [
     { name = "h5py" },
     { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },