From dc7100dd88b3f68a2ffccc6161d07b9fd44d0669 Mon Sep 17 00:00:00 2001
From: "renovate[bot]" <29139614+renovate[bot]@users.noreply.github.com>
Date: Wed, 9 Apr 2025 11:01:43 +0000
Subject: [PATCH 1/3] deps: Update dependency numpy to >=2.2.4

---
 pyproject.toml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 72bc1ed5..90429e57 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -62,7 +62,7 @@ basedpyright = ">=1.28.3"
 numpydoc = ">=1.8.0,<2"
 # import dependencies for mypy:
 array-api-strict = ">=2.3.1"
-numpy = ">=1.26.4"
+numpy = ">=2.2.4"
 pytest = ">=8.3.5"
 hypothesis = ">=6.130.11"
 dask-core = ">=2025.3.0"  # No distributed, tornado, etc.
@@ -82,7 +82,7 @@ pytest = ">=8.3.5"
 pytest-cov = ">=6.1.1"
 hypothesis = ">=6.130.11"
 array-api-strict = ">=2.3.1"
-numpy = ">=1.22.0"
+numpy = ">=2.2.4"
 
 [tool.pixi.feature.tests.tasks]
 tests = "pytest -v"
@@ -108,7 +108,7 @@ sphinx-autodoc-typehints = ">=1.25.3"
 dask-core = ">=2025.3.0"
 pytest = ">=8.3.5"
 typing-extensions = ">=4.13.1"
-numpy = ">=1.26.4"
+numpy = ">=2.2.4"
 
 [tool.pixi.feature.docs.tasks]
 docs = { cmd = "sphinx-build -E -W . build/", cwd = "docs" }

From 76724947693e3f13be042ec4cd496628dbdfca1c Mon Sep 17 00:00:00 2001
From: Lucas Colley <lucas.colley8@gmail.com>
Date: Wed, 9 Apr 2025 12:03:18 +0100
Subject: [PATCH 2/3] Update pyproject.toml

---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 90429e57..1262d164 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -82,7 +82,7 @@ pytest = ">=8.3.5"
 pytest-cov = ">=6.1.1"
 hypothesis = ">=6.130.11"
 array-api-strict = ">=2.3.1"
-numpy = ">=2.2.4"
+numpy = ">=1.22.0"
 
 [tool.pixi.feature.tests.tasks]
 tests = "pytest -v"

From 8b9b4e9ed4d6a4445c6eabf83931f64324c980a6 Mon Sep 17 00:00:00 2001
From: Lucas Colley <lucas.colley8@gmail.com>
Date: Wed, 9 Apr 2025 12:13:03 +0100
Subject: [PATCH 3/3] update lock file

---
 pixi.lock      | 4170 ++++++++++++++++++++++++------------------------
 pyproject.toml |  136 +-
 2 files changed, 2177 insertions(+), 2129 deletions(-)

diff --git a/pixi.lock b/pixi.lock
index b449958d..c2890eee 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -13,20 +13,20 @@ environments:
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       - conda: https://prefix.dev/conda-forge/linux-64/ca-certificates-2025.1.31-hbcca054_0.conda
       - conda: https://prefix.dev/conda-forge/linux-64/ld_impl_linux-64-2.43-h712a8e2_4.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/libexpat-2.6.4-h5888daf_0.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/libffi-3.4.6-h2dba641_0.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/libexpat-2.7.0-h5888daf_0.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/libffi-3.4.6-h2dba641_1.conda
       - conda: https://prefix.dev/conda-forge/linux-64/libgcc-14.2.0-h767d61c_2.conda
       - conda: https://prefix.dev/conda-forge/linux-64/libgcc-ng-14.2.0-h69a702a_2.conda
       - conda: https://prefix.dev/conda-forge/linux-64/libgomp-14.2.0-h767d61c_2.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/liblzma-5.6.4-hb9d3cd8_0.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/liblzma-5.8.1-hb9d3cd8_0.conda
       - conda: https://prefix.dev/conda-forge/linux-64/libmpdec-4.0.0-h4bc722e_0.conda
       - conda: https://prefix.dev/conda-forge/linux-64/libsqlite-3.49.1-hee588c1_2.conda
       - conda: https://prefix.dev/conda-forge/linux-64/libuuid-2.38.1-h0b41bf4_0.conda
       - conda: https://prefix.dev/conda-forge/linux-64/libzlib-1.3.1-hb9d3cd8_2.conda
       - conda: https://prefix.dev/conda-forge/linux-64/ncurses-6.5-h2d0b736_3.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/openssl-3.4.1-h7b32b05_0.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/openssl-3.5.0-h7b32b05_0.conda
       - conda: https://prefix.dev/conda-forge/linux-64/python-3.13.2-hf636f53_101_cp313.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/python_abi-3.13-5_cp313.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/python_abi-3.13-6_cp313.conda
       - conda: https://prefix.dev/conda-forge/linux-64/readline-8.2-h8c095d6_2.conda
       - conda: https://prefix.dev/conda-forge/linux-64/tk-8.6.13-noxft_h4845f30_101.conda
       - conda: https://prefix.dev/conda-forge/noarch/tzdata-2025b-h78e105d_0.conda
@@ -35,16 +35,16 @@ environments:
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       - conda: https://prefix.dev/conda-forge/osx-64/ca-certificates-2025.1.31-h8857fd0_0.conda
-      - conda: https://prefix.dev/conda-forge/osx-64/libexpat-2.6.4-h240833e_0.conda
-      - conda: https://prefix.dev/conda-forge/osx-64/libffi-3.4.6-h281671d_0.conda
-      - conda: https://prefix.dev/conda-forge/osx-64/liblzma-5.6.4-hd471939_0.conda
+      - conda: https://prefix.dev/conda-forge/osx-64/libexpat-2.7.0-h240833e_0.conda
+      - conda: https://prefix.dev/conda-forge/osx-64/libffi-3.4.6-h281671d_1.conda
+      - conda: https://prefix.dev/conda-forge/osx-64/liblzma-5.8.1-hd471939_0.conda
       - conda: https://prefix.dev/conda-forge/osx-64/libmpdec-4.0.0-hfdf4475_0.conda
       - conda: https://prefix.dev/conda-forge/osx-64/libsqlite-3.49.1-hdb6dae5_2.conda
       - conda: https://prefix.dev/conda-forge/osx-64/libzlib-1.3.1-hd23fc13_2.conda
       - conda: https://prefix.dev/conda-forge/osx-64/ncurses-6.5-h0622a9a_3.conda
-      - conda: https://prefix.dev/conda-forge/osx-64/openssl-3.4.1-hc426f3f_0.conda
+      - conda: https://prefix.dev/conda-forge/osx-64/openssl-3.5.0-hc426f3f_0.conda
       - conda: https://prefix.dev/conda-forge/osx-64/python-3.13.2-h534c281_101_cp313.conda
-      - conda: https://prefix.dev/conda-forge/osx-64/python_abi-3.13-5_cp313.conda
+      - conda: https://prefix.dev/conda-forge/osx-64/python_abi-3.13-6_cp313.conda
       - conda: https://prefix.dev/conda-forge/osx-64/readline-8.2-h7cca4af_2.conda
       - conda: https://prefix.dev/conda-forge/osx-64/tk-8.6.13-h1abcd95_1.conda
       - conda: https://prefix.dev/conda-forge/noarch/tzdata-2025b-h78e105d_0.conda
@@ -53,16 +53,16 @@ environments:
       - conda: https://prefix.dev/conda-forge/noarch/array-api-compat-1.11.2-pyh29332c3_0.conda
       - conda: https://prefix.dev/conda-forge/osx-arm64/bzip2-1.0.8-h99b78c6_7.conda
       - conda: https://prefix.dev/conda-forge/osx-arm64/ca-certificates-2025.1.31-hf0a4a13_0.conda
-      - conda: https://prefix.dev/conda-forge/osx-arm64/libexpat-2.6.4-h286801f_0.conda
-      - conda: https://prefix.dev/conda-forge/osx-arm64/libffi-3.4.2-h3422bc3_5.tar.bz2
-      - conda: https://prefix.dev/conda-forge/osx-arm64/liblzma-5.6.4-h39f12f2_0.conda
+      - conda: https://prefix.dev/conda-forge/osx-arm64/libexpat-2.7.0-h286801f_0.conda
+      - conda: https://prefix.dev/conda-forge/osx-arm64/libffi-3.4.6-h1da3d7d_1.conda
+      - conda: https://prefix.dev/conda-forge/osx-arm64/liblzma-5.8.1-h39f12f2_0.conda
       - conda: https://prefix.dev/conda-forge/osx-arm64/libmpdec-4.0.0-h99b78c6_0.conda
       - conda: https://prefix.dev/conda-forge/osx-arm64/libsqlite-3.49.1-h3f77e49_2.conda
       - conda: https://prefix.dev/conda-forge/osx-arm64/libzlib-1.3.1-h8359307_2.conda
       - conda: https://prefix.dev/conda-forge/osx-arm64/ncurses-6.5-h5e97a16_3.conda
-      - conda: https://prefix.dev/conda-forge/osx-arm64/openssl-3.4.1-h81ee809_0.conda
+      - conda: https://prefix.dev/conda-forge/osx-arm64/openssl-3.5.0-h81ee809_0.conda
       - conda: https://prefix.dev/conda-forge/osx-arm64/python-3.13.2-h81fe080_101_cp313.conda
-      - conda: https://prefix.dev/conda-forge/osx-arm64/python_abi-3.13-5_cp313.conda
+      - conda: https://prefix.dev/conda-forge/osx-arm64/python_abi-3.13-6_cp313.conda
       - conda: https://prefix.dev/conda-forge/osx-arm64/readline-8.2-h1d1bf99_2.conda
       - conda: https://prefix.dev/conda-forge/osx-arm64/tk-8.6.13-h5083fa2_1.conda
       - conda: https://prefix.dev/conda-forge/noarch/tzdata-2025b-h78e105d_0.conda
@@ -71,20 +71,20 @@ environments:
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       - conda: https://prefix.dev/conda-forge/win-64/ca-certificates-2025.1.31-h56e8100_0.conda
-      - conda: https://prefix.dev/conda-forge/win-64/libexpat-2.6.4-he0c23c2_0.conda
-      - conda: https://prefix.dev/conda-forge/win-64/libffi-3.4.6-h537db12_0.conda
-      - conda: https://prefix.dev/conda-forge/win-64/liblzma-5.6.4-h2466b09_0.conda
+      - conda: https://prefix.dev/conda-forge/win-64/libexpat-2.7.0-he0c23c2_0.conda
+      - conda: https://prefix.dev/conda-forge/win-64/libffi-3.4.6-h537db12_1.conda
+      - conda: https://prefix.dev/conda-forge/win-64/liblzma-5.8.1-h2466b09_0.conda
       - conda: https://prefix.dev/conda-forge/win-64/libmpdec-4.0.0-h2466b09_0.conda
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       - conda: https://prefix.dev/conda-forge/win-64/libzlib-1.3.1-h2466b09_2.conda
-      - conda: https://prefix.dev/conda-forge/win-64/openssl-3.4.1-ha4e3fda_0.conda
+      - conda: https://prefix.dev/conda-forge/win-64/openssl-3.5.0-ha4e3fda_0.conda
       - conda: https://prefix.dev/conda-forge/win-64/python-3.13.2-h261c0b1_101_cp313.conda
-      - conda: https://prefix.dev/conda-forge/win-64/python_abi-3.13-5_cp313.conda
+      - conda: https://prefix.dev/conda-forge/win-64/python_abi-3.13-6_cp313.conda
       - conda: https://prefix.dev/conda-forge/win-64/tk-8.6.13-h5226925_1.conda
       - conda: https://prefix.dev/conda-forge/noarch/tzdata-2025b-h78e105d_0.conda
       - conda: https://prefix.dev/conda-forge/win-64/ucrt-10.0.22621.0-h57928b3_1.conda
-      - conda: https://prefix.dev/conda-forge/win-64/vc-14.3-hbf610ac_24.conda
-      - conda: https://prefix.dev/conda-forge/win-64/vc14_runtime-14.42.34438-hfd919c2_24.conda
+      - conda: https://prefix.dev/conda-forge/win-64/vc-14.3-h2b53caa_26.conda
+      - conda: https://prefix.dev/conda-forge/win-64/vc14_runtime-14.42.34438-hfd919c2_26.conda
       - pypi: .
   dev:
     channels:
@@ -100,19 +100,19 @@ environments:
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-      - conda: https://prefix.dev/conda-forge/linux-64/aws-sdk-cpp-1.11.510-h37a5c72_3.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/aws-c-auth-0.8.7-h7743f02_1.conda
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+      - conda: https://prefix.dev/conda-forge/linux-64/aws-c-mqtt-0.12.2-hffac463_3.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/aws-c-s3-0.7.13-h4c9fe3b_3.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/aws-c-sdkutils-0.2.3-hcbd9e4e_3.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/aws-checksums-0.2.3-hcbd9e4e_3.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/aws-crt-cpp-0.31.1-h46b750d_1.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/aws-sdk-cpp-1.11.510-h1fa5cb7_4.conda
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@@ -123,10 +123,10 @@ environments:
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-      - conda: https://prefix.dev/conda-forge/noarch/bokeh-3.7.0-pyhd8ed1ab_0.conda
+      - conda: https://prefix.dev/conda-forge/noarch/bokeh-3.7.2-pyhd8ed1ab_1.conda
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-      - conda: https://prefix.dev/conda-forge/linux-64/c-ares-1.34.4-hb9d3cd8_0.conda
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@@ -136,8 +136,8 @@ environments:
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-      - conda: https://prefix.dev/conda-forge/noarch/cpython-3.10.16-py310hd8ed1ab_1.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/coverage-7.8.0-py310h89163eb_0.conda
+      - conda: https://prefix.dev/conda-forge/noarch/cpython-3.10.16-py310hd8ed1ab_3.conda
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@@ -150,7 +150,7 @@ environments:
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-      - conda: https://prefix.dev/conda-forge/noarch/fsspec-2025.3.0-pyhd8ed1ab_0.conda
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       - conda: https://prefix.dev/conda-forge/noarch/furo-2024.8.6-pyhd8ed1ab_2.conda
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@@ -166,7 +166,7 @@ environments:
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       - conda: https://prefix.dev/conda-forge/noarch/iniconfig-2.0.0-pyhd8ed1ab_1.conda
-      - conda: https://prefix.dev/conda-forge/noarch/ipython-8.34.0-pyh907856f_0.conda
+      - conda: https://prefix.dev/conda-forge/noarch/ipython-8.35.0-pyh907856f_0.conda
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   license: Python-2.0
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+- conda: https://prefix.dev/conda-forge/win-64/python_abi-3.13-6_cp313.conda
+  build_number: 6
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+  md5: e1746f65158fa51d5367ec02547db248
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   license: BSD-3-Clause
   license_family: BSD
   purls: []
-  size: 6716
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+  size: 7361
+  timestamp: 1743483194308
 - conda: https://prefix.dev/conda-forge/linux-64/pytorch-2.6.0-cpu_mkl_py310_h90decc8_103.conda
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   md5: cef95a860921c287137b633ade3c2af3
@@ -14781,6 +14817,7 @@ packages:
   depends:
   - python >=3.9
   license: MIT
+  license_family: MIT
   purls:
   - pkg:pypi/pytz?source=compressed-mapping
   size: 189015
@@ -14905,21 +14942,21 @@ packages:
   - pkg:pypi/pyyaml?source=hash-mapping
   size: 182783
   timestamp: 1737455202579
-- conda: https://prefix.dev/conda-forge/linux-64/rdma-core-56.0-h5888daf_0.conda
-  sha256: 24cc8c5e8a88a81931c73b8255a4af038a0a72cd1575ec5e507def2ea3f238bb
-  md5: a73b3f6d529417fa78d64e8af82444b1
+- conda: https://prefix.dev/conda-forge/linux-64/rdma-core-56.1-h5888daf_1.conda
+  sha256: ce543c4fbb06bf5b33265ac328443d894173d6904ecda43e079a50022da50ee3
+  md5: b75c4a651ffafbd033756ca09361d88a
   depends:
   - __glibc >=2.17,<3.0.a0
   - libgcc >=13
   - libnl >=3.11.0,<4.0a0
   - libstdcxx >=13
-  - libsystemd0 >=257.2
-  - libudev1 >=257.2
+  - libsystemd0 >=257.4
+  - libudev1 >=257.4
   license: Linux-OpenIB
   license_family: BSD
   purls: []
-  size: 1236325
-  timestamp: 1738845891771
+  size: 1233336
+  timestamp: 1744133649720
 - conda: https://prefix.dev/conda-forge/linux-64/re2-2024.07.02-h9925aae_3.conda
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   md5: 6f445fb139c356f903746b2b91bbe786
@@ -15018,9 +15055,9 @@ packages:
   - pkg:pypi/roman-numerals-py?source=hash-mapping
   size: 13348
   timestamp: 1740240332327
-- conda: https://prefix.dev/conda-forge/linux-64/s2n-1.5.14-h6c98b2b_0.conda
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-  md5: efab4ad81ba5731b2fefa0ab4359e884
+- conda: https://prefix.dev/conda-forge/linux-64/s2n-1.5.15-hd830067_0.conda
+  sha256: a186abbc72cc09fcb89311304a0e1db79608cb86147e5fe85fa0f0ae3df7cd7b
+  md5: 81bde3ad0187adf0dd37fe86e84aff46
   depends:
   - __glibc >=2.17,<3.0.a0
   - libgcc >=13
@@ -15028,8 +15065,8 @@ packages:
   license: Apache-2.0
   license_family: Apache
   purls: []
-  size: 353374
-  timestamp: 1741231104518
+  size: 353310
+  timestamp: 1742547161559
 - conda: https://prefix.dev/conda-forge/linux-64/scipy-1.15.2-py310h1d65ade_0.conda
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@@ -15061,7 +15098,7 @@ packages:
   - libblas >=3.9.0,<4.0a0
   - libcblas >=3.9.0,<4.0a0
   - libcxx >=18
-  - libgfortran 5.*
+  - libgfortran >=5
   - libgfortran5 >=13.2.0
   - liblapack >=3.9.0,<4.0a0
   - numpy <2.5
@@ -15083,7 +15120,7 @@ packages:
   - libblas >=3.9.0,<4.0a0
   - libcblas >=3.9.0,<4.0a0
   - libcxx >=18
-  - libgfortran 5.*
+  - libgfortran >=5
   - libgfortran5 >=13.2.0
   - liblapack >=3.9.0,<4.0a0
   - numpy <2.5
@@ -15109,6 +15146,17 @@ packages:
   - pkg:pypi/setuptools?source=hash-mapping
   size: 777736
   timestamp: 1740654030775
+- conda: https://prefix.dev/conda-forge/noarch/setuptools-78.1.0-pyhff2d567_0.conda
+  sha256: d4c74d2140f2fbc72fe5320cbd65f3fd1d1f7832ab4d7825c37c38ab82440ae2
+  md5: a42da9837e46c53494df0044c3eb1f53
+  depends:
+  - python >=3.9
+  license: MIT
+  license_family: MIT
+  purls:
+  - pkg:pypi/setuptools?source=compressed-mapping
+  size: 786557
+  timestamp: 1743775941985
 - conda: https://prefix.dev/conda-forge/noarch/six-1.17.0-pyhd8ed1ab_0.conda
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@@ -15544,17 +15592,17 @@ packages:
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   timestamp: 1732982860332
-- conda: https://prefix.dev/conda-forge/noarch/tblib-3.0.0-pyhd8ed1ab_1.conda
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-  md5: 60ce69f73f3e75b21f1c27b1b471320c
+- conda: https://prefix.dev/conda-forge/noarch/tblib-3.1.0-pyhd8ed1ab_0.conda
+  sha256: a83c83f5e622a2f34fb1d179c55c3ff912429cd0a54f9f3190ae44a0fdba2ad2
+  md5: a15c62b8a306b8978f094f76da2f903f
   depends:
   - python >=3.9
   license: BSD-2-Clause
   license_family: BSD
   purls:
-  - pkg:pypi/tblib?source=hash-mapping
-  size: 17421
-  timestamp: 1733842487151
+  - pkg:pypi/tblib?source=compressed-mapping
+  size: 17914
+  timestamp: 1743515657639
 - conda: https://prefix.dev/conda-forge/linux-64/tk-8.6.13-noxft_h4845f30_101.conda
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@@ -15911,33 +15959,33 @@ packages:
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   timestamp: 1734859520452
-- conda: https://prefix.dev/conda-forge/win-64/vc-14.3-hbf610ac_24.conda
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+- conda: https://prefix.dev/conda-forge/win-64/vc-14.3-h2b53caa_26.conda
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+  md5: d3f0381e38093bde620a8d85f266ae55
   depends:
-  - vc14_runtime >=14.42.34438
+  - vc14_runtime >=14.42.34433
   track_features:
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   license: BSD-3-Clause
   license_family: BSD
   purls: []
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-  timestamp: 1741043406253
-- conda: https://prefix.dev/conda-forge/win-64/vc14_runtime-14.42.34438-hfd919c2_24.conda
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+  md5: 91651a36d31aa20c7ba36299fb7068f4
   depends:
   - ucrt >=10.0.20348.0
   constrains:
-  - vs2015_runtime 14.42.34438.* *_24
+  - vs2015_runtime 14.42.34438.* *_26
   license: LicenseRef-MicrosoftVisualCpp2015-2022Runtime
   license_family: Proprietary
   purls: []
-  size: 751362
-  timestamp: 1741043402335
-- conda: https://prefix.dev/conda-forge/noarch/virtualenv-20.29.3-pyhd8ed1ab_0.conda
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-  md5: 87a2061465e55be9a997dd8cf8b5a578
+  size: 750733
+  timestamp: 1743195092905
+- conda: https://prefix.dev/conda-forge/noarch/virtualenv-20.30.0-pyhd8ed1ab_0.conda
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+  md5: c0e0b4a09aa5a698a1bdd4ebfe28be38
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   - distlib >=0.3.7,<1
   - filelock >=3.12.2,<4
@@ -15947,18 +15995,18 @@ packages:
   license_family: MIT
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-  timestamp: 1741337922189
-- conda: https://prefix.dev/conda-forge/win-64/vs2015_runtime-14.42.34438-h7142326_24.conda
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-  md5: 1dd2e838eb13190ae1f1e2760c036fdc
+  size: 3635535
+  timestamp: 1743474070226
+- conda: https://prefix.dev/conda-forge/win-64/vs2015_runtime-14.42.34438-h7142326_26.conda
+  sha256: 432f2937206f1ad4a77e39f84fabc1ce7d2472b669836fb72bd2bfd19a2defc9
+  md5: 3357e4383dbce31eed332008ede242ab
   depends:
   - vc14_runtime >=14.42.34438
   license: BSD-3-Clause
   license_family: BSD
   purls: []
-  size: 17474
-  timestamp: 1741043406612
+  size: 17873
+  timestamp: 1743195097269
 - conda: https://prefix.dev/conda-forge/noarch/wcwidth-0.2.13-pyhd8ed1ab_1.conda
   sha256: f21e63e8f7346f9074fd00ca3b079bd3d2fa4d71f1f89d5b6934bf31446dc2a5
   md5: b68980f2495d096e71c7fd9d7ccf63e6
diff --git a/pyproject.toml b/pyproject.toml
index 1262d164..0471921e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -5,25 +5,25 @@ build-backend = "hatchling.build"
 [project]
 name = "array-api-extra"
 authors = [
-    { name = "Lucas Colley", email = "lucas.colley8@gmail.com" },
-    # { name = "Open Source Contributors" },  # https://github.com/pypi/warehouse/issues/14813
+  { name = "Lucas Colley", email = "lucas.colley8@gmail.com" },
+  # { name = "Open Source Contributors" },  # https://github.com/pypi/warehouse/issues/14813
 ]
 description = "Extra array functions built on top of the array API standard."
 readme = "README.md"
 license.file = "LICENSE"
 requires-python = ">=3.10"
 classifiers = [
-    "Intended Audience :: Developers",
-    "License :: OSI Approved :: MIT License",
-    "Operating System :: OS Independent",
-    "Programming Language :: Python",
-    "Programming Language :: Python :: 3",
-    "Programming Language :: Python :: 3 :: Only",
-    "Programming Language :: Python :: 3.10",
-    "Programming Language :: Python :: 3.11",
-    "Programming Language :: Python :: 3.12",
-    "Programming Language :: Python :: 3.13",
-    "Typing :: Typed",
+  "Intended Audience :: Developers",
+  "License :: OSI Approved :: MIT License",
+  "Operating System :: OS Independent",
+  "Programming Language :: Python",
+  "Programming Language :: Python :: 3",
+  "Programming Language :: Python :: 3 :: Only",
+  "Programming Language :: Python :: 3.10",
+  "Programming Language :: Python :: 3.11",
+  "Programming Language :: Python :: 3.12",
+  "Programming Language :: Python :: 3.13",
+  "Typing :: Typed",
 ]
 dynamic = ["version"]
 dependencies = ["array-api-compat>=1.11.2,<2"]
@@ -62,10 +62,10 @@ basedpyright = ">=1.28.3"
 numpydoc = ">=1.8.0,<2"
 # import dependencies for mypy:
 array-api-strict = ">=2.3.1"
-numpy = ">=2.2.4"
+numpy = ">=2.1.3"
 pytest = ">=8.3.5"
 hypothesis = ">=6.130.11"
-dask-core = ">=2025.3.0"  # No distributed, tornado, etc.
+dask-core = ">=2025.3.0"     # No distributed, tornado, etc.
 # NOTE: don't add jax, pytorch, sparse, cupy here
 # as they slow down mypy and are not portable across target OSs
 
@@ -108,7 +108,7 @@ sphinx-autodoc-typehints = ">=1.25.3"
 dask-core = ">=2025.3.0"
 pytest = ">=8.3.5"
 typing-extensions = ">=4.13.1"
-numpy = ">=2.2.4"
+numpy = ">=2.1.3"
 
 [tool.pixi.feature.docs.tasks]
 docs = { cmd = "sphinx-build -E -W . build/", cwd = "docs" }
@@ -136,8 +136,8 @@ numpy = "=1.22.0"
 [tool.pixi.feature.backends.dependencies]
 pytorch = ">=2.6.0"
 dask = ">=2025.3.0"
-numba = ">=0.61.0"  # sparse dependency
-llvmlite = ">=0.44.0"  # sparse dependency
+numba = ">=0.61.0"    # sparse dependency
+llvmlite = ">=0.44.0" # sparse dependency
 
 [tool.pixi.feature.backends.pypi-dependencies]
 sparse = { version = ">=0.16.0" }
@@ -188,7 +188,7 @@ default = { features = ["py313"], solve-group = "py313" }
 lint = { features = ["py313", "lint"], solve-group = "py313" }
 docs = { features = ["py313", "docs"], solve-group = "py313" }
 tests = { features = ["py313", "tests"], solve-group = "py313" }
-tests-py313 = { features = ["py313", "tests"], solve-group = "py313" }  # alias of tests
+tests-py313 = { features = ["py313", "tests"], solve-group = "py313" } # alias of tests
 
 # Some backends may pin numpy; use separate solve-group
 dev = { features = ["py310", "lint", "tests", "docs", "dev", "backends"], solve-group = "backends" }
@@ -213,8 +213,8 @@ filterwarnings = ["error"]
 log_cli_level = "INFO"
 testpaths = ["tests"]
 markers = [
-    "skip_xp_backend(library, *, reason=None): Skip test for a specific backend",
-    "xfail_xp_backend(library, *, reason=None): Xfail test for a specific backend",
+  "skip_xp_backend(library, *, reason=None): Skip test for a specific backend",
+  "xfail_xp_backend(library, *, reason=None): Xfail test for a specific backend",
 ]
 
 
@@ -269,8 +269,8 @@ reportImportCycles = false
 reportUnknownLambdaType = false
 
 executionEnvironments = [
-    { root = "tests", reportPrivateUsage = false },
-    { root = "src" },
+  { root = "tests", reportPrivateUsage = false },
+  { root = "src" },
 ]
 
 
@@ -281,41 +281,41 @@ target-version = "py310"
 
 [tool.ruff.lint]
 extend-select = [
-    "B",   # flake8-bugbear
-    "F",   # Pyflakes
-    "I",   # isort
-    "E",   # Pycodestyle
-    "W",   # Pycodestyle
-    "N",   # pep8-naming
-    "ARG", # flake8-unused-arguments
-    "C4",  # flake8-comprehensions
-    "EM",  # flake8-errmsg
-    "ICN", # flake8-import-conventions
-    "ISC", # flake8-implicit-str-concat
-    "G",   # flake8-logging-format
-    "PGH", # pygrep-hooks
-    "PIE", # flake8-pie
-    "PL",  # pylint
-    "PT",  # flake8-pytest-style
-    "PTH", # flake8-use-pathlib
-    "RET", # flake8-return
-    "RUF", # Ruff-specific
-    "SIM", # flake8-simplify
-    "T20", # flake8-print
-    "UP",  # pyupgrade
-    "YTT", # flake8-2020
-    "EXE", # flake8-executable
-    "NPY", # NumPy specific rules
-    "PD",  # pandas-vet
-    "UP",  # Pyupgrade
+  "B",   # flake8-bugbear
+  "F",   # Pyflakes
+  "I",   # isort
+  "E",   # Pycodestyle
+  "W",   # Pycodestyle
+  "N",   # pep8-naming
+  "ARG", # flake8-unused-arguments
+  "C4",  # flake8-comprehensions
+  "EM",  # flake8-errmsg
+  "ICN", # flake8-import-conventions
+  "ISC", # flake8-implicit-str-concat
+  "G",   # flake8-logging-format
+  "PGH", # pygrep-hooks
+  "PIE", # flake8-pie
+  "PL",  # pylint
+  "PT",  # flake8-pytest-style
+  "PTH", # flake8-use-pathlib
+  "RET", # flake8-return
+  "RUF", # Ruff-specific
+  "SIM", # flake8-simplify
+  "T20", # flake8-print
+  "UP",  # pyupgrade
+  "YTT", # flake8-2020
+  "EXE", # flake8-executable
+  "NPY", # NumPy specific rules
+  "PD",  # pandas-vet
+  "UP",  # Pyupgrade
 ]
 ignore = [
-    "PLR09",   # Too many <...>
-    "PLR2004", # Magic value used in comparison
-    "ISC001",  # Conflicts with formatter
-    "N801",    # Class name should use CapWords convention
-    "N802",    # Function name should be lowercase
-    "N806",    # Variable in function should be lowercase
+  "PLR09",   # Too many <...>
+  "PLR2004", # Magic value used in comparison
+  "ISC001",  # Conflicts with formatter
+  "N801",    # Class name should use CapWords convention
+  "N802",    # Function name should be lowercase
+  "N806",    # Variable in function should be lowercase
 ]
 
 
@@ -325,13 +325,13 @@ ignore = [
 py-version = "3.10"
 reports.output-format = "colorized"
 messages_control.disable = [
-    "design",                     # ignore heavily opinionated design checks
-    "fixme",                      # allow FIXME comments
-    "line-too-long",              # ruff handles this
-    "unused-argument",            # ruff handles this
-    "missing-function-docstring", # numpydoc handles this
-    "import-error",               # mypy handles this
-    "import-outside-toplevel",    # optional dependencies
+  "design",                     # ignore heavily opinionated design checks
+  "fixme",                      # allow FIXME comments
+  "line-too-long",              # ruff handles this
+  "unused-argument",            # ruff handles this
+  "missing-function-docstring", # numpydoc handles this
+  "import-error",               # mypy handles this
+  "import-outside-toplevel",    # optional dependencies
 ]
 
 
@@ -339,11 +339,11 @@ messages_control.disable = [
 
 [tool.numpydoc_validation]
 checks = [
-    "all",  # report on all checks, except the below
-    "EX01", # most docstrings do not need an example
-    "SA01", # data-apis/array-api-extra#87
-    "ES01", # most docstrings do not need an extended summary
+  "all",  # report on all checks, except the below
+  "EX01", # most docstrings do not need an example
+  "SA01", # data-apis/array-api-extra#87
+  "ES01", # most docstrings do not need an extended summary
 ]
 exclude = [ # don't report on objects that match any of these regex
-    '.*test_*',
+  '.*test_*',
 ]