ENH: stats: test marray support for hypothesis tests #118
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Also update docstring and tests accordingly. Some discussion and motivation for this change: scipy#21531.
…_subscriptable_types TST: sparse: add tests for subscriptable types
…ents (scipy#22462) * ENH: stats.pearsonr: two simple but substantial efficiency improvements * MAINT: stats.pearsonr: adjustments per review
* DOC: Prevent A@x=b from becoming a URL * Update _interface.py [docs only] Co-authored-by: Jake Bowhay <60778417+j-bowhay@users.noreply.github.com> * Update _interface.py [docs only] Co-authored-by: Jake Bowhay <60778417+j-bowhay@users.noreply.github.com> * Update _interface.py [docs only] --------- Co-authored-by: Jake Bowhay <60778417+j-bowhay@users.noreply.github.com>
ENH: parallelisation of `optimize._numdiff.approx_derivative`
…ds-and-callback BUG: fix error in `optimize.minimize(..., method='L-BFGS-B', ...)` with fixed `bounds` and `callback`
[skip circle] [skip cirrus]
* Fixes scipy#22479. * This small patch allows `test_stats.py::TestRegression::test_regressZEROX` to pass on x86_64 Linux instead of failing due to an extra division by zero warning over a fairly narrow range of NumPy versions near `1.25.2` where SIMD implementation details appear to have been slightly different. [skip circle]
* This small patch prevents the latest stable release of Cython from complaining about a failure to type a loop variable, which otherwise generates some annoying build spam on x86_64 Linux for example: ``` [1422/1463] Generating 'scipy/spatial/transform/_rotation.cpython-311-x86_64-linux-gnu.so.p/_rotation.c' performance hint: /home/treddy/github_projects/scipy/scipy/spatial/transform/_rotation.pyx:1162:34: Index should be typed for more efficient access performance hint: /home/treddy/github_projects/scipy/scipy/spatial/transform/_rotation.pyx:1163:34: Index should be typed for more efficient access performance hint: /home/treddy/github_projects/scipy/scipy/spatial/transform/_rotation.pyx:1164:34: Index should be typed for more efficient access performance hint: /home/treddy/github_projects/scipy/scipy/spatial/transform/_rotation.pyx:1165:34: Index should be typed for more efficient access performance hint: /home/treddy/github_projects/scipy/scipy/spatial/transform/_rotation.pyx:1165:55: Index should be typed for more efficient access performance hint: /home/treddy/github_projects/scipy/scipy/spatial/transform/_rotation.pyx:1166:34: Index should be typed for more efficient access performance hint: /home/treddy/github_projects/scipy/scipy/spatial/transform/_rotation.pyx:1174:61: Index should be typed for more efficient access performance hint: /home/treddy/github_projects/scipy/scipy/spatial/transform/_rotation.pyx:1174:21: Index should be typed for more efficient access performance hint: /home/treddy/github_projects/scipy/scipy/spatial/transform/_rotation.pyx:1175:39: Index should be typed for more efficient access performance hint: /home/treddy/github_projects/scipy/scipy/spatial/transform/_rotation.pyx:1175:60: Index should be typed for more efficient access performance hint: /home/treddy/github_projects/scipy/scipy/spatial/transform/_rotation.pyx:1175:21: Index should be typed for more efficient access performance hint: /home/treddy/github_projects/scipy/scipy/spatial/transform/_rotation.pyx:1176:39: Index should be typed for more efficient access performance hint: /home/treddy/github_projects/scipy/scipy/spatial/transform/_rotation.pyx:1176:60: Index should be typed for more efficient access performance hint: /home/treddy/github_projects/scipy/scipy/spatial/transform/_rotation.pyx:1176:21: Index should be typed for more efficient access performance hint: /home/treddy/github_projects/scipy/scipy/spatial/transform/_rotation.pyx:1177:39: Index should be typed for more efficient access performance hint: /home/treddy/github_projects/scipy/scipy/spatial/transform/_rotation.pyx:1177:60: Index should be typed for more efficient access performance hint: /home/treddy/github_projects/scipy/scipy/spatial/transform/_rotation.pyx:1177:21: Index should be typed for more efficient access performance hint: /home/treddy/github_projects/scipy/scipy/spatial/transform/_rotation.pyx:1179:39: Index should be typed for more efficient access performance hint: /home/treddy/github_projects/scipy/scipy/spatial/transform/_rotation.pyx:1179:60: Index should be typed for more efficient access performance hint: /home/treddy/github_projects/scipy/scipy/spatial/transform/_rotation.pyx:1179:21: Index should be typed for more efficient access performance hint: /home/treddy/github_projects/scipy/scipy/spatial/transform/_rotation.pyx:1180:39: Index should be typed for more efficient access performance hint: /home/treddy/github_projects/scipy/scipy/spatial/transform/_rotation.pyx:1180:60: Index should be typed for more efficient access performance hint: /home/treddy/github_projects/scipy/scipy/spatial/transform/_rotation.pyx:1180:21: Index should be typed for more efficient access performance hint: /home/treddy/github_projects/scipy/scipy/spatial/transform/_rotation.pyx:1181:39: Index should be typed for more efficient access performance hint: /home/treddy/github_projects/scipy/scipy/spatial/transform/_rotation.pyx:1181:60: Index should be typed for more efficient access performance hint: /home/treddy/github_projects/scipy/scipy/spatial/transform/_rotation.pyx:1181:21: Index should be typed for more efficient access performance hint: /home/treddy/github_projects/scipy/scipy/spatial/transform/_rotation.pyx:1182:21: Index should be typed for more efficient access performance hint: /home/treddy/github_projects/scipy/scipy/spatial/transform/_rotation.pyx:1185:29: Index should be typed for more efficient access ``` [skip circle]
MAINT: stats: pearsonr SIMD-related shim
…sing_type MAINT: spatial: missing Cython type in build
DOC: optimize.rst, improve workers examples
For the Linux `distro_multiple_pythons` CI job, also bump the base Ubuntu version so that we use Python 3.11 (non-default) and Python 3.12 (default). This required using the deadsnakes PPA, because the newer Ubuntu doesn't have multiple Python versions in its main package channel. Co-authored-by: Ralf Gommers <ralf.gommers@gmail.com>
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Reference issue
scipy#22393