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NumPy & SciPy for GPU

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Fixes #3640 The aforementioned issue only happened when `argmax/min` was called without an `axis` defined. Now `argmin/max` returns a scalar array with the index.

cat:bug
to-be-backported
prio:high

PR adds `cupyx.scipy.interpolate.BarycentricInterpolator`! 🎉 #### TODO - ~optimize impl, if possible~ not possible to optimize more (currently) - [x] add comments - [x] more test cases #### Short Summary -...

cat:feature
prio:medium

`size=None` is different from `size=()`. ``` >>> np.random.uniform([2], [[3]]) array([[2.63150331]]) >>> np.random.uniform([2], [[3]], size=()) Traceback (most recent call last): File "", line 1, in File "mtrand.pyx", line 1317, in mtrand.RandomState.uniform...

cat:bug

Closes #5979. Depends on ~#6911~. This PR improves cythonize time, which takes ~0.5 minutes without parallelization. This is implemented by passing `nthreads` to `cythonize`: https://cython.readthedocs.io/en/latest/src/userguide/source_files_and_compilation.html#cythonize-arguments

cat:install
prio:medium

### Description I wonder if there are any plans/ETAs on [scipy.optimize module](https://docs.scipy.org/doc/scipy/reference/optimize.html)? Thank you! ### Additional Information _No response_

contribution welcome
cat:feature

## [Tasks](https://github.com/cupy/cupy/wiki/Actions-Needed-for-Dependency-Update) - [x] Read Release Notes ([cuTENSOR](https://docs.nvidia.com/cuda/cutensor/index.html#changelog) / [cuSPARSELt](https://docs.nvidia.com/cuda/cusparselt/release_notes.html) / [cuDNN](https://docs.nvidia.com/deeplearning/cudnn/release-notes/index.html) / [NCCL](https://docs.nvidia.com/deeplearning/sdk/nccl-release-notes/index.html)). - FlexCI - [ ] Update `.pfnci/schema.yaml` and `.pfnci/matirx.yaml` #7008 - [ ] Backport. - Library...

cat:enhancement
prio:medium

### Description Hi, I would like the Bessel function of the first kind of order n to be added to cupy. Here is the relevant scipy function: https://docs.scipy.org/doc/scipy/reference/generated/scipy.special.jv.html#scipy.special.jv and the...

contribution welcome
cat:feature

Currently, using some `cupy.testing` decorators with pytest parametrizing does not allow a kind of values as lists for parametrizing candidates. This PR fixes the case to make a check in...

cat:enhancement
to-be-backported
prio:medium

Fixes #3287 Fixes #6812 `argpartition` now uses an indirect-sort version of the `partition` kernel

cat:bug
to-be-backported
prio:medium

Backport of #6962 by @takagi

cat:enhancement
backport
prio:medium