Samir Nasibli

some external (numpy) tests fails need investigation: * tests/test_randomstate.py::TestBroadcast::test_zipf * tests/test_randomstate.py::test_integer_dtype[zipf] * tests/test_random.py::TestBroadcast::test_zipf `random.zipf` passes all related tests, exclude above.

C++ exceptions from backend as Python exceptions

2

It would greatly enhance user's experience if C++ exceptions where intercepted and rethrown as Python exceptions. Detected on review #170

### Description Fixing circular import in daal4py/sklearnex device offloading. The best way to resolve the issue here is to refactor the code to avoid it. This PR rethinking the design...

### Description **[Experimental]** Main purpose is check the relevance of this flow. If necessary, try to control this through `config_context` in order to validate correctly. - [ ] I have...

### Description removing outdated code branches. Removed branches for sklearn versions less < 1.0, since currently agreed to support sklearn >= 1.0 version Discussed on https://github.com/intel/scikit-learn-intelex/pull/1644#discussion_r1658710364 ### Justification This reduction...

TEST: using `pytest.skip` instead of `device_filter`

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### Description * Using `pytest.skip` instead of `device_filter` when case is buggy. * Added docstrings for `get_dataframes_and_queues`, `_convert_to_dataframe` and `get_queues` utilities. * Backlog reviewed for tickets on TODO comment sections...

MAINT: update `pyproject.toml` file

2

### Description update `pyproject.toml` file - [x] I have reviewed my changes thoroughly before submitting this pull request. - [x] I have commented my code, particularly in hard-to-understand areas. -...

TEST: enable import tests for dataframes testing in `sklearnex.cluster.Kmeans`

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### Description Enabling CPU/GPU testing and with dataframes and queue for skleanrex.cluster.KMeans - [x] I have reviewed my changes thoroughly before submitting this pull request. - [x] I have commented...

ENH: functional support for Array API

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### Description Array API functional support without zero-copy in scikit-learn-intelex TBD description Based on _device_offload updates #1832 ### TODO * add md file * create _array_api module with initial primitives...

CI: adding valgrind job to Nightly

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### Description This PR was created for initial testing with valgrind. The developments from here will be analyzed and presented for discussion for further implementation. - [ ] I have...