scikit-learn-intelex

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FIX: fixing spmd tests utilities for dpctl inputs

1

### Description DPCTL doesn't support some numpy-like ufunc functionality, For example, loop of ufunc does not support argument 0 of type dpctl.tensor._usmarray.usm_ndarray which has no callable conjugate method. Make sense...

samir-nasibli

FIX: incremental estimators tests

3

### Description fixes incremental estimators tests. Output array should be converted to numpy array before setting tol dependent on the dtype, otherwise the tol settings will not be set. Found...

samir-nasibli

DEP: deprecate fallback to sklearn after onedal in LogReg

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### Description deprecate fallback to sklearn after onedal in LogReg. There is no need for this in LogRegression estimator. --- Checklist to comply with before moving PR from draft: **PR...

samir-nasibli

Can't convert LGBMClassifier with daal4py

1

**Describe the bug** I am trying to accelerate a LGBMClassifier model on CPU but I can't. I have tried different ways: **To Reproduce** This is my code ``` import lightgbm...

GLmontanari

TEST: using `get_dataframes_and_queues` instead of `get_queues` in onedal4py testing

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### Description using `get_dataframes_and_queues` instead of `get_queues` in onedal4py testing. Enabled only for covariance, incremental covarience, incremental pca (just for verifying the primitive work) ### Justification onedal4py API and SPMD...

samir-nasibli

DOC: Array API support

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### Description Docs update for functional support of array API in 2025.0 rls version - [x] I have reviewed my changes thoroughly before submitting this pull request. - [x] I...

samir-nasibli

[Enhancement] Adding Louvain clustering algorithm support

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### Description This exposes a cpu-only estimator with a previously unused oneDAL algorithm. Testing is ongoing, and an updated description will be added at a later date. _List issue number(s)...

icfaust

MAINT: refactor some sklearnex examples

1

### Description Just a quick refactoring for some sklearnex examples. Added more comments, that could be useful for the user. Draft PR, development that could be used at https://github.com/intel/scikit-learn-intelex/pull/1624 @ethanglaser...

samir-nasibli

TSNE crashes with specific data

1

**Describe the bug** `TSNE` causes a Windows fatal exception, but it is hard to reproduce and does not happen with a random array. Please tell me what extra information might...

yuvalwas

Variability in results using sklearnex with ExtraTrees and RandomForest classifiers

5

**Describe the bug** Getting different results by turning on/off sklearnex with ExtraTrees and RandomForest algorithms. This issue occurs starting with version 2024.1. I found it with my own dataset, and...

YoochanMyung