ethanglaser

MAINT: aligning gpu interfaces y param with sklearn

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# Description scikit-learn provides dummy y variable in cluster/compute ([example](https://github.com/scikit-learn/scikit-learn/blob/main/sklearn/decomposition/_incremental_pca.py#L201)) interfaces for general alignment - we mostly have this implemented in our daal4py/sklearnex cpu interfaces already. It's not used in...

sklearnex examples refactor

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# Description Please include a summary of the change. For large or complex changes please include enough information to introduce your change and explain motivation for it. Changes proposed in...

Adding scikit-learn-intelex example

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Following up on https://github.com/scikit-learn-contrib/imbalanced-learn/issues/991 - in addition to updates to the documentation, it would be beneficial for users to see example usage of imbalanced-learn with scikit-learn-intelex imbalanced-learn to demonstrate usage...

scikit-learn-intelex integration

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## Context The Intel(R) Extension for Scikit-learn ([sklearnex](https://github.com/intel/scikit-learn-intelex/)) provides accelerations to popular classical machine learning algorithms, both on CPU and GPU. Given TPOT's heavy usage of scikit-learn algorithms, we believe...

MPI GPU interface refactoring

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# Description Changes proposed in this pull request: - Add virtual get_mpi_offload_support function to base communicator - defaults to false in nearly all cases - Add logic to get_mpi_offload_support function...

add kmeans_init and additional primitives

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# Description Please include a summary of the change. For large or complex changes please include enough information to introduce your change and explain motivation for it. Changes proposed in...

More specific write access message

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Associated with task: Fix sklearnex_bench errors if DATASETSROOT is not writeable - Functionally, the code should already be working as intended - a warning is raised because the path is...

FIX: set p for manhattan/euclidean metric

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# Description Necessary in onedal4py because in onedal p value can override metric whereas in scikit-learn metric overrides p Fixes fails identified in https://github.com/intel/scikit-learn-intelex/pull/1777

TEST: test coverage for sklearnex SPMD ifaces

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# Description Scope: - Introduces initial validation of spmd algos via mpi-pytest - Identify and create follow-up tasks for issues identified in initial testing For each sklearnex spmd algorithm, individual...

TEST: Initial additions for fp32 and windows GPU test support

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# Description Please include a summary of the change. For large or complex changes please include enough information to introduce your change and explain motivation for it. Changes proposed in...