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Ridge Regression support in oneapi #2743

Merged
merged 18 commits into from
May 21, 2024
Merged

Ridge Regression support in oneapi #2743

merged 18 commits into from
May 21, 2024

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DDJHB
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@DDJHB DDJHB commented Apr 24, 2024 •
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Description

Changes made:

  1. Added GPU implementation for ridge regression as extension of linear regression
  2. Added CPU switch to daal implementation of ridge regression
  3. Added tests for GPU changes
  4. This PR's scope includes alpha parameter as a single value

@DDJHB DDJHB changed the title Add alpha parameter to Linear Regression to support Ridge Ridge Regression support in oneapi May 2, 2024
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DDJHB commented May 8, 2024

/intelci: run

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DDJHB commented May 10, 2024

/intelci: run

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DDJHB commented May 10, 2024

/intelci: run

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DDJHB commented May 13, 2024

/intelci: run

Alexandr-Solovev
Alexandr-Solovev reviewed May 13, 2024
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In general LGTM with minor comments. Good work! Wait the CI checks and also, please compare the performance between online kernel vs batch.

cpp/oneapi/dal/algo/linear_regression/backend/gpu/train_kernel_norm_eq_dpc.cpp Outdated Show resolved Hide resolved
cpp/oneapi/dal/algo/linear_regression/common.cpp Show resolved Hide resolved
cpp/oneapi/dal/algo/linear_regression/test/fixture.hpp Outdated Show resolved Hide resolved
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DDJHB commented May 14, 2024

/intelci: run

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DDJHB commented May 14, 2024

/intelci: run

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DDJHB commented May 15, 2024

/intelci: run

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DDJHB commented May 15, 2024

/intelci: run

@DDJHB DDJHB marked this pull request as ready for review May 15, 2024 11:36
Vika-F
Vika-F reviewed May 16, 2024
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Thank you for adding Ridge Regression support into oneDAL.
The code look good to me in general, but I think some parts could look better.
Please see the comments below.

cpp/oneapi/dal/algo/linear_regression/backend/cpu/finalize_train_kernel_norm_eq.cpp Outdated Show resolved Hide resolved
cpp/oneapi/dal/algo/linear_regression/backend/cpu/train_kernel_norm_eq.cpp Outdated Show resolved Hide resolved
cpp/oneapi/dal/algo/linear_regression/backend/cpu/train_kernel_norm_eq.cpp Show resolved Hide resolved
cpp/oneapi/dal/algo/linear_regression/common.hpp Show resolved Hide resolved
cpp/oneapi/dal/algo/linear_regression/test/fixture.hpp Outdated Show resolved Hide resolved
cpp/oneapi/dal/algo/linear_regression/backend/gpu/misc.hpp Outdated Show resolved Hide resolved
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DDJHB commented May 16, 2024

/intelci: run

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DDJHB commented May 17, 2024

/intelci: run

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DDJHB commented May 17, 2024

/intelci: run

Alexandr-Solovev
Alexandr-Solovev approved these changes May 21, 2024
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LGTM! Good job, please update the copyright and doublecheck private ci

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DDJHB commented May 21, 2024

/intelci: run

@DDJHB DDJHB merged commit d6f4dc3 into oneapi-src:main May 21, 2024
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@icfaust icfaust mentioned this pull request May 28, 2024
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@Vika-F Vika-F Vika-F left review comments

@Alexandr-Solovev Alexandr-Solovev Alexandr-Solovev approved these changes

@icfaust icfaust Awaiting requested review from icfaust

@Alexsandruss Alexsandruss Awaiting requested review from Alexsandruss Alexsandruss is a code owner

@samir-nasibli samir-nasibli Awaiting requested review from samir-nasibli samir-nasibli is a code owner

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@DDJHB @Vika-F @Alexandr-Solovev