OneDAL Versions Save

oneAPI Data Analytics Library (oneDAL)

2024.3.0

1 month ago

oneDAL 2024.3.0

oneDAL is happy to introduce 2024.3.0 release!

:rotating_light: What's New

  • Introduced new oneDAL functionality:
    • k-Means sparsity support
    • Online support of distributed Covariance algorithm
    • Added inner_iterations_count result option to LogisticRegression

:beetle: Bug Fixes

  • Fix FPK exports on Windows
  • Fix csr_accessor crash when moving data from USM or host memory to host memory

:octocat: Acknowledgements

Thanks to everyone who helped us make 2024.3.0 release possible!

@avolkov-intel, @Alexsandruss, @ahuber21, @Alexandr-Solovev, @Vika-F, @razdoburdin, @ethanglaser, @napetrov, @aepanchi, @icfaust, @inteldimitrius, @maria-Petrova, @samir-nasibli, @md-shafiul-alam

Full Changelog: https://github.com/oneapi-src/oneDAL/compare/2024.2.0...2024.3.0

2024.2.0

1 month ago

oneDAL 2024.2.0

oneDAL is happy to introduce 2024.2.0 release!

:rotating_light: What's New

  • Introduced new oneDAL functionality:

    • Optional results in k-Means inference
    • GPU support of SVD method of PCA algorithm

  • Improved oneDAL performance for the following algorithms:

    • k-Means

:beetle: Bug Fixes

  • Fix FPK exports on Windows
  • Replace deprecated sycl::abs to sycl::fabs

:octocat: Acknowledgements

Thanks to everyone who helped us make 2024.2.0 release possible!

@avolkov-intel, @Alexsandruss, @ahuber21, @Alexandr-Solovev, @Vika-F, @razdoburdin, @ethanglaser, @napetrov, @aepanchi, @icfaust, @inteldimitrius, @maria-Petrova, @samir-nasibli, @md-shafiul-alam

Full Changelog: https://github.com/oneapi-src/oneDAL/compare/2024.1.0...2024.2.0

2024.1.0

3 months ago

oneDAL 2024.1.0

oneDAL is happy to introduce 2024.1.0 release!

:rotating_light: What's New

  • New oneDAL functionality:
    • Enabled distributed computations for LogisticRegression algorithm
    • Basic statistics algorithm for sparse data
  • Added new parameters to oneDAL algorithms:
    • Bias parameter to Covariance algorithm
  • Improved oneDAL performance for the following algorithms:
    • DBSCAN
    • Distributed version of kNN

:octocat: Acknowledgements

Thanks to everyone who helped us make 2024.1.0 release possible!

@avolkov-intel, @Alexsandruss, @ahuber21, @Alexandr-Solovev, @Vika-F, @razdoburdin, @ethanglaser, @napetrov, @aepanchi, @KulikovNikita, @icfaust, @inteldimitrius, @maria-Petrova, @samir-nasibli, @md-shafiul-alam

Full Changelog: https://github.com/oneapi-src/oneDAL/compare/2024.0.1...2024.1.0

2024.0.1

5 months ago

oneDAL 2024.0.1

oneDAL is happy to introduce 2024.0.1 release!

:rotating_light: What's New

  • New oneDAL functionality:
    • Introduced Logistic Regression algorithm
    • Introduced online algorithms support: Moments of Low Order, PCA, Linear Regression
    • Introduced dispatching in oneAPI covariance algorithm
  • New Model Builders functionality:
    • SHAP calculation is added to GBT regression

:books: Support Materials

Faster XGBoost*, LightGBM, and CatBoost Inference on the CPU

:twisted_rightwards_arrows: Adoption

TPOT2 AutoML integration

:octocat: Acknowledgements

Thanks to everyone who helped us make 2024.0.1 release possible!

@avolkov-intel, @Alexsandruss, @ahuber21, @Alexandr-Solovev, @Vika-F, @razdoburdin, @ethanglaser, @napetrov, @aepanchi, @KulikovNikita, @icfaust, @inteldimitrius, @maria-Petrova, @samir-nasibli, @md-shafiul-alam

2024.0.0

5 months ago

oneDAL 2024.0

oneDAL is happy to introduce 2024.0 release!

:rotating_light: What's New

New oneDAL functionality:

  • Online algorithms support: Covariance
  • Structure of arrays (SOA) Tables

:triangular_flag_on_post: Removals and ABI Compatibility

  • Starting with the 2024.0 release, the following functionality is deprecated in oneDAL:
    • Compression functionality
    • DAAL CPP SYCL Interfaces
    • Java* interfaces
  • ABI compatibility is broken as part of the 2024.0 release of oneDAL. The library’s major version is incremented to two to enforce the relinking of existing applications.

:hammer: Library Engineering

  • Compressed sparse rows (CSR) accessor has been changed and moved from detail namespace. The support of USM memory was added into this class.
  • Centralized parameters selection library has been introduced in the release.

:x: Deprecation Notice

  • The following algorithms in DAAL Interfaces are deprecated and will not be supported starting with 2025.0 release:
    • k-Means
    • Covariance
    • PCA
    • Logistic Regression
    • Linear Regression
    • Random Forest
    • kNN
    • SVM
    • DBSCAN
    • Low-order moments
  • ABI compatibility is to be broken as part of the 2025.0 release of oneDAL. The library’s major version is to be incremented to three to enforce the relinking of existing applications

:octocat: Acknowledgements

Thanks to everyone who helped us make 2024.0 release possible!

@avolkov-intel, @Alexsandruss, @ahuber21, @Alexandr-Solovev, @Vika-F, @razdoburdin, @ethanglaser, @napetrov, @aepanchi, @amgrigoriev, @KulikovNikita, @Pahandrovich, @icfaust, @inteldimitrius, @maria-Petrova, @samir-nasibli, @md-shafiul-alam, @keeranroth, @amgrigoriev

2023.2.1

9 months ago

The release of Intel® oneAPI Data Analytics Library 2023.2.1 introduces the following changes:

🚨 What's New

2023.2.0

9 months ago

The release Intel® oneAPI Data Analytics Library 2023.2.0 introduces the following changes:

:x: Deprecation Notice

  • The compression functionality in the Intel® oneDAL library is deprecated. Starting with the 2024.0 release, oneDAL will not support the compression functionality
  • The DAAL CPP SYCL Interfaces in the Intel® oneDAL library are deprecated. Starting with the 2024.0 release, oneDAL will not support the DAAL CPP SYCL Interfaces
  • The Java* interfaces in the Intel® oneDAL library are marked as deprecated. The future releases of the oneDAL library may no longer include support for these Java* interfaces
  • ABI compatibility is to be broken as part of the 2024.0 release of Intel® oneDAL. The library’s major version is to be incremented to two to enforce the relinking of existing applications
  • macOS* support is deprecated for oneDAL. The 2023.x releases are the last to provide it

🛠️ Library Engineering

  • CSR tables interface has been changed and moved from detail namespace

🚨 What's New

  • Introduced new Intel® oneDAL functionality:
    • Distributed KMeans++ algorithm
    • Logistic Loss objective algorithm
  • Introduced new functionality for Intel® Extension for Scikit-learn:
    • NaN(missing values) support was added to Model Builders
  • Improved performance for the following Intel® Extension for Scikit-learn algorithms:
    • Model Builders performance has been improved up to 2x

2023.1.1

1 year ago

The release Intel® oneAPI Data Analytics Library 2023.1.1 introduces the following changes:

🚨 What's New

2023.0.1

1 year ago

The release Intel® oneAPI Data Analytics Library 2023.0.1 introduces the following changes:

🚨 What's New

2023.0.0

1 year ago

The release Intel® oneAPI Data Analytics Library 2023.0 introduces the following changes:

🚨 What's New

  • Introduced new Intel® oneDAL functionality:
    • DPC++ interface for Linear Regression algorithm

❗ Known Issues

  • Intel® Extension for Scikit-learn SVC.fit and KNN.fit do not support GPU
  • Most Intel® Extension for Scikit-learn sycl examples fail when using GPU context
  • Running the Random Forest algorithm with versions 2021.7.1 and 2023.0 of scikit-learn-intelex on the 2nd Generation Intel® Xeon® Scalable Processors, formerly Cascade Lake may result in an 'Illegal instruction' error.
    • No workaround is currently available for this issue.
    • Recommendation: Use an older version of scikit-learn-intelex until the issue is fixed in a future release.