Intel® oneAPI Data Analytics Library 2024.0.0

oneDAL 2024.0

oneDAL is happy to introduce 2024.0 release!

🚨 What's New

New oneDAL functionality:

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

🚩 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.

🔨 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.

❌ 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

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