ontolearn 0.10.0

Summary

This release brings a solid mix of new features, performance improvements, and cleanups across Ontolearn.
Key highlights include:

• Extended and refactored concept and neural learners with better feature construction and validation. All learners are now located in the ontolearn.learners module.
• Integration of SAT-based learners SPELL and ALCSAT.
• Integration of NERO.
• Significant improvements to the triple store, including caching and stability fixes.
• Drill now supports GPU execution and has stricter stopping conditions, while the web UI has been extended for a smoother experience.
• The TDL implementation received multiple fixes and refinements.
• Owlapy was upgraded to 1.6.3.
• Deprecated components like EBR were removed (moved to owlapy).
• Overall robustness was improved through numerous bug fixes, refactoring, and documentation updates.

Please find more details in the PRs below.

Installation/upgrade:

pip install -U ontolearn

What's Changed

• Concept learner's extensions by @Pritilata95 in #531
• Small changes/fixes by @alkidbaci in #533
• Feature/neural learner valid concepts by @moreshud in #535
• Remove ebr by @LckyLke in #536
• Bug fixing by @alkidbaci in #537
• Triple store improvements by @alkidbaci in #538
• Jean extend web UI by @Jean-KOUAGOU in #539
• Drill on gpu by @Jean-KOUAGOU in #540
• Add TDL ECML 2025 paper reference to README by @moreshud in #541
• General fixes by @alkidbaci in #544
• Fix issue550 by @Louis-Mozart in #551
• Addressed some minor issues in the TDL implementation by @CronosC in #549
• Added a missing loop breaker by @Louis-Mozart in #558
• Refactoring learners by @Demirrr in #555
• Upgrade to owlapy 1.6.2 by @alkidbaci in #557
• Contolling better feature constructions by @Demirrr in #561
• Fix TDL ALC restrictions: recursively filter nominals and cardinalities in nested expressions by @Copilot in #564
• Integrating sat based learners by @alkidbaci in #565
• Integrating NERO by @alkidbaci in #566
• Fix: Ensure Drill stops when max_num_of_concepts_tested is reached by @Demirrr in #568
• add cpu only install to readme by @LckyLke in #570
• Triplestore Cache and bug fixing for EvoLearner by @alkidbaci in #569
• Documentation workflow changed by @alkidbaci in #573
• New Release (0.10.0) by @alkidbaci in #572

Thank you to everyone who contributed!

New Contributors

• @Pritilata95 made their first contribution in #531
• @CronosC made their first contribution in #549
• @Copilot made their first contribution in #564

Full Changelog: 0.9.2...0.10.0