6533b7d3fe1ef96bd12612f0

RESEARCH PRODUCT

Metamodel specialization based DSL for DL lifecycle data management

Edgars CelmsAudris KalninsArturs SprogisMikus GrasmanisSergejs RikacovsPaulis BarzdinsJanis Barzdins

subject

Domain-specific languageSIMPLE (military communications protocol)business.industryComputer scienceData managementDeep learning020207 software engineering02 engineering and technologyUSableMetamodelingDigital subscriber lineSoftware_SOFTWAREENGINEERINGSpecialization (logic)0202 electrical engineering electronic engineering information engineeringArtificial intelligencebusinessSoftware engineering

description

A new Domain Specific Language (DSL) based approach to Deep Learning (DL) lifecycle data management (LDM) is presented: a very simple but universal DL LDM tool, still usable in practice (called Core tool); and an advanced extension mechanism, that converts the Core tool into a DSL tool building framework for DL LDM tasks. The method used is based on the metamodel specialisation approach for DSL modeling tools introduced by authors.

https://doi.org/10.1145/3417990.3420050